ChangelogRelease 1Published
Launch: 22 AI customer service agents and 532 claims, every one sourced and dated
Catalog
ai-agent.review went live with the 22 agents the published inclusion rule admits and 532 claims about them. Every claim names its source, labels its source type and carries the date it was checked. No agent has been tested hands-on, and no record carries a score. Notes the profiles recorded during research before launch are kept with each agent below.
What changed
22 agents · 532 claims added
Agent by agent
Added to the catalog with 24 claims and 9 rows with evidence.
The 24 claims published at launch
Documented capabilities
Ada documents 60 languages for messaging and email, including both response generation and knowledge ingestion. Voice has a smaller supported set.Vendor-reported
About multilingual support (Ada docs) · · Claim ID
ada-languages-breadthDocumented capabilities
Ada lists connectors for systems including Zendesk, Salesforce, Freshworks, Genesys and Help Scout. The directory identifies each connector’s role, such as knowledge ingestion or human handoff; these are not interchangeable capabilities.Vendor-reported
Integrations (Ada) · · Claim ID
ada-helpdesk-integrationsDocumented capabilities
Ada’s Dott case study describes an agent calling Dott’s backend to end a ride when the rider cannot do so in the app. This is a named example of connected action, reported by the vendor and customer, not a portal test.Vendor-reported
Dott customer story (Ada) · · Claim ID
ada-dott-connected-exampleLimitations and implementation conditions
Ada’s language support differs by channel, and its management dashboard is English-only. A language available in email should not be assumed available for voice.Vendor-reported
About multilingual support (Ada docs) · · Claim ID
ada-voice-language-subsetLimitations and implementation conditions
Ada documents a limit of five active handoff configurations. Teams with many routing destinations should check how their routing design fits that limit.Vendor-reported
Handoff management (Ada docs) · · Claim ID
ada-handoff-limitLimitations and implementation conditions
In Ada’s Dott case study, conflicting knowledge articles were found to send riders into loops. This describes a content problem in that deployment and the need for ongoing review, not a failure rate for Ada overall.Vendor-reported
Dott customer story (Ada) · · Claim ID
ada-knowledge-maintenanceBilling · vendor capability
Ada lists billing and payment questions among its email workflows, using information retrieved from connected business systems.Vendor-reported
AI customer service agents for email (Ada) · · Claim ID
ada-billing-email-inquiry-listOrders · vendor capability
Ada documents API-driven order-status lookups, so live order answers depend on connecting the order system.Vendor-reported
Key concepts (Ada docs) · · Claim ID
ada-fit-orders-vendorReturns · vendor capability
Ada describes returns workflows that check order eligibility, offer permitted options and create a return label through connected systems.Vendor-reported
AI customer service agent for ecommerce and retail (Ada) · · Claim ID
ada-returns-ecommerce-pageProduct questions · vendor capability
Ada uses imported knowledge to answer questions; its documentation explains that relevant passages are retrieved from that content.Vendor-reported
Knowledge setup (Ada docs) · · Claim ID
ada-fit-productq-vendorAccount issues · vendor capability
Ada documents account updates through external APIs and sign-in tokens for sensitive actions.Vendor-reported
Key concepts (Ada docs) · · Claim ID
ada-fit-account-vendorComplaints · vendor capability
Ada documents routing to human support based on conversation context and configured handoff descriptions.Vendor-reported
Handoff management (Ada docs) · · Claim ID
ada-complaints-handoff-vendorHuman handoff · vendor capability
Ada documents live transfers, follow-up tickets, off-hours paths and error fallbacks across its handoff setup.Vendor-reported
Handoff management (Ada docs) · · Claim ID
ada-fit-handoff-vendorEnterprise · vendor capability
Ada’s demo page explicitly targets enterprise customer-experience teams and proposes a tailored demonstration and implementation plan.Vendor-reported
Book a demo (Ada) · · Claim ID
ada-fit-enterprise-vendorProduct information · Deployment model
Ada documents setup through its dashboard and a website or mobile chat integration, with connected knowledge and configured workflows.Vendor-reported
Key concepts (Ada docs) · · Claim ID
ada-deploymentProduct information · Channels
Chat, voice, email and social messaging are documented. Voice and social connections use supported external platforms; confirm the intended channel integration.Vendor-reported
Key concepts (Ada docs) · · Claim ID
ada-channelsProduct information · Languages
60 languages are documented for messaging and email; voice supports a subset. English remains the fallback language.Vendor-reported
About multilingual support (Ada docs) · · Claim ID
ada-languagesProduct information · Help desk and CRM integrations
The integrations directory includes Zendesk, Salesforce, ServiceNow, Freshworks, Genesys and Help Scout. Check each entry for knowledge, messaging, email or voice support.Vendor-reported
Integrations (Ada) · · Claim ID
ada-helpdesksProduct information · Knowledge sources
Knowledge can come from help centres, websites, articles created in Ada and custom sources through the Knowledge API.Vendor-reported
Key concepts (Ada docs) · · Claim ID
ada-knowledgeProduct information · Actions in backend systems
API tools, formerly called Actions, retrieve or send data through configured endpoints. Playbooks and Processes organise those calls into workflows.Vendor-reported
API tools (Ada docs) · · Claim ID
ada-actionsProduct information · Human handoff
Configured live transfers or follow-up tickets, with off-hours and error paths. Up to five active handoff configurations are documented.Vendor-reported
Handoff management (Ada docs) · · Claim ID
ada-handoffProduct information · Target customer size
Ada presents an enterprise-focused sales process with a tailored demonstration and implementation plan. This positioning does not establish a minimum viable company size.Vendor-reported
Book a demo (Ada) · · Claim ID
ada-target-sizeProduct information · Vendor-reported performance claims
Ada reports that Dott’s automated resolution increased from 32% to 77% after adopting Ada and connecting backend automations. This is one customer’s vendor-published result, not a platform-wide average or a comparable benchmark.Vendor-reported
Dott customer story (Ada) · · Claim ID
ada-vendor-metricsProduct positioning
Ada markets product guidance and promotions alongside order support and returns. Its Playbooks, analytics and support integrations support our service + sales and connected suite placement. This describes the offering, not measured revenue or resolution performance.Editorial assessment
Editorial assessment of Ada ecommerce offering · · Claim ID
ada-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Agentforce
Current profileAdded to the catalog with 24 claims and 8 rows with evidence.
The 24 claims published at launch
Documented capabilities
Agentforce Data Library can ground responses in knowledge articles, uploaded files and web sources. It requires Data 360 setup and assignment to the relevant agent.Vendor-reported
Agentforce Data Library (Salesforce Help) · · Claim ID
agentforce-crm-groundingDocumented capabilities
Salesforce documents agent actions built with Flow, Apex, external APIs and MuleSoft, allowing teams to connect a service workflow to their existing systems.Vendor-reported
Agentic integration patterns (Salesforce Architects) · · Claim ID
agentforce-configurable-actionsDocumented capabilities
ProQuest Consulting describes an internal Agentforce demonstration that retrieved shipment and order-item details. ProQuest is a Salesforce partner, so this is a commercially affiliated example, not independent evidence or a portal test.Vendor-reported
Order-tracking demonstration (ProQuest Consulting, Salesforce partner) · · Claim ID
agentforce-order-partner-exampleLimitations and implementation conditions
Salesforce makes customers responsible for configuring authentication and permissions for private actions. Access to account details or account changes requires more than adding a conversational instruction.Vendor-reported
Best practices for building secure Agentforce Service Agents (Salesforce Admins) · · Claim ID
agentforce-authentication-setupLimitations and implementation conditions
Salesforce’s current language table includes generally available and beta languages; voice has a separate list. Adaptive language mode is beta and unavailable for voice-enabled agents.Vendor-reported
Agentforce language support (Salesforce Help) · · Claim ID
agentforce-language-constraintsLimitations and implementation conditions
Salesforce’s July 2025 account of its own Help-site rollout describes early mistakes: treating product questions as requests for a person, then blocking legitimate integration questions after an instruction change. The team revised its instructions; these historical examples are not current failure rates.Vendor-reported
Lessons from Salesforce’s in-house customer service deployment · · Claim ID
agentforce-instruction-maintenanceBilling · vendor capability
Salesforce describes billing-detail and dispute actions for Agentforce for Communications. That page labels its prebuilt subagent employee-facing and includes an availability disclaimer; it does not establish an included customer-facing Service Agent billing flow.Vendor-reported
Billing Resolution for Agentforce for Communications (Salesforce) · · Claim ID
agentforce-billing-vendorOrders · vendor capability
Salesforce’s Service training gives order lookup and cancellation as configurable workflow examples, with a lost-package request routed to a person.Vendor-reported
Explore use cases for Agentforce for Service (Salesforce Trailhead) · · Claim ID
agentforce-fit-orders-vendorReturns · vendor capability
Salesforce’s architecture guide illustrates a refund chain: retrieve order details, check eligibility, call the payment gateway and update the case after confirmation. It is an implementation pattern, not a measured deployment result.Vendor-reported
Agentic integration patterns (Salesforce Architects) · · Claim ID
agentforce-fit-returns-vendorProduct questions · vendor capability
Salesforce documents a knowledge-answering action for questions such as return policies and warranty information.Vendor-reported
Explore use cases for Agentforce for Service (Salesforce Trailhead) · · Claim ID
agentforce-fit-productq-vendorAccount issues · vendor capability
Salesforce’s Service training includes customer-detail retrieval and password-reset examples, with verification instructions and additional configuration for private actions.Vendor-reported
Explore use cases for Agentforce for Service (Salesforce Trailhead) · · Claim ID
agentforce-fit-account-vendorComplaints · vendor capability
Salesforce documents escalation of complex or sensitive Service Agent requests through Omni-Channel Flow.Vendor-reported
Agentforce Service Agent (Salesforce Help) · · Claim ID
agentforce-complaints-vendorHuman handoff · vendor capability
Service Agents use configured Omni-Channel Flow routing to transfer support requests to service representatives or other destinations.Vendor-reported
Agentforce Service Agent (Salesforce Help) · · Claim ID
agentforce-fit-handoff-vendorEnterprise · vendor capability
Salesforce positions Agentforce for enterprise-scale support and documents building agents with its platform tools and integrations.Vendor-reported
Agentforce platform (Salesforce) · · Claim ID
agentforce-fit-enterprise-vendorProduct information · Deployment model
Service Agents are configured in Salesforce and connected to customer channels, with a default service template or specialised templates. Confirm the required editions for the chosen agent type.Vendor-reported
Agentforce Service Agent (Salesforce Help) · · Claim ID
agentforce-deploymentProduct information · Channels
Salesforce describes messaging, web, mobile and voice service experiences. Channel availability and setup should be checked for the specific Service Agent offering.Vendor-reported
AI customer service agents (Salesforce) · · Claim ID
agentforce-channelsProduct information · Languages
The current supported-language table includes English, French, German, Japanese, Polish and others, with some additional languages marked beta. Voice support differs; use the table for the chosen channel.Vendor-reported
Agentforce language support (Salesforce Help) · · Claim ID
agentforce-languagesProduct information · Help desk and CRM integrations
The reviewed deployment uses Salesforce service records and routing. External business systems can be connected through configured agent actions; this does not establish a turnkey connector for every other help desk.Editorial assessment
Editorial assessment of Agentforce integration patterns · · Claim ID
agentforce-helpdesksProduct information · Knowledge sources
Agentforce Data Library indexes knowledge articles, uploaded files or web sources. It requires Data 360 setup; the library must be assigned to the agent.Vendor-reported
Agentforce Data Library (Salesforce Help) · · Claim ID
agentforce-knowledgeProduct information · Actions in backend systems
Actions can use Salesforce workflows, code and external APIs. A refund is a configured sequence with eligibility checks and payment confirmation, not a universal action available on every installation.Vendor-reported
Agentic integration patterns (Salesforce Architects) · · Claim ID
agentforce-actionsProduct information · Human handoff
Omni-Channel Flow routes complex or sensitive requests from the Service Agent to service representatives or another configured destination.Vendor-reported
Agentforce Service Agent (Salesforce Help) · · Claim ID
agentforce-handoffProduct information · Target customer size
Salesforce markets Agentforce for enterprise-scale support. Our editorial assessment is that existing Salesforce data, administrator capacity and integration needs are more useful selection criteria than employee count.Editorial assessment
Editorial assessment of Agentforce platform positioning · · Claim ID
agentforce-targetsizeProduct information · Vendor-reported performance claims
Salesforce’s customer story reports about 76% of queries resolved without a human on its own Help site. This vendor-operated deployment is not a controlled comparison, and its resolution definition and workload should not be assumed equivalent to other vendors’ figures.Vendor-reported
Salesforce’s own Help-site customer story (Salesforce) · · Claim ID
agentforce-vendormetricsProduct positioning
The reviewed Service Agent offering combines customer service, native Salesforce records and configurable workflows. We place that deployment in support operations and broad platform. Other Agentforce products have different roles, so this placement does not describe the entire Salesforce portfolio.Editorial assessment
Editorial assessment of Agentforce for Service · · Claim ID
agentforce-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added editorial product positioning with its scope, rationale, and vendor source. Source
Rechecked product-specific documentation; removed promotional and unrelated reports from fit evidence, corrected outdated language coverage, and added scoped workflow examples and implementation conditions. Source
Breeze Customer Agent
Current profileAdded to the catalog with 22 claims and 3 rows with evidence.
The 22 claims published at launch
Documented capabilities
HubSpot publishes list pricing for the agent openly, stating $0.50 per resolution for messaging and $0.50 per minute for voice, billed through HubSpot Credits.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-open-pricingDocumented capabilities
HubSpot documents that credits are consumed only when the agent delivers a resolution, charging once per resolved conversation regardless of how many messages it exchanges.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-credits-on-resolutionDocumented capabilities
Trade publication CX Today reported that HubSpot moved Customer Agent to outcome-based pricing of $0.50 per resolved conversation effective 14 April 2026.Independent report
HubSpot Joins the Outcome-Based Pricing Revolution — CX Today · · Claim ID
hubspot-breeze-outcome-pricing-independentDocumented capabilities
HubSpot states the agent can be grounded in knowledge base content, website content, CRM records, historical conversations, and unstructured files such as PDFs and meeting transcripts.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-knowledge-breadthLimitations and implementation conditions
HubSpot documents that Customer Agent requires a Professional or Enterprise subscription, making it unavailable on the Free and Starter tiers.Vendor-reported
HubSpot Service Hub Pricing · · Claim ID
hubspot-breeze-tier-gateLimitations and implementation conditions
HubSpot's documentation states the agent requires at least one Facebook, WhatsApp, or live chat channel connected in HubSpot and runs inside HubSpot's own conversations inbox and help desk, rather than on third-party helpdesk platforms.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-ecosystem-boundLimitations and implementation conditions
The headline resolution rates are HubSpot's own and are not consistent across sources: HubSpot's product page cites a 70% average resolution rate while CX Today reported HubSpot citing 65% across more than 8,000 customers in April 2026.Editorial assessment
Comparison of HubSpot product page figures against CX Today reporting · · Claim ID
hubspot-breeze-metric-inconsistencyLimitations and implementation conditions
In CX Today's coverage of the pricing change, Crescendo CEO Matt Price argued that resolution-rate metrics can mask customer friction because the unresolved remainder still has to seek help elsewhere. The critique comes from the chief executive of a competing vendor and addresses resolution-rate metrics generally rather than measured HubSpot performance.Independent report
HubSpot Joins the Outcome-Based Pricing Revolution — CX Today · · Claim ID
hubspot-breeze-resolution-metric-critiqueProduct questions · vendor capability
HubSpot states the agent answers customer questions across email, chat, and forms using synced knowledge base articles, website content, and CRM history.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-fit-product-questions-vendorHuman handoff · vendor capability
HubSpot documents that the agent transfers a conversation to a human when its confidence is low, when escalation rules are met, when a visitor explicitly asks for a human, or when a configured handoff phrase is triggered.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-fit-handoff-vendorSmall businesses · independent report
Procurement platform Vendr lists HubSpot Service Hub Professional at $100 per seat per month with a five-seat minimum and Enterprise at $150 per seat per month with a ten-seat minimum.Independent report
HubSpot Software Pricing Buyer Guide — Vendr · · Claim ID
hubspot-breeze-fit-small-vendrSmall businesses · documented gap
HubSpot documents that Customer Agent is available only on Professional and Enterprise subscriptions, excluding businesses on HubSpot's Free and Starter tiers.Vendor-reported
HubSpot Service Hub Pricing · · Claim ID
hubspot-breeze-fit-small-gapProduct information · Deployment model
The agent is a cloud service inside HubSpot and requires at least one Facebook, WhatsApp, or live chat channel connected to the HubSpot conversations inbox or help desk before it can be deployed.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-cmp-deploymentProduct information · Channels
HubSpot lists live chat, email, forms, WhatsApp, Facebook Messenger, and inbound voice calls as channels the agent can handle.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-cmp-channelsProduct information · Languages
HubSpot states the agent is available in all HubSpot-supported languages, without publishing a specific count or list on the product page.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-cmp-languagesProduct information · Help desk and CRM integrations
The agent operates within HubSpot's own conversations inbox and help desk; HubSpot's documentation describes no integration with third-party helpdesk products.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-cmp-helpdesksProduct information · Knowledge sources
HubSpot states the agent draws on synced knowledge base articles, website content, CRM data, historical conversations, and unstructured sources such as PDFs and meeting transcripts.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-cmp-knowledgeProduct information · Actions in backend systems
HubSpot states the agent can take action in the customer's CRM in addition to answering questions, without publishing a list of the specific actions available.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-cmp-actionsProduct information · Human handoff
HubSpot documents that the agent hands conversations to a human with full context when its confidence is low, when escalation rules are met, or when the visitor asks for a person.Vendor-reported
Understand the customer agent — HubSpot Knowledge Base · · Claim ID
hubspot-breeze-cmp-handoffProduct information · Target customer size
Access requires a HubSpot Professional or Enterprise subscription, listed at $90 and $150 per seat per month annually, with Professional including 3,000 HubSpot Credits and Enterprise 5,000.Vendor-reported
HubSpot Service Hub Pricing · · Claim ID
hubspot-breeze-cmp-targetsizeProduct information · Vendor-reported performance claims
HubSpot advertises a 70% average resolution rate (90% for top teams), 74% more tickets closed, and an 84% higher ticket resolution rate, all figures self-reported and not independently verified.Vendor-reported
AI Customer Service Agent — HubSpot · · Claim ID
hubspot-breeze-cmp-vendormetricsProduct positioning
The agent runs inside HubSpot's own conversations inbox and help desk and requires a connected HubSpot channel, with no documented path onto third-party help desks. That places it in support operations and broad platform. HubSpot sells other Breeze agents with different roles.Editorial assessment
Editorial assessment of Breeze Customer Agent · · Claim ID
hubspot-breeze-positioning
Crescendo
Current profileAdded to the catalog with 24 claims and 4 rows with evidence.
