--- pair: polyai-vs-yellow-ai page_url: https://ai-agent.review/compare/polyai-vs-yellow-ai record_url: https://ai-agent.review/compare/polyai-vs-yellow-ai.md agents: [polyai, yellow-ai] tested_performance: not-yet-tested facts_checked_at: 2026-09-20 --- # PolyAI vs Yellow.ai Comparing **PolyAI** (PolyAI, https://ai-agent.review/agents/polyai.md) and **Yellow.ai** (Yellow.ai, https://ai-agent.review/agents/yellow-ai.md). Source-based review. This portal has not run a hands-on benchmark, so nothing here reports observed performance. No record contains a score, a rating or a benchmark result, and none will until the agents have actually been tested. Facts last checked 20 Sept 2026, the earlier of the two records. ## Fit comparison Each state describes what the reviewed sources establish about a workflow, not whether the product is good at it. Vendor-documented means the vendor documents the workflow. External report means a source outside the vendor discusses it. Caveat documented means a cited source describes a limitation or failure in a specific context; read it alongside any capability evidence. Not established means the reviewed sources do not settle it, which is not the same as the product being unable to do it. States are derived from the cited claims below, never stored. | Area | PolyAI | Yellow.ai | | --- | --- | --- | | Billing | External report | Not established | | Orders | External report | Not established | | Returns | Not established | Not established | | Product questions | Vendor-documented | Vendor-documented | | Account issues | Not established | Not established | | Complaints | Caveat documented | Not established | | Human handoff | Caveat documented | Vendor-documented | | Small businesses | Not established | Vendor-documented | | Mid-market | Not established | Not established | | Enterprise | External report | External report | Evidence for each verdict is listed per agent below. ### PolyAI: fit evidence ### Billing — External report - **Vendor capability:** PolyAI's integrations page lists "billing & payments" among the functions its agents perform against connected systems. _(Vendor-reported, checked 20 Sept 2026; source: [PolyAI — Integrations](https://poly.ai/integrations/); claim id: `polyai-billing-vendor`)_ - **Independent report:** TechCrunch reported that PolyAI's voice assistants complete tasks including payment processing for contact-centre callers. _(Independent report, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-billing-tc`)_ > PolyAI's own handoff documentation names billing disputes as an example of a conversation the agent escalates to a human rather than resolving. ### Orders — External report - **Vendor capability:** PolyAI's integrations page lists "order management" and "booking & reservations" among the supported agent functions. _(Vendor-reported, checked 20 Sept 2026; source: [PolyAI — Integrations](https://poly.ai/integrations/); claim id: `polyai-orders-vendor`)_ - **Independent report:** TechCrunch reported that PolyAI's system handles order status updates and reservation management on inbound calls. _(Independent report, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-orders-tc`)_ ### Returns — Not established No public source was found that settles this. ### Product questions — Vendor-documented - **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, checked 20 Sept 2026; source: [PolyAI Docs — Knowledge sources introduction](https://docs.poly.ai/knowledge/sources/introduction.md); claim id: `polyai-knowledge-vendor`)_ > URL ingestion is documented as limited to one level below the starting URL and a maximum of ten embedded pages, and the Zendesk and Gladly knowledge syncs are marked beta. Those constrain one ingestion route rather than the capability itself, so they are recorded here rather than as a gap. No independent evidence of answer quality was found, so the verdict stays unknown. ### Account issues — Not established No public source was found that settles this. ### Complaints — Caveat documented - **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, checked 20 Sept 2026; source: [PolyAI Docs — Voice channel: Handoffs](https://docs.poly.ai/voice-channel/handoffs.md); claim id: `polyai-complaints-gap`)_ ### Human handoff — Caveat documented - **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, checked 20 Sept 2026; source: [PolyAI Docs — Voice channel: Handoffs](https://docs.poly.ai/voice-channel/handoffs.md); claim id: `polyai-handoff-vendor`)_ - **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, checked 20 Sept 2026; source: [PolyAI Docs — Voice channel: Handoffs](https://docs.poly.ai/voice-channel/handoffs.md); claim id: `polyai-handoff-gap`)_ ### Small businesses — Not established No public source was found that settles this. ### Mid-market — Not established No public source was found that settles this. ### Enterprise — External report - **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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ - **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, published 19 Aug 2025, checked 20 Sept 2026; source: [Gartner Magic Quadrant for Conversational AI Platforms 2025: The