The 24 claims published at launch
Documented capabilities
Crescendo describes its offering as combining "autonomous agents and a software-driven approach to automating the operations, but also ... the dedication of human agents in the loop whose roles we have re-imagined to complement world class AI", following its acquisition of outsourcing provider PartnerHero.Vendor-reported
Crescendo: The Next Episode · · Claim ID
crescendo-str-ai-plus-humansDocumented capabilities
Crescendo states it charges on resolution rather than on routing or labor, describing outcome-based pricing as "a departure from the multi-decade policy of charging for labor".Vendor-reported
Crescendo — Concierge Agent · · Claim ID
crescendo-str-outcome-pricingDocumented capabilities
Crescendo's public documentation lists ticket-creation escalation targets including Zendesk, Freshdesk, Freshservice, Freshchat, Kustomer, Gorgias, Intercom, Salesforce, HubSpot, Slack, email and Front, plus named escalation triggers (explicit human requests, complex issues, sensitive topics, repeated failed responses, specified keywords).Vendor-reported
Introduction to AI Assistants — Crescendo Docs · · Claim ID
crescendo-str-escalation-targetsDocumented capabilities
Crescendo publishes machine-readable developer documentation at docs.crescendo.ai, including an llms.txt index, an OpenAPI specification and provisioning, reporting and MCP endpoints.Vendor-reported
Crescendo Documentation index (llms.txt) · · Claim ID
crescendo-str-public-api-docsLimitations and implementation conditions
Crescendo publishes no prices, price tiers or per-resolution rates; its pricing page directs buyers to request a demo.Vendor-reported
Crescendo — Pricing · · Claim ID
crescendo-weak-no-pricingLimitations and implementation conditions
CX Today wrote that Crescendo's 30-day deployment claim still needs validation, noting "CX leaders will want proof across complex policies, legacy data, regulated workflows, and multilingual customer journeys."Independent report
Can Crescendo's AI Agents Really Run the Whole CX Operation? · · Claim ID
crescendo-weak-deployment-unprovenLimitations and implementation conditions
Crescendo's Shopify App Store listing carries a single review, rated 1 out of 5, in which the reviewer wrote "this is just a link that leads to an external platform, not an app".Independent report
Crescendo — Shopify App Store · · Claim ID
crescendo-weak-shopify-reviewLimitations and implementation conditions
No count or list of supported languages was found on Crescendo's website, press releases or developer documentation.Editorial assessment
Portal research note · · Claim ID
crescendo-weak-languages-undocumentedHuman handoff · vendor capability
Crescendo states that when Concierge escalates it "passes along the entire conversation — customer history, issue context, recommended next action" so the specialist "starts at the answer".Vendor-reported
Crescendo — Concierge Agent · · Claim ID
crescendo-fit-handoff-vendorHuman handoff · independent report
CX Today reported on the Alorica–Crescendo partnership that AI "handles the heavy lifting upfront" and that "when escalation is needed, that full context is passed seamlessly to a human agent", with Alorica's 100,000+ employees across 16 countries available to augment Crescendo deployments.Independent report
Alorica and Crescendo Partner to Bring AI into Live Enterprise Service Channels · · Claim ID
crescendo-fit-handoff-ind-aloricaProduct questions · vendor capability
Crescendo's Shopify assistant is described as a "dual-purpose AI assistant" that "guides customers to products, answers questions, and helps them complete purchases", with chat and voice support.Vendor-reported
Crescendo — Shopify App Store listing · · Claim ID
crescendo-fit-product-vendorProduct questions · independent report
CX Today reported that Crescendo launched an AI shopping assistant on the Shopify App Store covering "product discovery, personalized recommendations, and customer support", unveiled at NRF 2026.Independent report
Crescendo Launches AI Shopping Assistant On Shopify For Increased Customer Engagement · · Claim ID
crescendo-fit-product-ind-cxtodayOrders · vendor capability
Crescendo states its Concierge agent performs "status lookups, account updates, order changes" and closes issues without involving a human.Vendor-reported
Crescendo — Concierge Agent · · Claim ID
crescendo-fit-orders-vendorEnterprise · vendor capability
Crescendo's August 2026 platform launch names enterprise and mid-market customers including Grindr, Headspace, Lovepop, Nothing Bundt Cakes, SQUIRE and Good Eggs Grocery.Vendor-reported
Crescendo Launches the AI-Native Customer Experience Platform · · Claim ID
crescendo-fit-ent-vendorEnterprise · independent report
CX Today reported a partnership placing Crescendo's AI into "live enterprise service channels" operated by Alorica, a BPO with more than 100,000 employees across 16 countries.Independent report
Alorica and Crescendo Partner to Bring AI into Live Enterprise Service Channels · · Claim ID
crescendo-fit-ent-ind-aloricaProduct information · Deployment model
Crescendo is delivered as a vendor-hosted managed service rather than self-hosted software, and the vendor claims 30 days to go live with back-end integrations in under 30 minutes.Vendor-reported
Crescendo — homepage · · Claim ID
crescendo-cmp-deploymentProduct information · Channels
Crescendo states its Concierge agent handles "Voice, chat, email, SMS, WhatsApp" from a single AI layer, with a website chat widget, mobile apps and API access also documented.Vendor-reported
Crescendo — Concierge Agent · · Claim ID
crescendo-cmp-channelsProduct information · Help desk and CRM integrations
Crescendo's documentation lists ticket creation into Zendesk, Freshdesk, Freshservice, Freshchat, Kustomer, Gorgias, Intercom, Salesforce, HubSpot, Slack, email and Front.Vendor-reported
Introduction to AI Assistants — Crescendo Docs · · Claim ID
crescendo-cmp-helpdesksProduct information · Knowledge sources
Crescendo documents ingestion of uploaded PDF, DOCX, Markdown and text files plus external sources including Zendesk, Freshdesk, Confluence, SharePoint, Notion, Genesys, Front and web discovery.Vendor-reported
Introduction to AI Assistants — Crescendo Docs · · Claim ID
crescendo-cmp-knowledgeProduct information · Actions in backend systems
Documented assistant actions are lead qualification, meeting scheduling via Calendly and HubSpot Meetings, custom form completion and data collection, resource/link presentation and customer tagging; the vendor separately claims status lookups, account updates and order changes, and describes a "Safe Action Framework that determines what AI can do autonomously and what requires human approval".Vendor-reported
Introduction to AI Assistants — Crescendo Docs · · Claim ID
crescendo-cmp-actionsProduct information · Human handoff
Unlike software-only vendors, Crescendo can supply the humans on the receiving end of an escalation: it acquired outsourcing provider PartnerHero in October 2024, PartnerHero's site states "PartnerHero is now powered by Crescendo" and offers "Exceptional outsourced teams ... Fully managed end-to-end service", so handoff can mean transfer to Crescendo-managed specialists rather than only to the buyer's own agents.Vendor-reported
PartnerHero — homepage · · Claim ID
crescendo-cmp-handoffProduct information · Target customer size
Crescendo positions itself for enterprise and mid-market CX operations, and third-party research describes it as a "fully-managed AI-native contact center that combines software licensing with human-in-the-loop services" serving 200+ customers with over $50M ARR after the PartnerHero acquisition.Independent report
Crescendo — Sacra company profile · · Claim ID
crescendo-cmp-targetsizeProduct information · Vendor-reported performance claims
Crescendo publishes that "approximately 70% of customer issues are resolved from day one", that its customer dissatisfaction rate "has fallen from 5.8% to 0.68% in under a year", and that AI-handled volume on the platform has grown 600% with AI customers up 200%.Vendor-reported
Crescendo Launches the AI-Native Customer Experience Platform · · Claim ID
crescendo-cmp-metricsProduct positioning
Crescendo sells an AI agent together with human specialists it supplies itself, and its Shopify assistant guides customers to products as well as answering support questions. Its escalation targets span Zendesk, Freshdesk, Intercom, Salesforce and others rather than a help desk of its own, which places it in service plus sales and connected suite. The placement describes what is sold, not how well it performs.Editorial assessment
Editorial assessment of the Crescendo Concierge offering · · Claim ID
crescendo-positioning
Decagon
Current profileAdded to the catalog with 26 claims and 9 rows with evidence.
The 26 claims published at launch
Documented capabilities
Decagon’s voice page lists 70+ languages with detection and switching. A multilingual team can evaluate its required language combinations, but this list alone does not establish equal accuracy across languages.Vendor-reported
Voice AI for customer service (Decagon) · · Claim ID
decagon-languages-strengthDocumented capabilities
Decagon lists help-desk, knowledge and telephony connectors, plus APIs and MCP for custom actions. Example use: retrieve an order record before giving a status update.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-integration-surfaceDocumented capabilities
The retail offering describes workflow instructions written in natural language, simulations and experiments. For example, a team can evaluate a revised return policy before rolling it out to all conversations.Vendor-reported
Retail offering (Decagon) · · Claim ID
decagon-workflow-controlsDocumented capabilities
Decagon’s security page documents role-based access, single sign-on and short-lived API tokens. These are vendor-described controls; buyers still need to check how permissions are applied to their connected systems.Vendor-reported
Security (Decagon) · · Claim ID
decagon-security-controlsLimitations and implementation conditions
In a review dated August 10, 2026, Subhashree S. reports needing human correction for some complex questions. The review does not identify the deployment or measure an error rate, so it is a reported experience rather than a product-wide failure finding.Independent report
Subhashree S., G2 review syndicated by AWS Marketplace · · Claim ID
decagon-complex-query-limitsLimitations and implementation conditions
LOKESH G.’s August 20, 2026 review says configuring uncommon scenarios can take time. This suggests asking who will maintain workflow exceptions; it does not establish a standard setup duration or that other deployments have the same difficulty.Independent report
LOKESH G., G2 review syndicated by AWS Marketplace · · Claim ID
decagon-setup-burdenLimitations and implementation conditions
Watchtower documents flags and review of negative sentiment. That provides monitoring evidence, not proof that the agent resolves a complaint. Evaluate the escalation and remedy workflow separately.Editorial assessment
Editorial assessment of Watchtower scope · · Claim ID
decagon-complaint-monitoring-limitBilling · vendor capability
Decagon’s technology page lists billing management, plan upgrades and account updates. It does not specify which billing operations are prebuilt for a particular payment or subscription system.Vendor-reported
Technology offering (Decagon) · · Claim ID
decagon-billing-tech-pageOrders · vendor capability
Decagon’s Curology case study lists shipment-status checks, order replacements and shipment cancellation or postponement. These are specific examples from Curology’s configured service workflows.Vendor-reported
Curology customer story (Decagon) · · Claim ID
decagon-orders-curologyReturns · vendor capability
Decagon’s retail article describes answering return-eligibility questions and taking actions through systems such as Shopify while following company policies. It does not define a universal policy for refunds or exchanges.Vendor-reported
From WISMO to upsells: How retail brands are using AI agents (Decagon) · · Claim ID
decagon-fit-returns-vendorProduct questions · vendor capability
Decagon’s technology offering describes surfacing relevant documentation during onboarding and troubleshooting. This supports a documented product-information workflow, not a measured accuracy result.Vendor-reported
Technology offering (Decagon) · · Claim ID
decagon-fit-pq-vendorAccount issues · vendor capability
Decagon’s financial-services page lists password resets, balance inquiries and dispute workflows. Those examples require a configured identity and account-access flow; the page does not prove that a given deployment implements it correctly.Vendor-reported
Financial-services offering (Decagon) · · Claim ID
decagon-account-issues-finservComplaints · vendor capability
Watchtower documents identifying frustration and other conversation flags for team review. This is monitoring capability; the source does not demonstrate an agent completing a complaint remedy.Vendor-reported
Watchtower (Decagon) · · Claim ID
decagon-complaints-watchtowerHuman handoff · vendor capability
Decagon documents live-chat escalation, email handoff and voice transfer to human agents.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-fit-handoff-vendorHuman handoff · independent report
Krishan Y.’s August 12, 2026 review says their team can step in when human attention is needed. This corroborates takeover in one self-reported deployment, without measuring routing accuracy or waiting time.Independent report
Krishan Y., G2 review syndicated by AWS Marketplace · · Claim ID
decagon-human-handoff-g2-krishanEnterprise · vendor capability
Decagon publishes customer stories for companies including Chime, Notion and Rippling. These are vendor-published examples of enterprise use, not independent confirmation of every security, scale or workflow requirement.Vendor-reported
Customer stories (Decagon) · · Claim ID
decagon-fit-ent-vendorProduct information · Deployment model
Decagon connects agents to existing support systems through prebuilt connectors and custom API or MCP integrations. The required setup depends on the systems and actions in scope.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-deploymentProduct information · Channels
Decagon’s homepage lists chat, email and voice. SMS appears in its Curology customer story; confirm whether that channel is available for your proposed deployment.Vendor-reported
Decagon homepage and linked customer examples · · Claim ID
decagon-channelsProduct information · Languages
The voice page advertises 70+ languages, automatic detection and switching. Confirm language support for each required channel and evaluate real conversations in those languages.Vendor-reported
Voice AI for customer service (Decagon) · · Claim ID
decagon-languagesProduct information · Help desk and CRM integrations
The integration page names Salesforce, Intercom and Zendesk for tickets and customer data, and Amazon Connect and RingCentral for telephony.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-helpdesksProduct information · Knowledge sources
Decagon documents knowledge synchronization from Confluence, Contentful and Kustomer.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-knowledgeProduct information · Actions in backend systems
APIs, custom tools and MCP connections provide access to data and actions. The integration must expose the operation the workflow requires.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-actionsProduct information · Human handoff
Documented options include chat escalation, email routing and transfer of voice calls to a human agent.Vendor-reported
Integrations (Decagon) · · Claim ID
decagon-handoffProduct information · Target customer size
Decagon presents an enterprise offering and publishes customer stories for Chime, Notion and Rippling. That focus does not establish a minimum team size or exclude smaller deployments.Vendor-reported
Customer stories (Decagon) · · Claim ID
decagon-target-sizeProduct information · Vendor-reported performance claims
Decagon reports a 65% reduction in support operating costs at Curology. This is a customer-specific vendor claim, not a resolution rate or a benchmark result; the page does not provide a common basis for cross-vendor comparison.Vendor-reported
Curology customer story (Decagon) · · Claim ID
decagon-vendor-metricsProduct positioning
Decagon’s retail offering combines billing and account support with upsell workflows. It also documents integrations, workflow configuration, simulations and analytics. We place that scope in service + sales and connected suite: for example, a retailer could evaluate subscription support and upgrade offers within one configured agent. This placement does not measure revenue or resolution quality.Editorial assessment
Editorial assessment of Decagon retail offering (vendor website) · · Claim ID
decagon-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added editorial product positioning with its scope, rationale, and vendor source. Source
Rechecked public sources and added the Curology order-workflow example. Scoped customer reports, removed unsupported business-size exclusions and relayed marketing treated as independent evidence, and added evaluation examples for every use case.
Added to the catalog with 28 claims and 11 rows with evidence.
The 28 claims published at launch
Documented capabilities
Intercom documents support for languages including Polish, French, Japanese, and Arabic. With real-time translation enabled, Fin can use content in a configured fallback language when matching content is unavailable.Vendor-reported
Set up Fin AI Agent's multilingual support (Intercom Help) · · Claim ID
fin-multilingualDocumented capabilities
Fin can work alongside Zendesk, Salesforce, Freshdesk, or HubSpot, as well as within Intercom. This offers a deployment route for teams that want to keep their existing help desk.Vendor-reported
Fin for enterprise · · Claim ID
fin-helpdesk-optionsDocumented capabilities
Procedures combine written instructions with conditions, code, and connected systems. For example, a team can encode an eligibility check before permitting an account change. Intercom also provides simulations for checking configured workflows.Vendor-reported
Fin Procedures explained (Intercom Help) · · Claim ID
fin-controlled-proceduresLimitations and implementation conditions
A customer leaving after an answer without asking for more help can count as a billable assumed resolution. Silence after a clarifying question does not. Intercom says a resolution charge is reversed if the customer returns to that conversation for further help.Vendor-reported
Fin AI Agent outcomes (Intercom Help) · · Claim ID
fin-assumed-resolution-billingLimitations and implementation conditions
Intercom says informational answers cannot reliably calculate dates. Its FAQ directs teams to put date and arithmetic logic in a Procedure. For example, a return deadline should come from configured logic, not a generated guess.Vendor-reported
Fin AI Agent FAQs (Intercom Help) · · Claim ID
fin-documented-task-gapsLimitations and implementation conditions
Intercom says language detection occurs once per conversation. A customer switching language midway through a chat therefore needs explicit evaluation in the intended setup.Vendor-reported
Set up Fin AI Agent's multilingual support (Intercom Help) · · Claim ID
fin-language-detect-onceLimitations and implementation conditions
Full ecommerce shopping features are documented for web Messenger. Mobile receives support-only responses; email, social, voice, and Slack are not currently supported for the ecommerce role. This limit does not describe every Fin service capability.Vendor-reported
Fin for Ecommerce explained (Intercom Help) · · Claim ID
fin-ecommerce-channel-limitsLimitations and implementation conditions
Procedure actions run sequentially. Intercom says simultaneous queries that must be combined require a different design, such as consolidation in middleware.Vendor-reported
Fin Procedures explained (Intercom Help) · · Claim ID
fin-sequential-proceduresBilling · vendor capability
Fin advertises invoice requests and subscription management through connected systems on its enterprise page. This is a configured workflow capability, not access to a buyer's billing account by default.Vendor-reported
Fin for enterprise · · Claim ID
fin-billing-proceduresOrders · vendor capability
Fin for Ecommerce documents a native Shopify connection for catalogue and order data, plus APIs and draft Procedures for post-purchase requests.Vendor-reported
Fin for Ecommerce explained (Intercom Help) · · Claim ID
fin-orders-vendorReturns · vendor capability
Fin for Ecommerce lists returns, refunds, and order changes as supported conversational workflows. These rely on the connected store and configured post-purchase actions.Vendor-reported
Fin for Ecommerce explained (Intercom Help) · · Claim ID
fin-returns-vendorProduct questions · vendor capability
Fin builds answers from help articles, internal support content, PDFs, and webpages. Audience rules can limit which content applies to a customer.Vendor-reported
Fin AI Agent explained (Intercom Help) · · Claim ID
fin-product-questions-vendorAccount issues · vendor capability
Intercom describes account troubleshooting and identity verification as Procedure use cases, with configurable system access and branching logic.Vendor-reported
Fin Procedures explained (Intercom Help) · · Claim ID
fin-account-proceduresComplaints · vendor capability
Fin documents escalation for explicit human requests, detected frustration, and repeated loops. Custom guidance can override default escalation behavior.Vendor-reported
Manage Fin AI Agent's escalation guidance and rules (Intercom Help) · · Claim ID
fin-complaints-frustrationHuman handoff · vendor capability
Fin uses configured workflows to route escalations. Intercom states that no escalation offer is shown when no human routing target exists.Vendor-reported
Manage Fin AI Agent's escalation guidance and rules (Intercom Help) · · Claim ID
fin-handoff-vendorSmall businesses · vendor capability
Fin publishes an early-stage startup programme with eligibility requirements. This establishes an offer for some small teams, not an exclusion of other small businesses.Vendor-reported
Fin for Startups · · Claim ID
fin-small-offeringMid-market · vendor capability
Fin is sold with Intercom or for use with an existing help desk; the deployment options do not impose a single published company-size category.Vendor-reported
Fin pricing and deployment options · · Claim ID
fin-midmarket-deploymentEnterprise · vendor capability
Fin markets an enterprise offering with workspace permission controls, activity logs, deployment services, and integrations with existing help desks.Vendor-reported
Fin for enterprise · · Claim ID
fin-enterprise-vendorProduct information · Deployment model
Vendor-hosted service used with Intercom or a supported existing help desk. Configuration and integration work depend on the task.Vendor-reported
Fin pricing and deployment options · · Claim ID
fin-deploymentProduct information · Channels
The FAQ lists web and mobile Messenger, email, WhatsApp, SMS, Facebook, and Instagram. Confirm separate voice or other channel access and feature coverage for the intended deployment.Vendor-reported
Fin AI Agent FAQs (Intercom Help) · · Claim ID
fin-channelsProduct information · Languages
Intercom lists supported languages and regional variants, including Polish, French, Japanese, and Arabic. Enable the required workspace languages; cross-language knowledge fallback requires real-time translation.Vendor-reported
Set up Fin AI Agent's multilingual support (Intercom Help) · · Claim ID
fin-languagesProduct information · Help desk and CRM integrations
Intercom, Zendesk, Salesforce, Freshdesk, and HubSpot are documented deployment options. Confirm the connector supports the required channel and actions.Vendor-reported
Fin for enterprise · · Claim ID
fin-helpdesksProduct information · Knowledge sources
Help articles, internal support content, PDFs, and webpages; audience settings control which content Fin can use for a customer.Vendor-reported
Fin AI Agent explained (Intercom Help) · · Claim ID
fin-knowledgeProduct information · Actions in backend systems
Configured Procedures can combine conditions, code, and data connectors or MCP access to external systems. Actions execute sequentially and require the appropriate integration permissions.Vendor-reported
Fin Procedures explained (Intercom Help) · · Claim ID
fin-actionsProduct information · Human handoff
Escalation rules and guidance control handoff; workflows set the human destination. A bot-only workflow without a human routing target does not offer escalation.Vendor-reported
Manage Fin AI Agent's escalation guidance and rules (Intercom Help) · · Claim ID
fin-handoffProduct information · Target customer size
Fin has an explicit enterprise offering. Assess required integrations and operating controls instead of using company size as a proxy for fit.Vendor-reported
Fin for enterprise · · Claim ID
fin-targetsizeProduct information · Vendor-reported performance claims
Fin's homepage reports a 76% average resolution rate across 12,000+ customers. This is a vendor aggregate, not our result or a forecast for a particular workload.Vendor-reported
Fin product overview · · Claim ID
fin-vendor-metricsProduct positioning
Fin advertises service, sales, and ecommerce roles with tools for configuring and reviewing its agent. We place it in service + sales and connected suite. The separate Intercom help desk is not included in every Fin deployment.Editorial assessment
Fin product overview · · Claim ID
fin-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added editorial product positioning with its scope, rationale, and vendor source. Source
Rechecked the profile against current product documentation. Replaced broad fit claims with scoped workflows and illustrative examples, corrected billing and Procedure limitations, and removed unsupported acquisition and anecdotal verdict claims. Source
Five9
Current profileAdded to the catalog with 23 claims and 4 rows with evidence.
The 23 claims published at launch
Documented capabilities
Five9 describes AI Agents as a multi-agent system in which "an orchestrator agent listens, reasons, and plans the path to resolution" while "specialized sub-agents execute each step."Vendor-reported
Five9 AI Agents · · Claim ID
five9-orchestratorDocumented capabilities
CX Today reported that Five9 shipped AI observability for its AI Agents that monitors hallucination detection, prompt-injection attack detection and completeness scoring, alongside security guardrails.Independent report
Five9 Brings AI Agents to Market With a Shot of Trust and Governance: A Recap · · Claim ID
five9-observabilityDocumented capabilities
Five9 states that AI Knowledge uses "LLMs and Retrieval Augmented Generation (RAG) technology" to ground answers in customer knowledge assets for both virtual and live agent interactions.Vendor-reported
Five9 AI Knowledge · · Claim ID
five9-rag-groundingDocumented capabilities
Five9 describes Gen AI Studio as "a user-friendly, low-code generative AI model and prompt management hub, powering all Five9 AI applications" that is engine-agnostic and includes testing, monitoring and observability.Vendor-reported
Five9 Gen AI Studio · · Claim ID
five9-model-choiceLimitations and implementation conditions
CX Today reported that "cross-platform agent-to-agent interaction is not available in the current release" of Five9 AI Agents.Independent report
Five9 Brings AI Agents to Market With a Shot of Trust and Governance: A Recap · · Claim ID
five9-no-a2aLimitations and implementation conditions
Five9's pricing page lists Intelligent Virtual Agent and AI Agents only as advanced add-ons above the published $119 Digital and $159 Core per-seat bundles, with no price shown for the add-ons themselves.Vendor-reported
Five9 Pricing · · Claim ID
five9-addon-pricing-opaqueLimitations and implementation conditions
None of Five9's public AI Agents, Conversational/Agentic AI, AI Knowledge or Gen AI Studio pages state how many languages the AI agent capability supports, so language coverage could not be verified.Editorial assessment
Review of Five9 public AI capability pages · · Claim ID
five9-languages-unpublishedLimitations and implementation conditions
Five9's public AI capability pages publish no quantified containment, deflection or resolution rates for AI Agents, offering only single-customer testimonials such as "We saw ROI within 30 days and full ROI in three months."Editorial assessment
Review of Five9 public AI capability pages · · Claim ID
five9-no-published-agent-metricsHuman handoff · vendor capability
Five9 states that "when escalation is needed, full conversation context transfers instantly to a live agent, so customers never start over."Vendor-reported
Five9 AI Agents · · Claim ID
five9-handoff-contextHuman handoff · independent report
CX Today reported that with Five9 AI Agents, "contact centers can add guardrails to ensure these conversations still pass through to a live agent" when needed.Independent report
Five9 Co-Innovates with ServiceNow, Unveils Its AI Agents · · Claim ID
five9-handoff-guardrailsProduct questions · vendor capability
Five9 states that AI Knowledge lets teams "effortlessly upload knowledge articles, FAQ documents, and product information" and delivers contextually relevant answers directly to the customer.Vendor-reported
Five9 AI Knowledge · · Claim ID
five9-knowledge-answersProduct questions · independent report
CX Today reported that Five9's AI Agents use generative AI to "deliver contextual answers to queries without prior training" by drawing on trusted knowledge sources.Independent report
Five9 Co-Innovates with ServiceNow, Unveils Its AI Agents · · Claim ID
five9-untrained-answersEnterprise · vendor capability
Five9 positions AI Agents for enterprises, stating customers "deploy at enterprise scale with multi-agent systems, fast natural-language design, and full lifecycle control on one platform."Vendor-reported
Five9 AI Agents · · Claim ID
five9-enterprise-scaleEnterprise · independent report
CX Today reported that Five9 launched its AI Agents alongside an observability and governance layer covering hallucination detection, prompt-injection detection and completeness scoring with human oversight retained.Independent report
Five9 Brings AI Agents to Market With a Shot of Trust and Governance: A Recap · · Claim ID
five9-governance-layerSmall businesses · documented gap
Five9's pricing page states that its bundles are "per concurrent user and usage-based pricing may apply, with a minimum of 50 seats," with AI Agents sold as an add-on above that floor.Vendor-reported
Five9 Pricing · · Claim ID
five9-min-seatsProduct information · Deployment model
The AI agent capability is delivered as a cloud add-on to the Five9 contact-centre platform, sold on top of per-concurrent-user bundles priced from $119 (Digital) and $159 (Core) per seat per month.Vendor-reported
Five9 Pricing · · Claim ID
five9-deploymentProduct information · Channels
Five9 markets both "Voice AI Agents" for automating routine customer interactions and "Digital AI Agents" providing personalized self-service via chatbots and social messaging.Vendor-reported
Conversational, Generative and Agentic AI · · Claim ID
five9-channelsProduct information · Help desk and CRM integrations
CX Today reported that Five9 AI Agents integrate with ServiceNow Customer Service Management through the Five9 TranscriptStream API, with availability stated for the first half of 2025.Independent report
Five9 Co-Innovates with ServiceNow, Unveils Its AI Agents · · Claim ID
five9-servicenowProduct information · Knowledge sources
Five9 states that AI Knowledge uses GenAI and Retrieval Augmented Generation to "identify and summarize relevant, trusted answers from customer knowledge assets" uploaded as knowledge articles, FAQ documents and product information.Vendor-reported
Five9 AI Knowledge · · Claim ID
five9-knowledge-sourceProduct information · Actions in backend systems
Five9 states that AI Agents handle "multi-step requests, shifting intent and real action across your business systems," with the broader platform exposing CRM integrations, APIs and SDKs, and workflow automation.Vendor-reported
Five9 AI Agents · · Claim ID
five9-actionsProduct information · Human handoff
Five9 states that on escalation "full conversation context transfers instantly to a live agent," and CX Today reported configurable guardrails that route conversations to a human when required.Vendor-reported
Five9 AI Agents · · Claim ID
five9-handoff-compareProduct information · Target customer size
Five9 sells its bundles with "a minimum of 50 seats," positioning the AI agent capability at mid-market and enterprise contact centres rather than small teams.Vendor-reported
Five9 Pricing · · Claim ID
five9-target-sizeProduct positioning
The reviewed capability is an add-on inside the Five9 contact-centre platform, sold above per-seat bundles that include a human agent desktop, routing and workforce tooling. That places it in support operations and broad platform. Five9 sells other AI products with different roles, so this does not describe the whole portfolio.Editorial assessment
Editorial assessment of Five9 AI Agents · · Claim ID
five9-positioning
Forethought
Current profileAdded to the catalog with 24 claims and 3 rows with evidence.
The 24 claims published at launch
Documented capabilities
Zendesk stated at announcement that Forethought customers can expect uninterrupted service and that new customers will be able to adopt the solution independently with no requirement to use the Zendesk platform.Vendor-reported
Zendesk Advances Resolution Platform with Self-improving AI Agents from Proposed Forethought Acquisition · · Claim ID
forethought-standalone-availableDocumented capabilities
Forethought's integrations page lists more than twenty helpdesk and CRM platforms including Salesforce, ServiceNow, Intercom, Kustomer, Gorgias, Freshworks, Gladly, Front, Help Scout, HubSpot, Jira, NICE, Talkdesk and Zendesk, plus call-centre platforms such as Genesys, Five9, Amazon Connect and RingCentral.Vendor-reported
Forethought Integrations · · Claim ID
forethought-helpdesk-breadthDocumented capabilities
SiliconANGLE describes the product as applying natural language processing and machine learning to interpret customer requests, retrieve relevant knowledge and determine whether an issue can be resolved automatically or requires escalation to a human agent, with automated actions covering order tracking, password resets, appointment scheduling and product troubleshooting.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-independent-capabilityDocumented capabilities
The vendor states the Solve agent supports more than 100 languages.Vendor-reported
Forethought Solve · · Claim ID
forethought-languages-strengthLimitations and implementation conditions
The product's roadmap and branding are now controlled by Zendesk, which markets it as 'Forethought AI Agents by Zendesk' as part of its Resolution Platform rather than as an independent company's product.Vendor-reported
Zendesk Completes Acquisition of Forethought · · Claim ID
forethought-roadmap-controlLimitations and implementation conditions
Forrester analysts wrote after Zendesk Relate 2026 that Zendesk has yet to prove the true autonomy of its resolution learning loop and must move beyond surface-level integration of its acquisitions, of which Forethought is one.Independent report
Zendesk Relate 2026 Showed Why Agentic Customer Service Starts With Knowledge · · Claim ID
forethought-forrester-caveatLimitations and implementation conditions
No list prices are published; the vendor describes a blend of platform access fees and outcome-based pricing across three tiers, with additional usage charges if usage exceeds plan limits, and offers a 'Proof of Value' engagement rather than a free trial.Vendor-reported
Forethought Pricing · · Claim ID
forethought-opaque-pricingLimitations and implementation conditions
Independent buyer-side evidence is thin: review aggregators returned HTTP 403 to automated retrieval, no Hacker News discussion of the product or the acquisition was found, and no Zendesk help-centre articles on Forethought AI Agents were retrievable as of the check date.Editorial assessment
Research note · · Claim ID
forethought-thin-independent-recordOrders · vendor capability
The vendor states Solve uses custom actions that connect API endpoints so the AI can perform tasks such as processing refunds or updating customer accounts inside a conversation, and Autoflows that resolve issues end to end.Vendor-reported
Forethought Solve · · Claim ID
forethought-orders-vendorOrders · independent report
SiliconANGLE reports that the platform's automated actions include order tracking.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-orders-independentAccount issues · vendor capability
The vendor states custom actions let the AI update customer accounts directly within a conversation by calling API endpoints.Vendor-reported
Forethought Solve · · Claim ID
forethought-account-vendorAccount issues · independent report
SiliconANGLE reports that the platform's automated actions include password resets and appointment scheduling.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-account-independentHuman handoff · vendor capability
The vendor states Solve hands conversations off to human agents when the AI cannot resolve an issue or the customer asks for a person, with the Triage agent classifying and routing the ticket to the appropriate agent with full context.Vendor-reported
Forethought Solve · · Claim ID
forethought-handoff-vendorHuman handoff · independent report
SiliconANGLE reports that the system determines whether an issue can be resolved automatically or requires escalation to a human agent.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-handoff-independentProduct information · Deployment model
Forethought is delivered as a cloud/SaaS platform that layers onto an existing CX stack rather than replacing the helpdesk.Vendor-reported
Forethought Solve · · Claim ID
forethought-deploymentProduct information · Channels
The vendor lists chat, email, voice, SMS, Slack, mobile apps and a headless API as supported channels.Vendor-reported
Forethought Solve · · Claim ID
forethought-channelsProduct information · Languages
The vendor states support for more than 100 languages.Vendor-reported
Forethought Solve · · Claim ID
forethought-languagesProduct information · Help desk and CRM integrations
Listed helpdesk and CRM integrations include Zendesk, Salesforce, ServiceNow, Intercom, Kustomer, Gorgias, Gladly, Freshworks, Freshchat, Front, Help Scout, HubSpot, Jira, Dynamics 365, HaloCRM, TeamSupport, Zammad, NICE, Talkdesk, Comm100, Drift, Gainsight and Gong.Vendor-reported
Forethought Integrations · · Claim ID
forethought-helpdesksProduct information · Knowledge sources
SiliconANGLE reports the platform ingests historical tickets, help centre articles and internal documentation and processes them with large language models.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-knowledgeProduct information · Actions in backend systems
SiliconANGLE reports automated actions covering order tracking, password resets, appointment scheduling and product troubleshooting; the vendor additionally describes custom actions that call arbitrary API endpoints.Independent report
Zendesk announces deal to acquire customer support AI startup Forethought · · Claim ID
forethought-actionsProduct information · Human handoff
Unresolved conversations are escalated to a human agent, with the Triage agent classifying and routing the ticket with conversation context attached.Vendor-reported
Forethought Solve · · Claim ID
forethought-handoff-comparisonProduct information · Target customer size
The vendor sells three quote-based tiers — Team, Professional and Enterprise — and positions the product as 'Enterprise AI Agents for Any CX Platform'.Vendor-reported
Forethought Pricing · · Claim ID
forethought-targetsizeProduct information · Vendor-reported performance claims
Forethought's homepage publishes '15x' average return on investment, a '55%' average reduction in first response time and 'up to 98%' resolution rate, without disclosing the measurement methodology or sample.Vendor-reported
Forethought — The Customer Service AI Platform for Modern Support Teams · · Claim ID
forethought-vendor-metricsProduct positioning
Forethought markets itself as AI agents for any customer-experience platform and lists more than twenty third-party help desks, layering onto an existing stack rather than replacing it. Solve, Triage, Discover and quality agents give it its own build and monitoring tooling, which places it in support operations and connected suite.Editorial assessment
Editorial assessment of Forethought's deployment model · · Claim ID
forethought-positioning
Freddy AI Agent
Current profileAdded to the catalog with 22 claims and 4 rows with evidence.
The 22 claims published at launch
Documented capabilities
Freshworks publishes Freddy AI Agent pricing openly: the first 500 sessions are included in every Freshdesk plan and additional sessions cost $49 per 100 sessions across all three tiers.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-open-pricingDocumented capabilities
Freddy AI Agent is included in the entry-level Growth plan at $19 per agent per month billed annually, not gated behind an enterprise tier.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-entry-tier-includedDocumented capabilities
Freshworks publicly defines the billable unit, stating that a session is a unique interaction between an end user and an AI Agent and that for email it is a 72-hour window starting from the customer's first email.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-session-definedDocumented capabilities
Freshworks' published plan comparison lists an AI Agent Studio on all plans, described as an all-in-one hub to build, test, deploy, and monitor AI Agents.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-studioLimitations and implementation conditions
Across the Freshworks pages that could be fetched on 2026-09-20, the only channel named in the Freddy AI Agent feature rows was email, and no page stated a number of supported languages for the agent.Editorial assessment
Review of Freshworks published Freshdesk pages · · Claim ID
freddy-ai-channels-undocumentedLimitations and implementation conditions
A Freshworks staff member wrote in the company's own community AMA that the ability for AI Agents to make API calls to perform actions such as creating a ticket or fetching an order status was in private beta and expected to reach general availability within months.Vendor-reported
AMA on Freddy AI Agent - Post your Questions !!! · · Claim ID
freddy-ai-actions-betaLimitations and implementation conditions
A customer posted publicly on the Freshworks community that the AI Agent renders knowledge base content incorrectly, stripping one of the two leading backslashes from Windows network paths such as \\SERVER\FOLDER, and the thread had no reply at the time of checking.Independent report
AI Agent not displaying knowledgebase info correctly · · Claim ID
freddy-ai-kb-rendering-bugLimitations and implementation conditions
A customer reported on the Freshworks community that when the Email AI Agent answers and the customer never responds, the ticket stays open rather than resolving, and asked for a best-practice workflow; a Freshworks community manager tagged a colleague two days later without providing a substantive answer in the thread.Independent report
Freddy Email AI Agent - Best Workflow? · · Claim ID
freddy-ai-open-ticket-workflowSmall businesses · vendor capability
Freshworks includes Freddy AI Agent with 500 sessions in its Growth plan at $19 per agent per month billed annually, the tier aimed at small teams.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-small-planSmall businesses · independent report
Procurement platform Vendr reports that small teams of 5 to 25 users typically spend $2,000 to $15,000 per year on Freshworks, with a median annual contract value of $15,411 across 176 deals it handled.Independent report
Freshworks Software Pricing Guide · · Claim ID
freddy-ai-vendr-smallMid-market · vendor capability
Freddy AI Agent is included in the Freshdesk Pro plan at $55 per agent per month billed annually, which Freshworks labels its most popular tier.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-midmarket-planMid-market · independent report
Vendr reports that mid-market Freshworks buyers of 25 to 100 users typically spend $15,000 to $75,000 or more per year, and that multi-year commitments commonly yield an additional 10 to 15 percent discount.Independent report
Freshworks Software Pricing Guide · · Claim ID
freddy-ai-vendr-midmarketProduct questions · vendor capability
Freshworks states that Freddy delivers answers backed by a verified knowledge base, reducing hallucinations and building customer trust.Vendor-reported
What is an AI agent and how does it work? · · Claim ID
freddy-ai-kb-groundedProduct questions · independent report of failure
A customer reported publicly that the AI Agent reproduced knowledge base instructions inaccurately, dropping a required backslash from network drive paths so the returned instructions would not work as written.Independent report
AI Agent not displaying knowledgebase info correctly · · Claim ID
freddy-ai-kb-failureProduct information · Deployment model
Freddy AI Agent is delivered as part of Freshworks' hosted Freshdesk service and configured through an in-product AI Agent Studio described as an all-in-one hub to build, test, deploy, and monitor AI Agents.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-deploymentProduct information · Channels
The only channel named in the AI Agent rows of Freshworks' published plan comparison is email, described as an Email AI Agent that engages in back-and-forth replies, responds with the right resolution, and captures feedback.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-channelsProduct information · Help desk and CRM integrations
Freddy AI Agent is sold as a bundled component of the Freshdesk Growth, Pro, and Enterprise plans rather than as a separately licensed product.Vendor-reported
Freshdesk Pricing · · Claim ID
freddy-ai-helpdeskProduct information · Knowledge sources
Freshworks states that Freddy delivers answers backed by a verified knowledge base, and its community roundup describes a public-beta self-evaluation feature in which AI agents generate test queries to identify knowledge gaps that need to be patched with more knowledge sources.Vendor-reported
Freddy AI Monthly Roundup - Latest Updates for CX · · Claim ID
freddy-ai-knowledgeProduct information · Actions in backend systems
A Freshworks staff member stated in the company's community AMA that the ability for AI Agents to make API calls to perform actions such as creating a ticket, creating a lead, or fetching order status was in private beta at that time, and Freshworks' pricing page separately meters MCP actions at $15 per pack of 1,000 actions.Vendor-reported
AMA on Freddy AI Agent - Post your Questions !!! · · Claim ID
freddy-ai-actionsProduct information · Target customer size
Vendr reports Freshworks buyers clustering in three bands - small teams of 5 to 25 users at $2,000 to $15,000 per year, mid-market of 25 to 100 users at $15,000 to $75,000 or more, and enterprise of 100 or more users at $75,000 to $300,000 or more annually - with a median annual contract value of $15,411.Independent report
Freshworks Software Pricing Guide · · Claim ID
freddy-ai-target-sizeProduct information · Vendor-reported performance claims
In a Freshworks-published mini case study, retailer Hobbycraft is reported to have AI chatbots handling 30% of all queries, 82% of tickets resolved at first contact, and a 96% average customer satisfaction score.Vendor-reported
What is an AI agent and how does it work? · · Claim ID
freddy-ai-vendor-metricsProduct positioning
Freddy AI Agent is bundled into Freshdesk plans rather than sold separately, and runs inside the same help desk that Freshworks sells to human support teams. That places it in support operations and broad platform. The AI Agent Studio is configuration tooling for that deployment, not a way to run the agent elsewhere.Editorial assessment
Editorial assessment of Freddy AI Agent within Freshdesk · · Claim ID
freddy-ai-positioning
Genesys Cloud CX
Current profileAdded to the catalog with 21 claims and 4 rows with evidence.
The 21 claims published at launch
Documented capabilities
Genesys documents support for roughly 40 languages across both voice bot flows and digital bot flows, with Agent Copilot covering a smaller set.Vendor-reported
Genesys Cloud supported languages - Genesys Cloud Resource Center · · Claim ID
genesys-langs-40Documented capabilities
Bots are built in the Architect designer and can be integrated into call, chat and message flows, and Genesys states the feature is PCI DSS-compliant and usable in Architect secure call flows.Vendor-reported
About Genesys Dialog Engine Bot Flows - Genesys Cloud Resource Center · · Claim ID
genesys-architect-channelsDocumented capabilities
Genesys lists virtual agents and native bots as included capabilities in all four Genesys Cloud CX license tiers, from CX 1 at $75 per user/month to CX 4 at $240 per user/month billed annually.Vendor-reported
Genesys Cloud pricing · · Claim ID
genesys-va-all-tiersDocumented capabilities
Genesys markets a Cloud Agentic Virtual Agent built on large action models that it says can execute multi-step workflows using approved tools and guardrails against back-office systems.Vendor-reported
Virtual Agents - Genesys · · Claim ID
genesys-agentic-toolsLimitations and implementation conditions
AI capabilities including virtual agents, bots and Agent Copilot consume AI Experience tokens, with only 250 named / 350 concurrent tokens per organisation per month included at baseline and additional tokens purchased on top.Vendor-reported
Genesys Cloud pricing · · Claim ID
genesys-token-meteringLimitations and implementation conditions
Procurement data aggregator Vendr reports a median annual Genesys contract of $49,890 across 30 purchases with a range of $3,600 to $240,390, and states AI and bot modules are priced separately from the core licence.Independent report
Genesys Pricing, Cost & Negotiation Guide - Vendr · · Claim ID
genesys-contract-floorLimitations and implementation conditions
Genesys marks some entries in its virtual agent language table with an asterisk indicating only partial NLU support, and documents fewer supported languages for Agent Copilot than for bot flows.Vendor-reported
Genesys Cloud supported languages - Genesys Cloud Resource Center · · Claim ID
genesys-partial-nluLimitations and implementation conditions
This review found no independently measured containment, deflection or resolution benchmarks for Genesys virtual agents; the performance figures located were vendor-published customer anecdotes.Editorial assessment
Editorial assessment, AI agent review record · · Claim ID
genesys-no-independent-benchmarksProduct questions · vendor capability
Genesys documents knowledge base integration for bot flows via Genesys Virtual Agent, alongside intent, slot and utterance configuration for handling customer queries.Vendor-reported
About Genesys Dialog Engine Bot Flows - Genesys Cloud Resource Center · · Claim ID
genesys-fit-knowledgeHuman handoff · vendor capability
Genesys states its Agentic Virtual Agent provides seamless, contextual handoffs with full context when humans step in.Vendor-reported
Virtual Agents - Genesys · · Claim ID
genesys-fit-handoffSmall businesses · documented gap
Vendr reports that small Genesys deployments of 25 to 100 users typically cost $75,000 to $150,000 annually, with AI and bot modules priced separately on top.Independent report
Genesys Pricing, Cost & Negotiation Guide - Vendr · · Claim ID
genesys-fit-small-costEnterprise · vendor capability
Genesys promotes deploying AI agents across voice, text, web, social and WhatsApp with a single workbench to build, test and govern them, and cites 2 million Genesys Cloud users and 29 billion real-time conversations annually.Vendor-reported
Genesys Cloud · · Claim ID
genesys-fit-ent-vendorEnterprise · independent report
Vendr reports Genesys deployments of 500 or more users exceeding $1 million annually and mid-sized deployments of 100 to 300 users at $150,000 to $400,000 annually.Independent report
Genesys Pricing, Cost & Negotiation Guide - Vendr · · Claim ID
genesys-fit-ent-vendrProduct information · Channels
Genesys documents that bots built in Architect can be integrated into call, chat and message flows, and markets AI agents across voice, text, web, social and WhatsApp.Vendor-reported
About Genesys Dialog Engine Bot Flows - Genesys Cloud Resource Center · · Claim ID
genesys-cmp-channelsProduct information · Languages
Genesys lists approximately 40 supported languages for voice bot flows and digital bot flows, with some entries flagged as partial NLU support.Vendor-reported
Genesys Cloud supported languages - Genesys Cloud Resource Center · · Claim ID
genesys-cmp-languagesProduct information · Knowledge sources
Bot flows can be grounded in a Genesys knowledge base through Genesys Virtual Agent, and Genesys states its agentic virtual agent operates on approved enterprise knowledge, workflows and systems.Vendor-reported
About Genesys Dialog Engine Bot Flows - Genesys Cloud Resource Center · · Claim ID
genesys-cmp-knowledgeProduct information · Actions in backend systems
Genesys states its Cloud Agentic Virtual Agent can execute multi-step workflows using approved tools and guardrails against back-office systems, covering verification, updates and troubleshooting.Vendor-reported
Virtual Agents - Genesys · · Claim ID
genesys-cmp-actionsProduct information · Human handoff
Genesys states its virtual agent provides seamless, contextual handoffs with full context when a human agent steps in.Vendor-reported
Virtual Agents - Genesys · · Claim ID
genesys-cmp-handoffProduct information · Target customer size
Vendr's buyer data shows Genesys contracts spanning small deployments of 25 to 100 users at $75,000 to $150,000 annually up to 500-plus-user deployments exceeding $1 million annually.Independent report
Genesys Pricing, Cost & Negotiation Guide - Vendr · · Claim ID
genesys-cmp-targetsizeProduct information · Vendor-reported performance claims
Genesys publishes a customer account stating that Coca-Cola Bottlers' Sales and Services voicebots correctly matched from a list of 30 different intents in over 80% of cases and saved nearly $5,000 with $20,000 expected by year end.Vendor-reported
Genesys AI - Genesys · · Claim ID
genesys-cmp-metricsProduct positioning
Bots are built in the Architect designer and embedded into call, chat and message flows inside Genesys Cloud CX, alongside the routing, telephony and workforce tooling the suite sells to human teams. That places the reviewed capability in support operations and broad platform.Editorial assessment
Editorial assessment of Genesys virtual agents · · Claim ID
genesys-cloud-cx-positioning
Gorgias AI Agent
Current profileAdded to the catalog with 26 claims and 7 rows with evidence.
The 26 claims published at launch
Documented capabilities
Gorgias documents six native Shopify order actions the AI Agent can execute without a human: cancel order, edit shipping address, remove order item, replace order item, reship order for free, and add to order note.Vendor-reported
AI Agent Actions: make changes to Shopify orders · · Claim ID
gorgias-str-order-actionsDocumented capabilities
The Gorgias Shopify app, which is how merchants install the AI Agent, holds a 4.3 out of 5 rating across 705 reviews: 82% at five stars and 10% at one star. The rating is of the whole help desk, not of the AI Agent, and it is not comparable with another vendor's app rating, which covers a different product.Independent report
Gorgias: AI, Helpdesk & Chat — Shopify App Store reviews · · Claim ID
gorgias-str-indep-app-ratingDocumented capabilities
A Shopify App Store reviewer (Devoción Coffee, United States, 5 stars) wrote that "The AI Agent handles customer questions quickly and accurately, especially order tracking and shipping updates."Independent report
Gorgias: AI, Helpdesk & Chat — Shopify App Store reviews · · Claim ID
gorgias-str-indep-trackingDocumented capabilities
Gorgias documentation states the agent answers only from verified knowledge sources, runs a quality check with a second AI model, and escalates rather than guessing when it lacks grounded information.Vendor-reported
How Gorgias's AI Agent works · · Claim ID
gorgias-str-groundingDocumented capabilities
A Shopify App Store reviewer (Alessi Spa, Italy, 5 stars) reported having "Automated over 50% of customer inquiries while maintaining an excellent CSAT score."Independent report
Gorgias: AI, Helpdesk & Chat — Shopify App Store reviews · · Claim ID
gorgias-str-indep-automationLimitations and implementation conditions
A 1-star Shopify App Store reviewer (PatchPanel, Canada) described "an AI agent that hallucinates more than I did in college."Independent report
Gorgias: AI, Helpdesk & Chat — Shopify App Store 1–2 star reviews · · Claim ID
gorgias-weak-hallucinationLimitations and implementation conditions
A 1-star Trustpilot reviewer wrote that "The AI/bot has sent incorrect responses to customers, closed tickets without proper replies, or failed to respond entirely—resulting in customer complaints."Independent report
Gorgias reviews on Trustpilot · · Claim ID
gorgias-weak-trustpilot-errorsLimitations and implementation conditions
Gorgias's billing documentation describes "an additional outcome-based automation fee" for AI Agent resolutions but publishes no dollar figure, directing customers to the in-account Billing & usage page instead.Vendor-reported
How you're billed for using Gorgias · · Claim ID
gorgias-weak-no-public-priceLimitations and implementation conditions
Gorgias documentation states that when the AI Agent cancels a Shopify order, "The cancellation does not get passed along to other 3rd-party logistics (3PL) or order fulfillment apps."Vendor-reported
AI Agent Actions: make changes to Shopify orders · · Claim ID
gorgias-weak-3pl-syncOrders · vendor capability
Gorgias documents AI Agent actions that cancel unfulfilled Shopify orders with restock and full refund, edit shipping addresses, remove or replace an order item, reship an order free of charge, and add an order note.Vendor-reported
AI Agent Actions: make changes to Shopify orders · · Claim ID
gorgias-fit-orders-vendorOrders · independent report
A Shopify merchant reviewer (Devoción Coffee, United States, 5 stars) reported the AI Agent handles order tracking and shipping-update questions "quickly and accurately".Independent report
Gorgias: AI, Helpdesk & Chat — Shopify App Store reviews · · Claim ID
gorgias-fit-orders-indepReturns · vendor capability
Gorgias markets AI Agent support skills that "Make exchange and returns easy with personalized links" and documents a dedicated action that generates a Loop Returns portal deep link personalized to the customer and selected order.Vendor-reported
AI Agent action: send Loop Returns portal deep link · · Claim ID
gorgias-fit-returns-vendorProduct questions · vendor capability
Gorgias documentation states the AI Agent draws on Shopify store data, Help Center articles, the public website and product catalog, custom Guidance documents and uploaded documents when composing answers.Vendor-reported
How Gorgias's AI Agent works · · Claim ID
gorgias-fit-productq-vendorHuman handoff · vendor capability
Gorgias documents built-in handover signals (customer anger, explicit requests for a human, sensitive topics such as self-harm, violence, legal threats or financial account requests), configurable handover topics, and a pre-send draft review where "If it doesn't have enough knowledge to answer reliably...it hands over rather than guessing."Vendor-reported
Customize how AI Agent hands over to your team · · Claim ID
gorgias-fit-handoff-vendorSmall businesses · vendor capability
Gorgias states its help desk "scales from 50 to 5,000 tickets a month, never priced per agent", offers self-serve "Sign up free", and includes "AI Agent on every plan, pay only when it resolves a conversation".Vendor-reported
Gorgias pricing · · Claim ID
gorgias-fit-small-vendorSmall businesses · independent report of failure
A 2-star Trustpilot reviewer reported leaving the AI Agent switched off, writing "At 1.50 USD per AI conversation I cannot justify switching it on - if customers actually use it, that is a four-figure bill at the end of the month."Independent report
Gorgias reviews on Trustpilot · · Claim ID
gorgias-fit-small-failProduct information · Deployment model
The AI Agent is a cloud SaaS feature of the Gorgias help desk, included on every plan and billed only when it resolves a conversation.Vendor-reported
Gorgias pricing · · Claim ID
gorgias-cmp-deploymentProduct information · Channels
Gorgias states the AI Agent operates in its omnichannel inbox covering email, chat, SMS, WhatsApp, Instagram and Facebook.Vendor-reported
Gorgias — AI teammate for customer experience · · Claim ID
gorgias-cmp-channelsProduct information · Languages
Gorgias documentation states that "AI Agent detects the language a customer writes in and replies in the same language", with a setting to override the reply language; no supported-language count for the agent is published.Vendor-reported
Set the language AI Agent replies in · · Claim ID
gorgias-cmp-languagesProduct information · Help desk and CRM integrations
Across all vendor pages and documentation checked, the AI Agent is offered only as a feature of the Gorgias help desk itself rather than as a layer over third-party help desks.Editorial assessment
Portal editorial assessment of Gorgias vendor documentation · · Claim ID
gorgias-cmp-helpdesksProduct information · Knowledge sources
Knowledge sources documented for the AI Agent are Shopify store data (orders, customers, products), Help Center articles, the public website and product catalog, custom Guidance documents, uploaded documents, and connected third-party app actions.Vendor-reported
How Gorgias's AI Agent works · · Claim ID
gorgias-cmp-knowledgeProduct information · Actions in backend systems
Documented AI Agent actions include Shopify order changes (cancel, edit shipping address, remove item, replace item, free reshipment, order note), Loop Returns portal links and return shipping status, Recharge, Skio and Loop subscription management, and 3PL lookups via ShipStation, ShipBob, ShipHero and ShipMonk, alongside custom actions built through the action builder.Vendor-reported
AI Agent Actions: make changes to Shopify orders · · Claim ID
gorgias-cmp-actionsProduct information · Human handoff
Handover to human agents is triggered by built-in signals (anger, explicit request for a human, sensitive topics), merchant-configured handover topics, and a low-confidence check on the agent's draft reply before sending.Vendor-reported
Customize how AI Agent hands over to your team · · Claim ID
gorgias-cmp-handoffProduct information · Target customer size
Gorgias positions the product for ecommerce brands handling roughly 50 to 5,000 tickets per month, priced by ticket volume rather than per agent.Vendor-reported
Gorgias pricing · · Claim ID
gorgias-cmp-targetsizeProduct information · Vendor-reported performance claims
In its own September 2026 ecommerce AI benchmark (18 vendors, 212 live stores, 8,390 conversations), Gorgias ranks its AI Agent #1 overall, with 74% support automation and a 76/100 blind quality score for support and 84% automation with 76/100 quality for shopping; separately Gorgias markets a 60% automation rate for email and chat and bills the agent per resolved conversation.Vendor-reported
Gorgias Ecommerce AI Benchmark · · Claim ID
gorgias-cmp-vendormetricsProduct positioning
Gorgias measures its agent on both support automation and shopping in its own published benchmark, and the agent executes order, return and subscription actions for ecommerce brands. It is offered only as a feature of the Gorgias help desk rather than over third-party desks, which places it in service plus sales and broad platform.Editorial assessment
Editorial assessment of the Gorgias AI Agent offering · · Claim ID
gorgias-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added the Gorgias Shopify App Store aggregate rating (4.3 across 705 reviews). The record quoted individual reviewers but not the aggregate, while another record in the catalog carried one, so the two were not documented to the same depth. Source
Kore.ai
Current profileAdded to the catalog with 22 claims and 6 rows with evidence.
The 22 claims published at launch
Documented capabilities
Kore.ai's analyst-recognition page states it was named a Leader in Forrester's "Conversational AI Platforms for Customer Service, Q2 2026" and in the 2026 Gartner Magic Quadrant for Conversational AI Platforms.Vendor-reported
Analyst Recognition - Kore.ai · · Claim ID
kore-ai-analyst-leaderDocumented capabilities
Kore.ai's channel documentation lists digital channels including Slack, Microsoft Teams, WhatsApp, Messenger, Telegram, LINE, Instagram, Twilio SMS, Email, Zendesk and Genesys Open Messaging, plus voice channels including Realtime LLM Voice, VXML IVR, Genesys Audio Connector and AudioCodes.Vendor-reported
Channels - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-channel-breadthDocumented capabilities
Kore.ai documents permission-aware retrieval, where indexed content from connected systems is filtered at query time so users only receive chunks they are authorised to see in the source system.Vendor-reported
Knowledge bases and knowledge tools - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-knowledge-permissionsDocumented capabilities
Trade publication CX Today reported Kore.ai's CEO stating that one customer handles up to around 800 million calls, chats and emails a year on the platform.Independent report
Why Kore.ai Thinks AI ROI Finally Has A Clear Path · · Claim ID
kore-ai-cxtoday-scaleLimitations and implementation conditions
Kore.ai's escalation documentation describes a generic "human agent provider" and states that the handoff payload format depends on the integration and the capabilities of the receiving platform, without naming which live-agent or contact-centre systems are supported.Vendor-reported
Escalation to human agent - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-escalation-targets-unnamedLimitations and implementation conditions
Kore.ai documents that uploaded knowledge files must be re-uploaded when the source file changes, and that changing the embedding model requires complete re-ingestion of all documents.Vendor-reported
Knowledge bases and knowledge tools - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-kb-reuploadLimitations and implementation conditions
Publicly readable end-user review evidence was not obtainable at the time of checking: Kore.ai's Trustpilot profile, claimed since April 2021, showed zero reviews, and Gartner Peer Insights returned HTTP 403 to automated retrieval.Editorial assessment
Kore.ai reviews on Trustpilot · · Claim ID
kore-ai-no-public-user-reviewsLimitations and implementation conditions
No public list pricing for the customer-service agent was found on Kore.ai's website or documentation during this check.Editorial assessment
Editorial assessment of Kore.ai public pricing pages on 20 September 2026 · · Claim ID
kore-ai-no-public-pricingHuman handoff · vendor capability
Kore.ai documents escalation to a human agent that passes session variables and conversation history via a context_for_human block, converting routing metadata to SIP headers on voice channels and forwarding it through the provider's API on digital channels.Vendor-reported
Escalation to human agent - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-fit-handoff-vendorHuman handoff · independent report
CX Today reported that Kore.ai's agent platform supports orchestration patterns including handoff and escalation across channels, and quoted the design position that handing off to a human is part of the journey rather than a failure state.Independent report
Kore.ai Makes Its Third Wave Play, Multi-Agent Orchestration For CX · · Claim ID
kore-ai-fit-handoff-cxtodayEnterprise · vendor capability
Kore.ai documents its agent platform as available both as browser-based cloud SaaS and as a self-hosted on-premises deployment aimed at compliance-driven organisations, with multi-tenancy and horizontal scalability.Vendor-reported
Kore.ai Agent Platform documentation · · Claim ID
kore-ai-fit-enterprise-vendorEnterprise · independent report
CX Today reported that Kore.ai's customer base sits in regulated industries such as banking, healthcare and retail, and that in regulated environments the vendor blends probabilistic AI with deterministic rules rather than operating fully autonomously.Independent report
Why Kore.ai Thinks AI ROI Finally Has A Clear Path · · Claim ID
kore-ai-fit-enterprise-cxtodayProduct questions · vendor capability
Kore.ai documents knowledge ingestion from file uploads (PDF, DOCX, TXT, CSV, MD, XLSX, JSON, HTML, up to 100 MB per file), web crawling of up to 1,000 pages per batch, and enterprise connectors, retrieved at query time by hybrid semantic-plus-keyword search with re-ranking.Vendor-reported
Knowledge bases and knowledge tools - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-fit-knowledge-vendorProduct information · Deployment model
Kore.ai documents two deployment models for its agent platform: browser-based cloud SaaS requiring no installation, and a self-hosted on-premises option for compliance-driven organisations.Vendor-reported
Kore.ai Agent Platform documentation · · Claim ID
kore-ai-cmp-deploymentProduct information · Channels
Kore.ai's channel documentation lists digital channels (Slack, LINE, Microsoft Teams, WhatsApp, Messenger, Twilio SMS, Telegram, Zendesk, Instagram, Genesys, Genesys Open Messaging, Email), voice channels (Realtime LLM Voice, Pipeline Voice, VXML IVR, Genesys Audio Connector, AudioCodes), SDK channels (Web SDK, API, Mobile SDK), webhooks, and the AG-UI and Agent-to-Agent protocols.Vendor-reported
Channels - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-cmp-channelsProduct information · Help desk and CRM integrations
Kore.ai documents pre-built connectors for Salesforce, ServiceNow, Zendesk, SharePoint, Confluence, Jira, Google Drive, Box and Amazon S3, with the Zendesk connector indexing tickets, ticket comments and Help Center articles under Zendesk's own visibility settings.Vendor-reported
Zendesk connector - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-cmp-helpdesksProduct information · Knowledge sources
Kore.ai documents an ingestion pipeline of extraction, chunking (fixed-size, semantic or sliding-window), enrichment, embedding and storage, with hybrid semantic and keyword search, re-ranking and permission filtering applied before chunks reach the agent.Vendor-reported
Knowledge bases and knowledge tools - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-cmp-knowledgeProduct information · Actions in backend systems
Kore.ai's AI for Service page states its agents handle tasks such as scheduling, inventory and routine inquiries, and can summarise and transfer conversations to live agents.Vendor-reported
AI for Service - Kore.ai · · Claim ID
kore-ai-cmp-actionsProduct information · Human handoff
Kore.ai documents escalation to a human agent that forwards session variables and conversation history plus routing metadata, delivered as SIP headers on voice channels and through the provider's API on digital channels, with the exact format depending on the receiving platform.Vendor-reported
Escalation to human agent - Kore.ai Agent Platform documentation · · Claim ID
kore-ai-cmp-handoffProduct information · Target customer size
CX Today reported Kore.ai as targeting large regulated enterprises in banking, healthcare and retail, with prebuilt applications intended for rapid deployment in those sectors.Independent report
Why Kore.ai Thinks AI ROI Finally Has A Clear Path · · Claim ID
kore-ai-cmp-targetsizeProduct information · Vendor-reported performance claims
Kore.ai's AI for Service page reports unnamed customer outcomes including 95% AI agent accuracy with 75% automated interactions and $97M annual cost reduction at a retail bank, 94% of contacts handled by AI agents with a 74% reduction in escalations and 65% self-service completion at a financial services firm, and a 25% reduction in average handle time at an e-commerce company.Vendor-reported
AI for Service - Kore.ai · · Claim ID
kore-ai-cmp-vendormetricsProduct positioning
The reviewed offering is scoped to customer service and is documented as integrating with any contact centre or CRM rather than shipping a human agent desk of its own, while providing its own builder, channels, knowledge and connector tooling. That places it in support operations and connected suite.Editorial assessment
Editorial assessment of Kore.ai AI for Service · · Claim ID
kore-ai-positioning
LivePerson
Current profileAdded to the catalog with 21 claims and 6 rows with evidence.
The 21 claims published at launch
Documented capabilities
LivePerson states that customers can bring their own large language models from OpenAI, Google, Meta, Cohere and Anthropic into the Conversational Cloud to work alongside LivePerson's own generative AI tools.Vendor-reported
Generative AI Tools — LivePerson · · Claim ID
liveperson-byo-llmDocumented capabilities
LivePerson's developer documentation describes KnowledgeAI as supporting both internal and external knowledge bases, with integration to external KMS/CMS systems and answers enriched via generative AI.Vendor-reported
KnowledgeAI Overview — LivePerson Developers · · Claim ID
liveperson-knowledgeaiDocumented capabilities
CX Today reported that LivePerson shipped substantive updates between March and July 2026 including fixed identities, live agent audits, Genesys Cloud support and heat map visualization, and that LivePerson Sync connects customer context across enterprise systems such as Salesforce and ServiceNow.Independent report
LivePerson Conversational Cloud Says AI Agent Testing Is 60% Faster. Buyers Need the Proof · · Claim ID
liveperson-cxtoday-updatesDocumented capabilities
LivePerson's developer documentation for Conversation Builder documents distinct generative AI agent types including Routing AI Agents for conversational routing and KnowledgeAI Agents for automating enriched answers.Vendor-reported
LivePerson Developers — Documentation Home · · Claim ID
liveperson-agent-typesLimitations and implementation conditions
Financial data aggregator StockAnalysis reports LivePerson 2025 revenue of $243.74 million, down 22.00% from $312.47 million in 2024, with trailing-twelve-month revenue of $228.89 million, down 15.8%, and a 2025 net loss of $67.23 million.Independent report
LivePerson, Inc. (LPSN) Stock Overview · · Claim ID
liveperson-revenue-declineLimitations and implementation conditions
StockAnalysis records that LPSN was delisted on September 4, 2026 following acquisition by SoundHound AI, with a market capitalization of $38.25 million at that point.Independent report
LivePerson, Inc. (LPSN) Stock Overview · · Claim ID
liveperson-delistedLimitations and implementation conditions
CX Today reported that LivePerson publishes its '60% faster bot testing' figure as an 'estimated impact' and does not disclose the baseline process, sample, scenario complexity, human review time or testing-cycle boundaries, and that related claims of 60% AHT reduction and 25% CSAT lift from Sync also lack published methodology.Independent report
LivePerson Conversational Cloud Says AI Agent Testing Is 60% Faster. Buyers Need the Proof · · Claim ID
liveperson-unverified-metricLimitations and implementation conditions
CX Today reported that LivePerson's Q1 2026 revenue declined 12% year over year and that, with the SoundHound acquisition then unresolved, the promised voice-plus-digital integration was prospective rather than a current capability.Independent report
LivePerson Conversational Cloud Says AI Agent Testing Is 60% Faster. Buyers Need the Proof · · Claim ID
liveperson-acquisition-uncertaintyHuman handoff · vendor capability
LivePerson states its AI chatbots can 'seamlessly transfer complex customer queries to live agents' and describes a 'Bot Human Tango' model in which both humans and bots contribute to a conversation with handoff from one type of agent to the other.Vendor-reported
AI Chatbots — LivePerson · · Claim ID
liveperson-fit-handoff-vendorProduct questions · vendor capability
LivePerson states that webpages, PDFs and FAQs can be converted into interactive AI agent and chatbot experiences, and its documentation describes KnowledgeAI generating enriched answers from internal and external knowledge bases via generative AI.Vendor-reported
AI Chatbots — LivePerson · · Claim ID
liveperson-fit-productq-vendorEnterprise · vendor capability
LivePerson states the Conversational Cloud platform powers nearly 1 billion conversational interactions each month.Vendor-reported
Conversational Cloud — LivePerson · · Claim ID
liveperson-fit-enterprise-vendorEnterprise · independent report
CX Today reported that the combined SoundHound–LivePerson customer base spans more than 30 countries and includes 25 of the Fortune 100, 12 of the top 15 global banks, four of the top five global airlines, four of the top five global automakers and more than 10 global telecommunications providers.Independent report
SoundHound's LivePerson Deal Targets the Biggest Omnichannel CX Gap · · Claim ID
liveperson-fit-enterprise-indepProduct information · Deployment model
LivePerson's AI agents run on its hosted Conversational Cloud platform, which the vendor states can also run customer-supplied large language models from OpenAI, Google, Meta, Cohere and Anthropic alongside LivePerson's proprietary models.Vendor-reported
Generative AI Tools — LivePerson · · Claim ID
liveperson-cmp-deploymentProduct information · Channels
LivePerson states its AI agents can be built and launched with LLMs 'across messaging and voice', and its Conversational Cloud page names SMS, WhatsApp and voice among supported channels.Vendor-reported
Generative AI Tools — LivePerson · · Claim ID
liveperson-cmp-channelsProduct information · Help desk and CRM integrations
CX Today reported that LivePerson Sync connects customer context across enterprise systems including Salesforce and ServiceNow.Independent report
LivePerson Conversational Cloud Says AI Agent Testing Is 60% Faster. Buyers Need the Proof · · Claim ID
liveperson-cmp-helpdesksProduct information · Knowledge sources
LivePerson documents KnowledgeAI as supporting internal and external knowledge bases with KMS/CMS integration, and answers enriched via generative AI for both consumer-facing automation and agent recommendations.Vendor-reported
KnowledgeAI Overview — LivePerson Developers · · Claim ID
liveperson-cmp-knowledgeProduct information · Actions in backend systems
LivePerson states its AI chatbots integrate 'into back-end systems like CRM, scheduling tools, order and inventory management systems', but the page does not document a function-calling or tool-execution interface by name.Vendor-reported
AI Chatbots — LivePerson · · Claim ID
liveperson-cmp-actionsProduct information · Human handoff
LivePerson states AI chatbots can transfer complex queries to live agents and that human agents can review, edit and approve AI responses before they are sent.Vendor-reported
Conversational Cloud — LivePerson · · Claim ID
liveperson-cmp-handoffProduct information · Target customer size
CX Today reported that the combined SoundHound–LivePerson customer base spans more than 30 countries and includes 25 of the Fortune 100 and 12 of the top 15 global banks, indicating a large-enterprise orientation.Independent report
SoundHound's LivePerson Deal Targets the Biggest Omnichannel CX Gap · · Claim ID
liveperson-cmp-targetsizeProduct information · Vendor-reported performance claims
LivePerson's homepage advertises a '90% automation rate', '60% faster AI agent testing' and a '30% reduction in agent ramp time', and states the platform handles over a billion messages a month.Vendor-reported
LivePerson · · Claim ID
liveperson-cmp-vendormetricsProduct positioning
The reviewed agents are built in Conversation Builder and run inside LivePerson's Conversational Cloud, which also supplies the workspace where human agents review and take over conversations. That places the capability in support operations and broad platform.Editorial assessment
Editorial assessment of LivePerson Conversational Cloud agents · · Claim ID
liveperson-positioning
Lyro
Current profileAdded to the catalog with 27 claims and 5 rows with evidence.
The 27 claims published at launch
Documented capabilities
Lyro can be bought self-serve with a seven-day free trial requiring no credit card, a lifetime allowance of 50 free conversations, and paid tiers starting at $32.50 a month for 50 conversations.Vendor-reported
Tidio pricing · · Claim ID
lyro-strength-selfserveDocumented capabilities
A Shopify merchant using the app for six months reported an AI resolution rate of around 90%.Independent report
Tidio Live Chat and AI Chatbots reviews (Shopify App Store) · · Claim ID
lyro-strength-merchant-resolutionDocumented capabilities
Tidio states Lyro can be used with an existing support stack, connecting to Zendesk, Intercom, Salesforce and more than 20 platforms rather than requiring the full Tidio help desk.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-strength-standaloneDocumented capabilities
The Tidio Shopify app, which is how many small merchants access Lyro, holds a 4.8 out of 5 rating across 1,340 reviews: 86% at five stars and 4% at one star. The rating is of the whole app, which bundles live chat and other Tidio features alongside Lyro, not of the AI agent on its own.Independent report
Tidio Live Chat and AI Chatbots reviews (Shopify App Store) · · Claim ID
lyro-strength-app-ratingLimitations and implementation conditions
No list of supported languages for Lyro was found on the vendor's public Lyro or pricing pages, so multilingual coverage cannot be verified from published sources.Editorial assessment
Editorial assessment of Tidio's public Lyro pages on 20 September 2026 · · Claim ID
lyro-weak-no-language-listLimitations and implementation conditions
Lyro is billed per AI conversation with published self-serve tiers capped at 1,000 conversations a month; higher volumes require contacting sales for custom pricing.Vendor-reported
Tidio pricing · · Claim ID
lyro-weak-metered-pricingLimitations and implementation conditions
A one-star Trustpilot reviewer wrote that Tidio's own Lyro chatbot can barely answer any help questions.Independent report
Tidio reviews (Trustpilot) · · Claim ID
lyro-weak-trustpilot-answer-qualityLimitations and implementation conditions
Tidio's Trustpilot score is 3.7 out of 5 across 225 reviews with 24% at one star, substantially lower than the 4.8 it holds on the Shopify App Store; the Trustpilot complaints concern Tidio billing and human support rather than Lyro specifically.Independent report
Tidio reviews (Trustpilot) · · Claim ID
lyro-weak-rating-spreadSmall businesses · vendor capability
Tidio sells Lyro self-serve with a no-credit-card seven-day trial, 50 lifetime free conversations and entry pricing from $32.50 a month, with no minimum seat or annual commitment stated.Vendor-reported
Tidio pricing · · Claim ID
lyro-fit-small-vendorSmall businesses · independent report
A small Shopify store reported an AI resolution rate of around 90% after six months on the app.Independent report
Tidio Live Chat and AI Chatbots reviews (Shopify App Store) · · Claim ID
lyro-fit-small-ind-1Small businesses · independent report
A small Australian merchant wrote that Lyro has learned their product range, delivery options and returns and can handle the bulk of their questions.Independent report
Tidio Live Chat and AI Chatbots reviews, page 2 (Shopify App Store) · · Claim ID
lyro-fit-small-ind-2Product questions · vendor capability
Tidio states Lyro automatically scrapes a business's support content to use as its knowledge base and can provide product recommendations.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-fit-pq-vendorProduct questions · independent report
A Shopify merchant wrote that Lyro has learned their product range, delivery options and returns and can handle the bulk of their questions.Independent report
Tidio Live Chat and AI Chatbots reviews, page 2 (Shopify App Store) · · Claim ID
lyro-fit-pq-ind-1Product questions · independent report
Another Shopify merchant wrote that Lyro solved many queries before they became an email ticket.Independent report
Tidio Live Chat and AI Chatbots reviews, page 2 (Shopify App Store) · · Claim ID
lyro-fit-pq-ind-2Product questions · independent report of failure
A Trustpilot reviewer reported that Lyro, as deployed on Tidio's own site, can barely answer any help questions.Independent report
Tidio reviews (Trustpilot) · · Claim ID
lyro-fit-pq-failHuman handoff · vendor capability
Tidio states users can set flexible handoff and escalation rules and that Lyro creates a ticket in the connected support solution so a human agent can answer.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-fit-handoff-vendorHuman handoff · independent report
A Shopify merchant described the agent as able to answer repetitive questions automatically and escalate questions when needed.Independent report
Tidio Live Chat and AI Chatbots reviews (Shopify App Store) · · Claim ID
lyro-fit-handoff-ind-1Orders · vendor capability
Tidio states Lyro can automate order updates and lead qualification through a feature it calls Smart Actions.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-fit-orders-vendorProduct information · Deployment model
A hosted agent added to a website via the Tidio widget; the vendor states it can be added in a few clicks without technical knowledge.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-deploymentProduct information · Channels
Tidio defines a billable conversation as a customer interaction initiated through any channel integrated with Tidio that gets at least one reply from the agent, but does not enumerate the individual channels on its Lyro or pricing pages.Vendor-reported
Tidio pricing · · Claim ID
lyro-cmp-channelsProduct information · Help desk and CRM integrations
Tidio states Lyro can connect with Zendesk, Intercom, Salesforce and more than 20 platforms and can run alongside an existing support solution.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-helpdesksProduct information · Knowledge sources
Tidio states Lyro automatically scrapes a business's support content and uses it as its knowledge base.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-knowledgeProduct information · Actions in backend systems
Tidio describes Smart Actions covering order updates, lead qualification and product recommendations as the actions Lyro performs beyond answering.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-actionsProduct information · Human handoff
Tidio states users can set flexible handoff and escalation rules and that Lyro creates a ticket in the connected support solution for a human agent.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-handoffProduct information · Target customer size
Published self-serve pricing runs from 50 free lifetime conversations and $32.50 a month up to 1,000 conversations a month, above which Tidio directs buyers to sales, indicating a small-business entry point.Vendor-reported
Tidio pricing · · Claim ID
lyro-cmp-targetsizeProduct information · Vendor-reported performance claims
Tidio claims customers automate around 67% of customer inquiries with Lyro on average, and cites one case study with a 97% decrease in average response time.Vendor-reported
Lyro AI Agent (Tidio) · · Claim ID
lyro-cmp-metricsProduct positioning
Tidio documents Smart Actions covering product recommendations and lead qualification alongside order updates and support answers, and sells Lyro to run against Zendesk, Intercom, Salesforce and other platforms rather than only inside Tidio. That places it in service plus sales and connected suite.Editorial assessment
Editorial assessment of the Lyro offering · · Claim ID
lyro-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added the star distribution behind the Shopify App Store rating and stated what the rating covers, so it is not read as a measurement of Lyro itself. Source
NiCE Cognigy
Current profileAdded to the catalog with 23 claims and 3 rows with evidence.
The 23 claims published at launch
Documented capabilities
Cognigy documents 29 endpoint types for connecting AI agents, including Cognigy Webchat, Voice Gateway, WhatsApp, Facebook Messenger, Microsoft Teams, Slack, LINE Messenger, Twilio, Twilio SMS, Intercom, Userlike, Zendesk Sunshine Conversations, Genesys, 8x8, NiCE CXone, RingCentral Engage, Zoom, plus generic REST, Socket, Webhook and MCP Server endpoints.Vendor-reported
Endpoint Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-channel-breadthDocumented capabilities
Cognigy NLU documentation states the platform supports over 100 languages, with 28 popular NLU languages selectable in the project localization UI plus a Universal Locale covering the remainder.Vendor-reported
NLU Language Support | Cognigy Documentation · · Claim ID
nice-cognigy-languagesDocumented capabilities
CX Today's analyst deep dive reports Cognigy's customer base includes marquee European brands such as Lufthansa, Mercedes, Allianz and DHL, and describes the company as one of the pioneers in the conversational AI space with a strong presence in Europe.Independent report
Why Is NiCE Spending Almost $1BN on Cognigy? A Deep Dive · · Claim ID
nice-cognigy-enterprise-refsDocumented capabilities
Cognigy documents ten named human-handover providers: NiCE CXone, Cognigy Live Agent, Genesys Cloud Open Messaging, Genesys Cloud Guest Chat, Salesforce MIAW, Salesforce Service Cloud, RingCentral Engage, 8x8, storm by Content Guru, and Chatwoot.Vendor-reported
Handover Provider Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-handover-breadthLimitations and implementation conditions
Cognigy documentation states that Knowledge AI, the platform's RAG-based knowledge search capability, requires a separate license.Vendor-reported
Knowledge AI - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-knowledge-licenseLimitations and implementation conditions
Cognigy documentation states the Universal Locale works best with space-tokenized languages and that languages without spaces, such as Chinese, Japanese and Thai, can have reduced keyphrase-detection accuracy, and that predefined yes/no confirmation words must be defined manually under the Universal Locale.Vendor-reported
NLU Language Support | Cognigy Documentation · · Claim ID
nice-cognigy-locale-limitsLimitations and implementation conditions
Cognigy's endpoint reference marks the Amazon Alexa and Dialogflow endpoints as deprecated (status checked 2026-09-20).Vendor-reported
Endpoint Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-deprecated-endpointsLimitations and implementation conditions
Reporting on the completed acquisition notes that Cognigy had leaned on partnerships with NiCE's long-term rivals including Genesys and Avaya, which the outlet says may raise tricky questions following the takeover.Independent report
NiCE Closes Its Cognigy Acquisition to "Redefine the Future" of CX · · Claim ID
nice-cognigy-rival-partnershipsEnterprise · vendor capability
Cognigy documentation describes the product as an AI customer experience orchestration platform that integrates with any contact center or CRM system.Vendor-reported
About Cognigy AI | Cognigy Documentation · · Claim ID
nice-cognigy-fit-ent-vendorEnterprise · independent report
CX Today's analyst deep dive reports Cognigy serves marquee European enterprises including Lufthansa, Mercedes, Allianz and DHL, and cites expected FY26 revenue of $85 million against a $955 million acquisition price.Independent report
Why Is NiCE Spending Almost $1BN on Cognigy? A Deep Dive · · Claim ID
nice-cognigy-fit-ent-ind1Human handoff · vendor capability
Cognigy documents ten named handover providers for escalating conversations to human agents, including NiCE CXone, Genesys Cloud, Salesforce Service Cloud, Salesforce MIAW, 8x8, RingCentral Engage, Chatwoot, storm and Cognigy Live Agent.Vendor-reported
Handover Provider Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-fit-handoff-vendorHuman handoff · independent report
CX Today reports that Cognigy grew via partnerships with contact centre providers including Avaya, Genesys and RingCentral before developing into a standalone platform.Independent report
Why Is NiCE Spending Almost $1BN on Cognigy? A Deep Dive · · Claim ID
nice-cognigy-fit-handoff-ind1Product questions · vendor capability
Cognigy Knowledge AI is documented as a retrieval-augmented-generation knowledge search and management solution that ingests PDF files, Cognigy Text (CTXT), web pages and external systems via Knowledge Connectors so agents can answer from source documents rather than predefined intents.Vendor-reported
Knowledge AI - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-fit-pq-vendorProduct information · Deployment model
Cognigy's documentation states installations are offered as Cognigy SaaS, with Cognigy operating and maintaining cloud-hosted instances for customers; no on-premises or self-hosted option is described on that page.Vendor-reported
About Cognigy AI | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-deploymentProduct information · Channels
Documented endpoints cover web chat, telephony via Cognigy Voice Gateway, WhatsApp, Facebook Messenger, Microsoft Teams, Slack, LINE Messenger, Twilio and Twilio SMS, Intercom, Userlike, Zendesk Sunshine Conversations, Genesys, 8x8, NiCE CXone, RingCentral Engage, Zoom, Azure Bot Services, plus REST, Socket and Webhook endpoints.Vendor-reported
Endpoint Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-channelsProduct information · Languages
Cognigy NLU documentation states support for over 100 languages, of which 28 popular NLU languages are selectable directly in the project localization settings alongside a Universal Locale.Vendor-reported
NLU Language Support | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-languagesProduct information · Help desk and CRM integrations
Documented handover and endpoint integrations with customer-service systems include Salesforce Service Cloud, Salesforce MIAW, Zendesk Sunshine Conversations, Intercom, Genesys Cloud, 8x8, RingCentral Engage, Chatwoot, storm by Content Guru and NiCE CXone.Vendor-reported
Handover Provider Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-helpdesksProduct information · Knowledge sources
Knowledge AI is documented as a RAG-based knowledge search and management solution ingesting PDF files, Cognigy Text (CTXT), web pages and external systems via Knowledge Connectors, with a single embedding model per project across all Knowledge Stores.Vendor-reported
Knowledge AI - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-knowledgeProduct information · Actions in backend systems
Cognigy documents an MCP Server endpoint that exposes AI Agent tools via the Model Context Protocol and acts as a non-conversational tool server, alongside generic REST, Socket and Webhook endpoints for connecting flows to external systems.Vendor-reported
Endpoint Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-actionsProduct information · Human handoff
Escalation to humans is handled through configurable handover providers, with Cognigy documenting ten providers and noting that real-time queue notifications apply only to Cognigy Live Agent.Vendor-reported
Handover Provider Reference - Overview | Cognigy Documentation · · Claim ID
nice-cognigy-cmp-handoffProduct information · Target customer size
Independent coverage characterises Cognigy as an enterprise-focused conversational AI vendor whose named customers are large European corporates such as Lufthansa, Mercedes, Allianz and DHL.Independent report
Why Is NiCE Spending Almost $1BN on Cognigy? A Deep Dive · · Claim ID
nice-cognigy-cmp-targetsizeProduct information · Vendor-reported performance claims
Cognigy's website claims more than 1 billion interactions handled annually, 99% routing accuracy and an average 70% reduction in average handling time, plus customer figures such as Lufthansa automating over 16 million conversations a year.Vendor-reported
NiCE Cognigy - Say Goodbye to Poor Customer Service · · Claim ID
nice-cognigy-cmp-vendormetricsProduct positioning
Cognigy documents ten named handover providers spanning NiCE CXone, Genesys, Salesforce, 8x8 and others, so the reviewed agent is built to run against a contact centre it does not itself supply, with its own builder, endpoint and knowledge tooling. That places it in support operations and connected suite.Editorial assessment
Editorial assessment of Cognigy's deployment model · · Claim ID
nice-cognigy-positioning
NiCE CXone
Current profileAdded to the catalog with 23 claims and 8 rows with evidence.
The 23 claims published at launch
Documented capabilities
CX Today reports named enterprise deployments with quantified outcomes, including Citi automating 90% of complaints with a stated $7 million saving, and Openreach reworking 15 million journeys and cutting missed appointments by about a third.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-independent-outcomesDocumented capabilities
CX Today reported that 97% of NiCE's large enterprise deals worth $1 million or more in annual recurring revenue in 2024 included advanced AI solutions, and cited a university selecting CXone Mpower with Autopilot and Copilot after a competitive evaluation.Independent report
Agentic AI Key to Strong NICE Quarter, Hints at AI Agent Release · · Claim ID
nice-cxone-enterprise-tractionDocumented capabilities
NiCE states its self-service AI agents are trusted by more than 1,000 brands, process over 1 billion customer requests each year, and scale to up to 25,000 concurrent conversations on chat or voice.Vendor-reported
AI Agents for Self-Service · · Claim ID
nice-cxone-scale-claimDocumented capabilities
CX Today reports NiCE completed a $955 million acquisition of Cognigy in September 2025, adding an established conversational AI stack that NiCE says will be enhanced by its own purpose-built contact-centre AI models.Independent report
NiCE Closes Cognigy Acquisition to 'Redefine the Future' of CX · · Claim ID
nice-cxone-cognigy-additionLimitations and implementation conditions
CX Today's analysis notes that some of NiCE's agentic capabilities 'arrive in controlled release' while others shift later, and that many orchestration features lack 'proof at the awkward edges', leaving open whether back-office work is genuinely completed or still handed to human queues.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-controlled-releaseLimitations and implementation conditions
Following the Cognigy acquisition NiCE runs two overlapping AI agent offerings, incorporating Cognigy's AI into CXone Mpower while continuing to sell Cognigy as a standalone product, which leaves buyers to determine which stack a given CXone AI agent deployment actually uses.Independent report
NiCE Closes Cognigy Acquisition to 'Redefine the Future' of CX · · Claim ID
nice-cxone-two-stacksLimitations and implementation conditions
NiCE's public AI agent pages describe integrations only as generic categories such as CRMs, ERPs, ticketing systems and knowledge bases, and publish no containment or resolution rate for the AI agents, so core evaluation specifics are not verifiable without a sales conversation.Editorial assessment
Portal editorial assessment of NiCE public product documentation · · Claim ID
nice-cxone-thin-public-specsLimitations and implementation conditions
The deals CX Today cites for the AI agent products are enterprise-scale, including seven-digit annual contract values and a cohort of $1 million-plus ARR agreements, indicating the capability is sold into large organisations rather than small teams.Independent report
Agentic AI Key to Strong NICE Quarter, Hints at AI Agent Release · · Claim ID
nice-cxone-enterprise-pricedComplaints · independent report
CX Today reports that Citi automated 90% of complaints using NiCE's agentic AI and states it saved $7 million.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-fit-complaints-citiOrders · independent report
CX Today describes NiCE's agentic AI automating workflow routing including refunds, bookings and identity verification, and cites Lufthansa handling nearly 2 million AI-supported interactions in seven days while removing more than 1,000 hours of manual work.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-fit-orders-workflowsHuman handoff · vendor capability
NiCE states its self-service AI agents hand over to a human agent when the conversation hits escalation parameters, supporting a smooth handover.Vendor-reported
AI Agents for Self-Service · · Claim ID
nice-cxone-fit-handoff-vendorHuman handoff · independent report
CX Today describes NiCE's agentic AI as preserving context across channels and across handoffs between AI agents, human agents and back-office systems.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-fit-handoff-independentEnterprise · vendor capability
NiCE positions CXone as an enterprise customer experience AI platform that orchestrates human and AI agents and powers more than 25 billion interactions a year for what it calls the world's leading brands.Vendor-reported
CXone Platform · · Claim ID
nice-cxone-fit-enterprise-vendorEnterprise · independent report
CX Today reported enterprise wins for the AI agent products including a university medical centre signing a seven-digit annual contract value deal and a global retailer processing 75 million interactions a year expanding onto CXone Mpower.Independent report
Agentic AI Key to Strong NICE Quarter, Hints at AI Agent Release · · Claim ID
nice-cxone-fit-enterprise-independentProduct information · Deployment model
NiCE describes CXone as a cloud-native platform built on an open-cloud foundation with multi-region performance.Vendor-reported
CXone Platform · · Claim ID
nice-cxone-cmp-deploymentProduct information · Channels
NiCE states its self-service AI agents deliver natural language experiences that are equally fluent over digital or voice channels, with multimodal capabilities blending voice, text, multimedia and device capabilities.Vendor-reported
AI Agents for Self-Service · · Claim ID
nice-cxone-cmp-channelsProduct information · Help desk and CRM integrations
NiCE states its process automation AI agents integrate with CRMs, ERPs, ticketing systems, knowledge bases and custom enterprise platforms, without naming specific helpdesk products on that page.Vendor-reported
AI Agents for Process Automation · · Claim ID
nice-cxone-cmp-helpdesksProduct information · Knowledge sources
NiCE states CXone connects to knowledge sources including Salesforce, SharePoint, Zendesk and Confluence, plus custom endpoints and virtually any other knowledge source.Vendor-reported
CXone Platform · · Claim ID
nice-cxone-cmp-knowledgeProduct information · Actions in backend systems
CX Today describes NiCE's agentic AI automating workflow routing for tasks such as refunds, bookings and identity verification across connected systems.Independent report
Customer Journey Orchestration Is Getting Serious. Is NiCE Agentic AI Architecture Already Ahead? · · Claim ID
nice-cxone-cmp-actionsProduct information · Human handoff
NiCE states its AI agents hand over to a human agent when a conversation hits defined escalation parameters.Vendor-reported
AI Agents for Self-Service · · Claim ID
nice-cxone-cmp-handoffProduct information · Target customer size
CX Today reported that 97% of NiCE's large enterprise deals of $1 million or more in annual recurring revenue in 2024 included advanced AI solutions, indicating an enterprise-focused buyer profile.Independent report
Agentic AI Key to Strong NICE Quarter, Hints at AI Agent Release · · Claim ID
nice-cxone-cmp-targetsizeProduct information · Vendor-reported performance claims
NiCE states its self-service AI agents are trusted by more than 1,000 brands worldwide, process over 1 billion customer requests each year, and scale to up to 25,000 concurrent conversations on chat or voice.Vendor-reported
AI Agents for Self-Service · · Claim ID
nice-cxone-cmp-vendormetricsProduct positioning
The reviewed capability sits inside the CXone platform alongside the routing, workforce and analytics products NiCE sells to human contact-centre teams, which places it in support operations and broad platform. NiCE also sells Cognigy standalone, reviewed separately, so the two entries overlap.Editorial assessment
Editorial assessment of AI agents within NiCE CXone · · Claim ID
nice-cxone-positioning
PolyAI
Current profileAdded to the catalog with 28 claims and 13 rows with evidence.
The 28 claims published at launch
Documented capabilities
PolyAI's languages page states the platform supports "75+ languages with native fluency" and enumerates 42 of them including Cantonese, Mandarin, Croatian, Gujarati, Tamil and Zulu.Vendor-reported
PolyAI — Languages · · Claim ID
polyai-languages-breadthDocumented capabilities
CX Today's rundown of the 2025 Gartner Magic Quadrant for Conversational AI Platforms reports PolyAI placed as a Niche Player, with Gartner crediting its voice-automation focus, research investment and low customer churn.Independent report
Gartner Magic Quadrant for Conversational AI Platforms 2025: The Rundown · · Claim ID
polyai-gartner-mq-2025Documented capabilities
PolyAI documents three SIP-level transfer methods for handing a live call to a human agent (SIP REFER as default, SIP INVITE for bridging, SIP BYE to return the leg) plus context delivery via custom X- SIP headers, a Handoff API and a Conversations API transcript.Vendor-reported
PolyAI Docs — Voice channel: Handoffs · · Claim ID
polyai-handoff-sip-depthDocumented capabilities
PolyAI documents three interchangeable build surfaces — Agent Studio ("Build with or without code"), the PolyAI ADK ("CLI and Python package for building agents locally with a Git-native workflow") and REST APIs — and states an agent built in Studio can be updated through the ADK or APIs and vice versa.Vendor-reported
PolyAI Docs — Platform introduction · · Claim ID
polyai-build-surfacesLimitations and implementation conditions
In CX Today's summary of the 2025 Gartner Magic Quadrant, the analyst's cautions for PolyAI were its inflexible consumption-based pricing and an immature channel partner network.Independent report
Gartner Magic Quadrant for Conversational AI Platforms 2025: The Rundown · · Claim ID
polyai-gartner-cautionsLimitations and implementation conditions
TechCrunch, reporting on PolyAI's $40M Series B, wrote that demo conversations "begin to sound repetitive after a while", that the technology "is somewhat constrained in what it can say", and that voice recognition struggles with certain accents and dialects despite accent-agnostic claims.Independent report
PolyAI lands $40M to handle contact center calls automatically · · Claim ID
polyai-tc-demo-limitsLimitations and implementation conditions
PolyAI's knowledge-sources documentation states that URL ingestion crawls only "one level below the initial URL" with "a maximum of 10 embedded pages", and that syncing may fail if a URL requires login or credentials change.Vendor-reported
PolyAI Docs — Knowledge sources introduction · · Claim ID
polyai-kb-crawl-limitsLimitations and implementation conditions
PolyAI's marketing languages page claims 75+ languages while its developer documentation homepage states 24+ languages, so the supported-language count depends on which vendor surface is read.Editorial assessment
PolyAI documentation homepage vs. languages marketing page · · Claim ID
polyai-language-count-discrepancyBilling · vendor capability
PolyAI's integrations page lists "billing & payments" among the functions its agents perform against connected systems.Vendor-reported
PolyAI — Integrations · · Claim ID
polyai-billing-vendorBilling · independent report
TechCrunch reported that PolyAI's voice assistants complete tasks including payment processing for contact-centre callers.Independent report
PolyAI lands $40M to handle contact center calls automatically · · Claim ID
polyai-billing-tcOrders · vendor capability
PolyAI's integrations page lists "order management" and "booking & reservations" among the supported agent functions.Vendor-reported
PolyAI — Integrations · · Claim ID
polyai-orders-vendorOrders · independent report
TechCrunch reported that PolyAI's system handles order status updates and reservation management on inbound calls.Independent report
PolyAI lands $40M to handle contact center calls automatically · · Claim ID
polyai-orders-tcProduct questions · vendor capability
PolyAI documents curated FAQ topics, retrieval-augmented generation, and external knowledge sources ingested from URLs, files (PDF, Office, CSV, JSON, HTML and others) and helpdesk knowledge bases.Vendor-reported
PolyAI Docs — Knowledge sources introduction · · Claim ID
polyai-knowledge-vendorHuman handoff · vendor capability
PolyAI documents voice handoff via SIP REFER, SIP INVITE or SIP BYE with escalation context passed through custom X- SIP headers, a Handoff State API endpoint and a Conversations API transcript, plus chat handoff integrations for Salesforce, Zendesk, NICE CXone, Amazon Connect, Webex and Five9.Vendor-reported
PolyAI Docs — Voice channel: Handoffs · · Claim ID
polyai-handoff-vendorHuman handoff · documented gap
PolyAI's handoff documentation states that with the default SIP REFER method "the utterance may not play before the transfer completes because the REFER fires at the same time as function execution", and that inbound SIP voicemail detection on the destination side is "not available by default" for SIP REFER, BYE or INVITE transfers.Vendor-reported
PolyAI Docs — Voice channel: Handoffs · · Claim ID
polyai-handoff-gapComplaints · documented gap
PolyAI's handoff documentation names complaints, alongside billing disputes and out-of-scope requests, as the conversation types where the agent escalates to a human rather than resolving autonomously.Vendor-reported
PolyAI Docs — Voice channel: Handoffs · · Claim ID
polyai-complaints-gapEnterprise · vendor capability
PolyAI positions itself as an enterprise-scale agentic dialog platform and markets to nine industries: consumer services, financial services, healthcare, hotels, insurance, restaurants, retail, telecom and utilities.Vendor-reported
PolyAI homepage · · Claim ID
polyai-enterprise-vendorEnterprise · independent report
CX Today reports PolyAI was placed in the 2025 Gartner Magic Quadrant for Conversational AI Platforms as a Niche Player, with Gartner highlighting its low customer churn and research investment.Independent report
Gartner Magic Quadrant for Conversational AI Platforms 2025: The Rundown · · Claim ID
polyai-enterprise-gartnerEnterprise · independent report
TechCrunch reported PolyAI's customers included FedEx and Marriott alongside dozens of enterprise and government clients handling millions of interactions monthly.Independent report
PolyAI lands $40M to handle contact center calls automatically · · Claim ID
polyai-enterprise-tc-customersProduct information · Deployment model
PolyAI states its service is hosted on AWS, that the company is ISO 27001-certified and aligned with National Cyber Security Centre guidelines; it publishes Sandbox, Staging and Live environments with API-driven publishing, and no self-hosted option is documented.Vendor-reported
PolyAI — Security · · Claim ID
polyai-cmp-deploymentProduct information · Channels
PolyAI is voice-first — its documentation calls it an "enterprise platform for building voice and chat agents" and its pricing is per minute of voice-agent use — with secondary documented channels covering web chat, SMS and RCS, email, and iOS/Android SDKs (including in-app voice calling).Vendor-reported
PolyAI Docs — documentation index (llms.txt) · · Claim ID
polyai-cmp-channelsProduct information · Languages
PolyAI's languages page claims "75+ languages with native fluency" and lists 42 by name, while its developer documentation homepage states 24+ languages.Vendor-reported
PolyAI — Languages · · Claim ID
polyai-cmp-languagesProduct information · Help desk and CRM integrations
PolyAI documents integrations with Salesforce (customer lookup and case management), Zendesk (Talk voice routing and ticketing), Gladly, NICE CXone, Amazon Connect, Webex, Five9 and Twilio, and its marketing site claims "130+ integrations available" across telephony/voice routing, CRM and knowledge, productivity, and vertical systems.Vendor-reported
PolyAI Docs — documentation index (llms.txt) · · Claim ID
polyai-cmp-helpdesksProduct information · Knowledge sources
PolyAI combines curated FAQ topics with RAG over external sources — scraped URLs, uploaded files (PDF, DOCX, XLSX, PPTX, CSV, JSON, XML, MD, HTML, EML, EPUB and more) and beta syncs from Zendesk Help Center and Gladly — chunked at 2000 characters with 500-character overlap.Vendor-reported
PolyAI Docs — Knowledge sources introduction · · Claim ID
polyai-cmp-knowledgeProduct information · Actions in backend systems
PolyAI states its agents perform account management, authentication, call routing, billing and payments, booking and reservations, order management, troubleshooting and FAQ against integrated systems, with custom connectors documented alongside telephony, CRM and payments integrations.Vendor-reported
PolyAI — Integrations · · Claim ID
polyai-cmp-actionsProduct information · Human handoff
PolyAI documents that the agent "runs autonomously by default and escalates to a human only when needed", transferring calls via SIP REFER, SIP INVITE or SIP BYE and passing customer ID, verification status, escalation reason and transcript through SIP headers and the Handoff and Conversations APIs.Vendor-reported
PolyAI Docs — Voice channel: Handoffs · · Claim ID
polyai-cmp-handoffProduct information · Target customer size
PolyAI targets enterprise contact centres across nine industries and sells via demo request, with ongoing use "priced on a per-minute basis, which includes proactive performance improvements, maintenance and 24/7 support" and no published price points or free tier.Vendor-reported
PolyAI — Pricing · · Claim ID
polyai-cmp-targetsizeProduct positioning
PolyAI sells a voice-first agent with its own Agent Studio, developer kit and APIs, and documents transfer into contact centres including Salesforce, Zendesk, NiCE CXone, Amazon Connect and Five9 rather than supplying a human agent desk itself. That places it in support operations and connected suite.Editorial assessment
Editorial assessment of the PolyAI platform · · Claim ID
polyai-positioning
Sierra
Current profileAdded to the catalog with 23 claims and 9 rows with evidence.
The 23 claims published at launch
Documented capabilities
Sierra documents a shared agent across voice, chat, messaging and email, with channel-specific choices about which journeys to expose. A team could reuse an order-status workflow across chat and phone while evaluating each channel separately.Vendor-reported
Channels (Sierra) · · Claim ID
sierra-single-agent-multichannelDocumented capabilities
The SDK documents workflow composition, conversation simulations and inspection of API calls. For example, a development team can investigate which tool call occurred during a failed subscription update.Vendor-reported
Agent SDK (Sierra) · · Claim ID
sierra-agent-sdk-engineering-controlsDocumented capabilities
Agent Studio documents editable knowledge, workflow traces and pre-release simulations. These tools let a support team review policy changes and inspect an agent decision before releasing an updated journey.Vendor-reported
Agent Studio (Sierra) · · Claim ID
sierra-agent-studio-operationsLimitations and implementation conditions
The documentation homepage requires a username and password. Buyers need access to review detailed API behavior; the public product pages alone do not settle authentication, permission or error-handling requirements.Editorial assessment
Sierra documentation sign-in page · · Claim ID
sierra-docs-gatedLimitations and implementation conditions
Ramp describes ongoing transcript review, knowledge updates and journey maintenance in Sierra’s case study. Budget ownership for that work; for example, a changed card-replacement policy needs updated instructions and validation. This is an operating requirement, not evidence of poor product performance.Editorial assessment
Editorial assessment of Sierra’s Ramp customer story · · Claim ID
sierra-knowledge-operationsBilling · vendor capability
Sierra’s AOL case study describes explanations of outstanding balances, billing history and payment-method updates. The example is AOL’s configured agent, not a guarantee that every Sierra deployment includes billing access.Vendor-reported
AOL customer story (Sierra) · · Claim ID
sierra-billing-aolOrders · vendor capability
Sierra’s Minted case study describes order updates across design approval, printing and shipping, plus priority-shipping changes for delayed orders. This supports an order-management use case in that deployment.Vendor-reported
Minted customer story (Sierra) · · Claim ID
sierra-orders-mintedReturns · vendor capability
Sierra’s retail page lists refund requests and exchanges among supported workflows. It does not specify a universal return-policy configuration or prove that a particular refund reaches the payment processor.Vendor-reported
Retail and consumer goods (Sierra) · · Claim ID
sierra-returns-retail-exchangesProduct questions · vendor capability
Sierra describes grounding answers in company knowledge, policies and brand guidance. That provides a route to product answers based on supplied content; it does not establish accuracy for a buyer’s catalog.Vendor-reported
Meet your agent (Sierra) · · Claim ID
sierra-productq-meet-knowledgeAccount issues · vendor capability
Sierra’s Ramp case study describes card locking and replacement, address validation and transaction explanations. These are account actions in Ramp’s configured implementation; password recovery and other account workflows require their own evidence.Vendor-reported
Ramp customer story (Sierra) · · Claim ID
sierra-account-rampComplaints · vendor capability
Sierra says its agents can recognize frustration and adapt their responses. This is a vendor claim about conversational behavior, not a measured result for complaint resolution or customer satisfaction.Vendor-reported
Meet your agent (Sierra) · · Claim ID
sierra-complaints-meet-frustrationHuman handoff · vendor capability
Sierra’s SDK page documents routing an escalated conversation to a team member with a generated summary. It does not establish how quickly a human answers in a particular contact center.Vendor-reported
Agent SDK (Sierra) · · Claim ID
sierra-handoff-sdkEnterprise · vendor capability
Sierra publishes customer stories for AOL, Minted and Ramp, including connected service workflows. These are vendor-published deployment examples, not proof that every enterprise requirement is met.Vendor-reported
Customer stories and examples (Sierra) · · Claim ID
sierra-enterprise-vendorProduct information · Deployment model
Sierra documents configuration through Agent Studio and custom integrations for proprietary systems. Deployment work includes defining journeys and connecting the systems those journeys use.Vendor-reported
Agent Studio (Sierra) · · Claim ID
sierra-deploymentProduct information · Channels
Vendor-listed channels include phone, website and app chat, WhatsApp, Apple Business Chat, SMS and email. Live Assist supports staff, and Sierra also documents publishing selected agent journeys to ChatGPT.Vendor-reported
Channels (Sierra) · · Claim ID
sierra-channelsProduct information · Languages
The current Channels page describes voice models tuned for 60+ locales. A locale is not the same as a language; verify the exact language, accent and channel required for your deployment.Vendor-reported
Channels (Sierra) · · Claim ID
sierra-languagesProduct information · Help desk and CRM integrations
Agent Studio lists 40+ prebuilt integrations for knowledge, systems of record and contact centers, but this page does not identify the help-desk connectors. Confirm your help desk and required handoff behavior with Sierra.Vendor-reported
Agent Studio (Sierra) · · Claim ID
sierra-helpdesk-integration-scopeProduct information · Knowledge sources
The SDK documents ingestion of company FAQs, policies and documentation into its knowledge engine.Vendor-reported
Agent SDK (Sierra) · · Claim ID
sierra-knowledgeProduct information · Actions in backend systems
The SDK lists subscription updates and warranty submissions as examples of actions through connected systems. Required permissions and workflow configuration depend on the implementation.Vendor-reported
Agent SDK (Sierra) · · Claim ID
sierra-actionsProduct information · Human handoff
The SDK documents routing to a team member with an automatic conversation summary.Vendor-reported
Agent SDK (Sierra) · · Claim ID
sierra-handoffProduct information · Target customer size
Sierra’s public customer examples include AOL, Minted and Ramp. These show deployments in established businesses; they do not define a minimum viable team size.Vendor-reported
Customer examples (Sierra) · · Claim ID
sierra-target-sizeProduct information · Vendor-reported performance claims
Sierra reports 90% case resolution at Ramp. This is a vendor-published customer result with no common benchmark population supplied here; it should not be compared directly with another vendor’s deflection or resolution figure.Vendor-reported
Ramp customer story (Sierra) · · Claim ID
sierra-vendor-metricsProduct positioning
Sierra combines shopping recommendations with order, refund and account support. Its retail offering also describes CRM connections, agent updates and quality monitoring. We place this scope in service + sales and connected suite; a retailer could evaluate both pre-purchase guidance and post-purchase support without treating the agent as a replacement for its store or CRM.Editorial assessment
Editorial assessment of Sierra retail offering (vendor website) · · Claim ID
sierra-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added editorial product positioning with its scope, rationale, and vendor source. Source
Rechecked public sources; replaced broad fit verdict evidence with specific deployment examples and evaluation conditions. Removed unverified attribution, relayed marketing treated as independent confirmation, and business-size exclusions without evidence.
Sprinklr
Current profileAdded to the catalog with 22 claims and 8 rows with evidence.
The 22 claims published at launch
Documented capabilities
Sprinklr states its customer-service platform supports AI agent deployment across "30+ voice, social and digital channels".Vendor-reported
Sprinklr Service — Customer Service Software · · Claim ID
sprinklr-channels-breadthDocumented capabilities
CX Today reports Sprinklr ships an Autonomous Evaluation tool that runs scenario-based simulations against AI agents before deployment, scoring agent success, containment, issue understanding and empathy.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-autonomous-evalDocumented capabilities
Sprinklr states its AI Agents operate within a tech stack of "100+ pre-integrated applications" and support fully autonomous, semi-autonomous and AI-assisted workflows.Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-integrationsDocumented capabilities
CX Today names enterprise Sprinklr deployments including Telefónica Hispanoamérica with more than 11,000 agent seats across six telcos.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-enterprise-refsLimitations and implementation conditions
CX Today writes that "public evidence remains much stronger for Sprinklr Service as a platform than for Autonomous Evaluation accuracy itself", noting Sprinklr has not disclosed detection rates, false alerts, missed failures or maintenance effort.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-assurance-proof-gapLimitations and implementation conditions
The same CX Today analysis cautions that Sprinklr's pre-deployment testing approach is bounded because "simulations are only as good as their scenarios".Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-simulation-limitLimitations and implementation conditions
Sprinklr's own newsroom lists its contact-center analyst positioning as "Strong Performer in The Forrester Wave: CCaaS Platforms, Q2 2025", a tier below Leader, while its Leader placements cited are in social media management and social suites.Vendor-reported
Sprinklr Newsroom · · Claim ID
sprinklr-contact-center-positionLimitations and implementation conditions
Public Sprinklr product pages reviewed for this record did not state the number of languages the AI agents support, nor any aggregate resolution or containment benchmark for the agent capability itself.Editorial assessment
Portal review of public Sprinklr product pages · · Claim ID
sprinklr-spec-opacityHuman handoff · vendor capability
Sprinklr states its AI Agents "Respond with empathy and precision. Intelligently escalate to human agents when needed."Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-handoff-vendorHuman handoff · independent report
CX Today reports the Sprinklr deployment at telecom operator Umniah was cited with a 53% reduction in handovers to human agents.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-handoff-umniahEnterprise · vendor capability
Sprinklr markets its AI Agents to enterprise verticals including telecom, banking, technology, government, e-commerce and travel, with guardrails, PII masking and monitoring dashboards.Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-enterprise-vendorEnterprise · independent report
CX Today reports Telefónica Hispanoamérica runs Sprinklr across more than 11,000 agent seats spanning six telcos.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-enterprise-telefonicaProduct questions · vendor capability
Sprinklr states its AI agents "instantly complete routine tasks, gather context and handle FAQs" in the brand's voice.Vendor-reported
Sprinklr Service — Customer Service Software · · Claim ID
sprinklr-faq-vendorProduct information · Deployment model
Sprinklr AI Agents are configured within Sprinklr's cloud platform, with behaviour, tasks and input/output guardrails shaped through "pro-code/no-code workflows".Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-deploymentProduct information · Channels
Sprinklr states AI agents operate across "chat, social, voice, messaging, email, and more", moving between voice, chat, email and social while retaining conversation context.Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-channelsProduct information · Help desk and CRM integrations
Sprinklr AI Agents run inside Sprinklr's own service desk and connect to surrounding systems via "100+ pre-integrated applications"; Sprinklr separately advertises "no-code integrations with your CRM, CDP, and e-commerce platforms" for its voice AI.Vendor-reported
Sprinklr AI Agents / Sprinklr Conversational IVR · · Claim ID
sprinklr-helpdesksProduct information · Knowledge sources
Sprinklr states AI Agents are equipped with "additional tasks, embed business context and knowledge" and that the platform mines historical cases to auto-generate tasks and workflows.Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-knowledgeProduct information · Actions in backend systems
Sprinklr states its AI Agents cover customer support, outbound sales and commerce use cases and can run fully autonomous, semi-autonomous or AI-assisted workflows alongside existing automations and rules.Vendor-reported
Sprinklr AI Agents · · Claim ID
sprinklr-actionsProduct information · Human handoff
Sprinklr states AI Agents "intelligently escalate to human agents when needed", and its conversational IVR can "route calls to the right agents" with agent transfer.Vendor-reported
Sprinklr AI Agents / Sprinklr Conversational IVR · · Claim ID
sprinklr-handoffProduct information · Target customer size
Reported deployments are large-enterprise in scale, including a telecom group running Sprinklr across more than 11,000 agent seats, with no publicly documented small-business tier for the AI agent capability.Independent report
Sprinklr Service and the Shift from AI Explainability to AI Assurance · · Claim ID
sprinklr-target-sizeProduct information · Vendor-reported performance claims
Sprinklr publishes a customer example stating Heineken Brazil "Handles 78% of cases without agent intervention using AI", and claims its conversational IVR can "reduce costs by deflecting up to 70% of inbound calls".Vendor-reported
Sprinklr Service — Customer Service Software · · Claim ID
sprinklr-vendor-metricsProduct positioning
Sprinklr states its AI Agents cover customer support, outbound sales and commerce use cases, and they run inside Sprinklr Service alongside the case management and agent tooling sold to human teams. That places the reviewed capability in service plus sales and broad platform.Editorial assessment
Editorial assessment of Sprinklr AI Agents · · Claim ID
sprinklr-positioning
Talkdesk
Current profileAdded to the catalog with 26 claims and 7 rows with evidence.
The 26 claims published at launch
Documented capabilities
Talkdesk states that its AI agents support more than 59 languages and are trained to handle accents, slang and idioms.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-languages-breadthDocumented capabilities
Trade coverage of the Autopilot launch reports it ships pre-trained on banking, credit-union and retail scenarios with prebuilt flows, including resolving requests such as 'Cancel an Item in My Order' without model training or flow-building.Independent report
Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail · · Claim ID
talkdesk-prebuilt-vertical-agentsDocumented capabilities
Talkdesk says its AI agents use a Multi-Context Protocol (MCP) that lets them securely discover, invoke and exchange information with external tools and services.Vendor-reported
Talkdesk AI Agents / Multi-Agent Orchestration · · Claim ID
talkdesk-mcp-toolingDocumented capabilities
Talkdesk publishes a named customer containment figure, stating that Quadient reached a 60% containment rate after launching Talkdesk compared with 33% previously.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-named-containment-caseLimitations and implementation conditions
Talkdesk's public pricing page lists per-user plans from $85 to $225 per user per month but does not price Autopilot or AI Agents, directing buyers to contact sales for add-ons.Vendor-reported
Talkdesk Pricing · · Claim ID
talkdesk-no-public-ai-pricingLimitations and implementation conditions
Talkdesk was named as a co-defendant alongside customer LegalShield in a proposed California class action alleging customer communications were intercepted and routed to Talkdesk servers for AI transcription and analysis without consent — the second such suit involving a Talkdesk customer.Independent report
Not Again! A Second Talkdesk Customer Is Sued for Its Use of Contact Center AI · · Claim ID
talkdesk-ai-recording-lawsuitLimitations and implementation conditions
In a May 2026 interview Talkdesk's VP of AI framed contact-centre AI as commonly opaque — 'It's totally impossible, or irresponsible, not to understand and just trust a black box machine' — with session-level execution traces and failure diagnostics arriving only in the newly launched CXA Operations Center.Independent report
Talkdesk Calls Out the AI Hype Machine – And Offers a Way Out · · Claim ID
talkdesk-observability-gap-until-2026Limitations and implementation conditions
Talkdesk holds a 1.5 out of 5 Trustpilot rating across 871 reviews, with recurring complaints about billing and auto-renewal practices, support responsiveness, implementation timelines and one reviewer calling the low-code configuration 'one of the most unintuitive systems I've worked with'; the reviews concern Talkdesk as a vendor rather than the AI agent specifically.Independent report
Talkdesk Reviews — Trustpilot · · Claim ID
talkdesk-trustpilot-company-ratingOrders · vendor capability
Talkdesk states Autopilot handles common customer queries such as orders, returns and billing across voice and digital channels.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-fit-orders-vendorOrders · independent report
Trade coverage of Talkdesk AI Agents for Retail reports the agents handle customer authentication, real-time order updates and address modifications, integrating with existing commerce platforms and APIs.Independent report
Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI · · Claim ID
talkdesk-fit-orders-indep-2025Orders · independent report
Coverage of the Autopilot launch lists retail actions including order status inquiries, delivery scheduling, shipment tracking and address changes.Independent report
Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail · · Claim ID
talkdesk-fit-orders-indep-2024Returns · vendor capability
Talkdesk lists returns among the common customer queries Autopilot is designed to resolve.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-fit-returns-vendorBilling · vendor capability
Talkdesk lists billing among the common customer queries Autopilot is designed to resolve.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-fit-billing-vendorAccount issues · independent report
Trade coverage reports Autopilot's banking configuration covers account balance access, transaction history retrieval, fund transfers and card management, integrating with core banking processors.Independent report
Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail · · Claim ID
talkdesk-fit-account-indepHuman handoff · vendor capability
Talkdesk states Autopilot seamlessly redirects customers to a human agent when it detects a complex case requiring human expertise.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-fit-handoff-vendorHuman handoff · independent report
Trade coverage of Talkdesk AI Agents for Retail reports the agents support routing to in-store specialists, escalating from AI to a human when necessary.Independent report
Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI · · Claim ID
talkdesk-fit-handoff-indepProduct information · Deployment model
Talkdesk describes itself as a cloud-based contact centre software platform, with Autopilot delivered as part of that hosted platform rather than as self-hosted software.Vendor-reported
Talkdesk — Homepage · · Claim ID
talkdesk-cmp-deploymentProduct information · Channels
Talkdesk says its AI agents connect interactions across voice, digital, email and web, and describes Autopilot as resolving requests across voice and digital channels.Vendor-reported
Talkdesk AI Agents / Multi-Agent Orchestration · · Claim ID
talkdesk-cmp-channelsProduct information · Languages
Talkdesk states its AI agents support more than 59 languages so customers can interact in their preferred language.Vendor-reported
Talkdesk AI Agents / Multi-Agent Orchestration · · Claim ID
talkdesk-cmp-languagesProduct information · Help desk and CRM integrations
Talkdesk Embedded places Talkdesk tooling inside Salesforce, ServiceNow, Dynamics, Pega, Oracle and Zendesk, though the reported scope covers Workspace, Conversations and the agent-assist Copilot rather than Autopilot AI agents.Independent report
Talkdesk Introduces an Offering That Embeds CCaaS Tools Into CRM Platforms · · Claim ID
talkdesk-cmp-helpdesksProduct information · Knowledge sources
Talkdesk states Autopilot draws on Talkdesk Knowledge Management to search, review and extract the correct information, with the Talkdesk Data Cloud aggregating interaction data across systems of record, channels and knowledge sources.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-cmp-knowledgeProduct information · Actions in backend systems
Talkdesk says its AI agents invoke external tools and services through a Multi-Context Protocol (MCP), and trade coverage reports integrations with core banking processors and e-commerce systems for actions such as fund transfers, card management and address changes.Vendor-reported
Talkdesk AI Agents / Multi-Agent Orchestration · · Claim ID
talkdesk-cmp-actionsProduct information · Human handoff
Talkdesk states Autopilot redirects customers to a human agent when it detects a complex case requiring human expertise, and works with Talkdesk Navigator for dynamic routing.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-cmp-handoffProduct information · Target customer size
Procurement data from Vendr puts the median Talkdesk contract at $88,536 per year across 53 analysed deals, ranging from $16,566 to $768,775, and segments buyers into small teams of 10-25 agents, mid-market of 25-100 agents and enterprise of 100+ agents; the figures cover Talkdesk contracts overall rather than the AI agent alone, with AI capabilities reported to add $15-$30+ per agent per month.Independent report
Talkdesk Pricing Buyer Guide — Vendr · · Claim ID
talkdesk-cmp-targetsizeProduct information · Vendor-reported performance claims
Talkdesk publishes customer-attributed figures including a 60% containment rate at Quadient versus 33% previously, a 40% containment rate at UNFCU within the first week, an 89% improved service level at Michaels and a 5.3% abandonment-rate reduction at BankUnited.Vendor-reported
Talkdesk Autopilot — Self-Service Experience · · Claim ID
talkdesk-cmp-vendormetricsProduct positioning
Autopilot is the self-service layer of the Talkdesk contact-centre platform, sold above per-seat plans that include the human agent workspace, routing and workforce products. That places the reviewed capability in support operations and broad platform.Editorial assessment
Editorial assessment of Talkdesk Autopilot · · Claim ID
talkdesk-positioning
Yellow.ai
Current profileAdded to the catalog with 25 claims and 5 rows with evidence.
The 25 claims published at launch
Documented capabilities
Yellow.ai's channel documentation lists 24 individually documented channels, including WhatsApp, Instagram, Facebook Messenger, Microsoft Teams, Slack, SMS, Telegram, Viber, Line, Zalo, Apple Business Chat, Google Business Messages and email.Vendor-reported
Channel configuration overview (Yellow.ai docs) · · Claim ID
yellow-ai-channels-breadthDocumented capabilities
Vendor documentation states the agent can create and update Freshdesk tickets, fetch ticket details, retrieve agent info, create notes and add watchers, and can create leads and opportunities in Salesforce, HubSpot, Microsoft Dynamics 365 and Zoho CRM.Vendor-reported
App configuration overview (Yellow.ai docs) · · Claim ID
yellow-ai-helpdesk-actionsDocumented capabilities
Capterra shows an aggregate rating of 4.5 out of 5 across 37 reviews, with sub-scores of 4.4 for ease of use, 4.4 for customer service and 4.3 for value for money.Independent report
Yellow.ai reviews (Capterra) · · Claim ID
yellow-ai-capterra-ratingDocumented capabilities
Yellow.ai publishes a free tier including 500 resolutions per month and then charges $0.99 per resolution, alongside Basic and quote-only Enterprise tiers.Vendor-reported
Yellow.ai pricing · · Claim ID
yellow-ai-pricing-publishedLimitations and implementation conditions
A Capterra reviewer states that customer support can be slow to respond to inquiries, and another says the platform can be pricey compared to other AI-powered solutions.Independent report
Yellow.ai reviews (Capterra) · · Claim ID
yellow-ai-support-responsivenessLimitations and implementation conditions
Yellow.ai's unclaimed Trustpilot profile carries a score of 2.9 from only two reviews, one of which says the company's customer service and escalation process are deeply lacking with no clear path to reach a human supervisor, while calling the technology itself capable.Independent report
Yellow.ai reviews (Trustpilot) · · Claim ID
yellow-ai-trustpilot-thinLimitations and implementation conditions
The public knowledge base documentation does not state which source formats can be ingested, nor file size or volume limits, so retrieval scope cannot be verified from published docs.Editorial assessment
Editorial assessment of Yellow.ai's public documentation · · Claim ID
yellow-ai-kb-limits-undocumentedLimitations and implementation conditions
Independent evaluation of the customer-service agent is scarce: searches of trade press and analyst outlets returned no accessible articles assessing the product, and Gartner Peer Insights blocked retrieval.Editorial assessment
Editorial assessment of available independent coverage on 20 September 2026 · · Claim ID
yellow-ai-independent-coverage-thinLimitations and implementation conditions
Vendor figures disagree between channels: documentation lists 24 channels while marketing says 35 or more, the homepage says 650 brands while the vendor's own review-site listing says 1,100 clients, and the agent is credited with 135 languages against 500 or more for a newer voice product.Editorial assessment
Editorial assessment comparing Yellow.ai's documentation against its marketing pages · · Claim ID
yellow-ai-figure-conflictsHuman handoff · vendor capability
Yellow.ai documents two escalation tools: Escalate to Agent, which routes chat into Inbox queues with round-robin, least-busy or specific-group assignment and passes a conversation summary to the human agent, and Transfer Call, which forwards voice calls over PSTN or SIP with custom headers for context.Vendor-reported
Escalation (Yellow.ai docs) · · Claim ID
yellow-ai-fit-handoff-vendorProduct questions · vendor capability
Yellow.ai documents a knowledge base tool that indexes a website or uploaded document set so the agent can answer from that content.Vendor-reported
Knowledge base tool (Yellow.ai docs) · · Claim ID
yellow-ai-fit-kb-vendorEnterprise · vendor capability
Yellow.ai publishes an Enterprise tier with unlimited agents, unlimited chat sessions, access to all channels and SOC 2, GDPR and ISO compliance, priced by quote.Vendor-reported
Yellow.ai pricing · · Claim ID
yellow-ai-fit-enterprise-vendorEnterprise · independent report
A Capterra reviewer reports achieving 50% ticket deflection with 95% customer satisfaction using the platform.Independent report
Yellow.ai reviews (Capterra) · · Claim ID
yellow-ai-fit-enterprise-indep-deflectionEnterprise · independent report
A regional platforms lead in telecommunications reviewing on Capterra cites the platform's core strength in South East Asian regional languages and dialects.Independent report
Yellow.ai reviews (Capterra) · · Claim ID
yellow-ai-fit-enterprise-indep-languageSmall businesses · vendor capability
Yellow.ai offers a self-serve free tier limited to one agent, limited channels and 1,000 records, including 500 resolutions per month before per-resolution charges apply.Vendor-reported
Yellow.ai pricing · · Claim ID
yellow-ai-fit-small-vendorProduct information · Deployment model
Delivered as a cloud platform; no self-hosted or on-premises option is published on the pricing page.Vendor-reported
Yellow.ai pricing · · Claim ID
yellow-ai-cmp-deploymentProduct information · Channels
Documentation lists 24 configurable channels including WhatsApp, web widget, email, SMS, Instagram, Facebook Messenger, Microsoft Teams, Slack, Telegram, Viber, Line, Zalo, Apple Business Chat and Google Business Messages, while the pricing page markets 35 or more channels on paid tiers.Vendor-reported
Channel configuration overview (Yellow.ai docs) · · Claim ID
yellow-ai-cmp-channelsProduct information · Languages
Yellow.ai states its agents interact in over 135 languages.Vendor-reported
Customer service automation (Yellow.ai) · · Claim ID
yellow-ai-cmp-languagesProduct information · Help desk and CRM integrations
Documented help desk and CRM integrations include Freshdesk, Freshservice, ServiceNow, Zendesk, Salesforce Service Cloud, HubSpot, Microsoft Dynamics 365 and Zoho CRM, with live-agent handoff connectors for Zendesk, Salesforce, ServiceNow, Genesys Cloud, Intercom and Amazon.Vendor-reported
App configuration overview (Yellow.ai docs) · · Claim ID
yellow-ai-cmp-helpdesksProduct information · Knowledge sources
The agent answers from a knowledge base tool that indexes a website or a document set uploaded to Yellow.ai's Knowledge Hub; public documentation does not enumerate supported formats or ingestion limits.Vendor-reported
Knowledge base tool (Yellow.ai docs) · · Claim ID
yellow-ai-cmp-knowledgeProduct information · Actions in backend systems
Through Freshdesk the agent can create and update tickets, fetch details, modify forms, retrieve agent info, create notes and add watchers; through ServiceNow it can update tickets and access FAQ repositories; and through Salesforce, HubSpot, Dynamics 365 and Zoho it can create leads and opportunities.Vendor-reported
App configuration overview (Yellow.ai docs) · · Claim ID
yellow-ai-cmp-actionsProduct information · Human handoff
An Escalate to Agent tool places chat conversations in Inbox queues with configurable priority and assignment and delivers a conversation summary to the human agent, plus a Transfer Call tool for PSTN forwarding or SIP transfer on voice.Vendor-reported
Escalation (Yellow.ai docs) · · Claim ID
yellow-ai-cmp-handoffProduct information · Target customer size
Positions itself as an enterprise-grade agentic AI platform trusted by more than 650 brands, while also offering a self-serve free tier for single-agent use.Vendor-reported
Yellow.ai homepage · · Claim ID
yellow-ai-cmp-targetsizeProduct information · Vendor-reported performance claims
Yellow.ai states one customer automates more than 70% of customer interactions and another reached a 50% deflection rate within six weeks.Vendor-reported
Yellow.ai homepage · · Claim ID
yellow-ai-cmp-metricsProduct positioning
The reviewed agent is scoped to customer service and documents live-agent handoff into Zendesk, Salesforce, ServiceNow, Genesys and Intercom, so it is built to run against a help desk it does not require the buyer to adopt, while supplying its own builder, channel and knowledge tooling. That places it in support operations and connected suite.Editorial assessment
Editorial assessment of the Yellow.ai service agent · · Claim ID
yellow-ai-positioning
Zendesk AI Agents
Current profileAdded to the catalog with 28 claims and 10 rows with evidence.
The 28 claims published at launch
Documented capabilities
AI agents can use multiple Zendesk help centres and connected external sources. The documentation distinguishes authenticated access to restricted articles from public-only access for unauthenticated customers.Vendor-reported
Connecting knowledge sources to power generative replies in AI agents (Zendesk help) · · Claim ID
zendesk-knowledge-accessDocumented capabilities
In a Zendesk-published case study, Babbel describes connecting backend APIs so customers can check and manage subscriptions. This is a named implementation example, published by the vendor rather than independently tested by this portal.Vendor-reported
Zendesk AI speaks Babbel's language (vendor-published customer story) · · Claim ID
zendesk-subscription-exampleDocumented capabilities
Zendesk documents ticket-routing rules based on intent, sentiment, priority, and agent group. For example, negative-sentiment tickets can be assigned to a specialist team when those rules are configured.Vendor-reported
Routing automatically triaged tickets using omnichannel routing (Zendesk help) · · Claim ID
zendesk-human-routingLimitations and implementation conditions
In September 2026, community members Paul30 and Fiona11 reported overly long email answers; Paul30 also described repeated troubleshooting suggestions despite information about completed steps. These are reports about their setups, not a measured failure rate across Zendesk deployments.Independent report
Paul30 and Fiona11: response length and repeated troubleshooting (Zendesk Community) · · Claim ID
zendesk-email-response-caveatLimitations and implementation conditions
Kārlis Stenders reported a 128-character reason-for-contact field during an Advanced AI Agent messaging migration and described a custom workaround. His follow-up corrected a setting that could submit tickets before contact details were collected. This is a configuration-specific report.Independent report
Kārlis Stenders: Advanced AI Agent escalation form (Zendesk Community) · · Claim ID
zendesk-handoff-form-caveatLimitations and implementation conditions
The April 2026 multilingual voice announcement describes an early access programme, with 10 languages available and additional languages planned. Confirm current voice access and the required language; general multilingual marketing does not establish voice parity.Vendor-reported
Multilingual support for voice AI agents: April 2026 EAP announcement (Zendesk help) · · Claim ID
zendesk-voice-availability-caveatLimitations and implementation conditions
Zendesk says external knowledge is normally refreshed every 24 hours, while help-centre searches use current content. A recently changed external policy may therefore be absent until the next sync.Vendor-reported
Connecting knowledge sources to power generative replies in AI agents (Zendesk help) · · Claim ID
zendesk-external-knowledge-freshnessBilling · vendor capability
Zendesk's Babbel case study describes subscription-status answers and self-service subscription management through Babbel's backend APIs. It does not establish general invoice, refund, or charge-dispute performance.Vendor-reported
Zendesk AI speaks Babbel's language (vendor-published customer story) · · Claim ID
zendesk-billing-subscription-exampleOrders · vendor capability
Zendesk documents an order-status use case and a separate integration path using API calls to retrieve order data. Implementation differs for AI Agents Advanced.Vendor-reported
How can I link my AI agent with my customer orders? (Zendesk help) · · Claim ID
zendesk-orders-use-caseReturns · vendor capability
Zendesk lists returns and refund requests as topics that can trigger a configured procedure, dialogue, or reply. Defining the topic alone does not implement a return or issue a refund.Vendor-reported
Creating use cases for AI agents (Zendesk help) · · Claim ID
zendesk-returns-use-caseProduct questions · vendor capability
Zendesk documents generated answers from connected help centres and external knowledge sources, with article permissions applied to restricted content.Vendor-reported
Connecting knowledge sources to power generative replies in AI agents (Zendesk help) · · Claim ID
zendesk-product-questions-knowledge-sourcesAccount issues · vendor capability
Zendesk's industry guidance lists password resets and subscription updates as AI-agent use cases. It does not provide evidence that every identity or account-recovery flow is preconfigured.Vendor-reported
Best practices for using Zendesk AI in your industry (Zendesk help) · · Claim ID
zendesk-account-issues-password-resetsComplaints · vendor capability
Zendesk documents platform triggers that route negative-sentiment tickets to a selected group and set priority. This supports complaint routing; it does not demonstrate autonomous complaint resolution.Vendor-reported
Routing automatically triaged tickets using omnichannel routing (Zendesk help) · · Claim ID
zendesk-complaints-routingHuman handoff · vendor capability
Zendesk states that its AI agents can escalate to human teams with conversation context.Vendor-reported
Zendesk AI Agents product overview · · Claim ID
zendesk-fit-handoff-vendorHuman handoff · independent report
Kārlis Stenders describes collecting an issue description conversationally so it appears in the transcript during an Advanced AI Agent messaging handoff. The same post reports form limitations and corrects a custom workaround; it does not quantify reliability.Independent report
Kārlis Stenders: Advanced AI Agent escalation form (Zendesk Community) · · Claim ID
zendesk-human-handoff-transcript-carryoverSmall businesses · vendor capability
Zendesk includes AI-agent access in Support and Suite plans; advanced features and add-ons depend on the selected package.Vendor-reported
Zendesk plans and AI agent availability · · Claim ID
zendesk-small-plan-availabilityMid-market · vendor capability
Zendesk describes Suite as a multi-channel service package with ticketing, messaging, help-centre content, and AI agents.Vendor-reported
Zendesk plans and AI agent availability · · Claim ID
zendesk-midmarket-workflowsEnterprise · vendor capability
Zendesk lists enterprise options with approval workflows, sandbox access, and custom roles. These are package capabilities, not a guarantee that every AI workflow meets enterprise requirements.Vendor-reported
Zendesk plans and AI agent availability · · Claim ID
zendesk-fit-enterprise-vendorProduct information · Deployment model
Vendor-hosted service within Zendesk Support and Suite. Feature access and advanced integrations vary by package.Vendor-reported
Zendesk plans and AI agent availability · · Claim ID
zendesk-cmp-deploymentProduct information · Channels
Zendesk advertises web, mobile, social, email, and voice. Check channel-specific documentation and availability for the selected agent.Vendor-reported
Zendesk AI Agents product overview · · Claim ID
zendesk-cmp-channelsProduct information · Languages
Zendesk advertises support for 80 languages. Confirm the required channel separately; the voice announcement describes an early access rollout rather than identical availability everywhere.Vendor-reported
Zendesk AI Agents product overview · · Claim ID
zendesk-cmp-languagesProduct information · Help desk and CRM integrations
Native Zendesk deployment is the scope of this profile. Zendesk also markets Forethought agents for other service platforms; confirm those connectors and capabilities separately.Vendor-reported
Zendesk AI Agents product overview · · Claim ID
zendesk-cmp-helpdesksProduct information · Knowledge sources
Zendesk help centres and external content brought in through crawlers or knowledge connectors. External content reflects its most recent sync.Vendor-reported
Connecting knowledge sources to power generative replies in AI agents (Zendesk help) · · Claim ID
zendesk-cmp-knowledgeProduct information · Actions in backend systems
Zendesk documents API calls for live order lookups, with a different implementation path for AI Agents Advanced. Confirm required write actions and permissions separately.Vendor-reported
How can I link my AI agent with my customer orders? (Zendesk help) · · Claim ID
zendesk-cmp-actionsProduct information · Human handoff
Escalates to human teams with context according to Zendesk. Confirm queue routing, contact details, and reply-channel behavior in the intended setup.Vendor-reported
Zendesk AI Agents product overview · · Claim ID
zendesk-cmp-handoffProduct information · Target customer size
Support and Suite plans span different service needs, with enterprise options available. Company size is not a tested suitability criterion.Vendor-reported
Zendesk plans and AI agent availability · · Claim ID
zendesk-cmp-targetsizeProduct information · Vendor-reported performance claims
Zendesk's Babbel story reports more than 50% AI automation. This is a vendor-published customer result, not our benchmark or an expected rate for another business.Vendor-reported
Zendesk AI speaks Babbel's language (vendor-published customer story) · · Claim ID
zendesk-cmp-vendormetricsProduct positioning
We place the native Zendesk offering in support operations and broad platform because its AI agents sit alongside knowledge, ticketing, and human support. This is a scope assessment, not a performance ranking.Editorial assessment
Zendesk AI Agents product overview · · Claim ID
zendesk-ai-agents-positioning
Recorded before launch
Notes the profile carried when it went live, from research before launch.
Added editorial product positioning with its scope, rationale, and vendor source. Source
Rechecked product documentation, a named customer example, and firsthand community reports. Removed launch coverage as independent success evidence, replaced blanket fit judgments with conditional scenarios, and distinguished setup prerequisites from failures. Source
Integrity
- State after this release
- sha256:2be44828f27860c88a77ed7f34c8e471e87a178b443209fe93c5dfebf6d13437
SHA-256 of the canonical JSON of every record after this release. Replaying the journal from the first release reproduces it; the build recomputes every digest and refuses a journal that does not. How the changelog works.