Rundown](https://www.cxtoday.com/customer-analytics-intelligence/gartner-magic-quadrant-for-conversational-ai-platforms-2025-the-rundown/); claim id: `polyai-enterprise-gartner`)_ - **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, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-enterprise-tc-customers`)_ > Gartner's cautions in the same analysis concern inflexible consumption-based pricing and an immature channel partner network. ### Yellow.ai: fit evidence ### Billing — Not established No public source was found that settles this. ### Orders — Not established No public source was found that settles this. ### Returns — Not established No public source was found that settles this. ### Product questions — Vendor-documented - **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, checked 20 Sept 2026; source: [Knowledge base tool (Yellow.ai docs)](https://docs.yellow.ai/docs/nexus/build/tools/knowledge-base); claim id: `yellow-ai-fit-kb-vendor`)_ > Supported source formats and ingestion limits are not stated on the public documentation page. ### Account issues — Not established No public source was found that settles this. ### Complaints — Not established No public source was found that settles this. ### Human handoff — Vendor-documented - **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, checked 20 Sept 2026; source: [Escalation (Yellow.ai docs)](https://docs.yellow.ai/docs/nexus/build/tools/escalation); claim id: `yellow-ai-fit-handoff-vendor`)_ > The escalation documentation notes routing rules cannot name a tool, so escalation must be triggered from the agent's instructions rather than routing logic, and warns that malformed SIP headers can drop calls during voice transfer. Both are authoring constraints with documented workarounds rather than capability gaps. ### Small businesses — Vendor-documented - **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, checked 20 Sept 2026; source: [Yellow.ai pricing](https://yellow.ai/pricing/); claim id: `yellow-ai-fit-small-vendor`)_ > One Capterra reviewer describes the platform as pricey relative to other AI-powered solutions, which bears on affordability beyond the free tier. ### Mid-market — Not established No public source was found that settles this. ### Enterprise — External report - **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, checked 20 Sept 2026; source: [Yellow.ai pricing](https://yellow.ai/pricing/); claim id: `yellow-ai-fit-enterprise-vendor`)_ - **Independent report:** A Capterra reviewer reports achieving 50% ticket deflection with 95% customer satisfaction using the platform. _(Independent report, checked 20 Sept 2026; source: [Yellow.ai reviews (Capterra)](https://www.capterra.com/p/194013/Yellow-Messenger/); claim id: `yellow-ai-fit-enterprise-indep-deflection`)_ - **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, checked 20 Sept 2026; source: [Yellow.ai reviews (Capterra)](https://www.capterra.com/p/194013/Yellow-Messenger/); claim id: `yellow-ai-fit-enterprise-indep-language`)_ ## Product information | Attribute | PolyAI | Yellow.ai | | --- | --- | --- | | 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, checked 20 Sept 2026) | Delivered as a cloud platform; no self-hosted or on-premises option is published on the pricing page. (Vendor-reported, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | Yellow.ai states its agents interact in over 135 languages. (Vendor-reported, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | Vendor-reported performance claims | Unknown | Yellow.ai states one customer automates more than 70% of customer interactions and another reached a 50% deflection rate within six weeks. (Vendor-reported, checked 20 Sept 2026) | Full source links for each attribute are in the per-agent records linked above. ## Industry comparison An industry state says where the cited sources place the product, not how well it performed there. The same four states and the same rubric apply. Industry entries cite claims published in the agent's own record, by id, so a source is never stored twice and the two copies can never disagree. An industry with no entry is unknown, which is a gap in the public record rather than a finding. | Industry | PolyAI | Yellow.ai | | --- | --- | --- | | Retail and e-commerce | Vendor-documented | Not established | | Financial services | Vendor-documented | Not established | | Telecommunications | Vendor-documented | External report | | Travel and hospitality | External report | Not established | | Healthcare | Vendor-documented | Not established | | Public sector and education | External report | Not established | | Logistics and delivery | External report | Not established | Evidence for each industry is listed per agent below. ### PolyAI: industry evidence ### Retail and e-commerce — Vendor-documented - 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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ > Retail and restaurants are among the marketed verticals. The claim is the vendor's positioning of the product. ### Financial services — Vendor-documented - 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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ > Financial services and insurance appear in the nine industries PolyAI markets to. A marketed vertical is a statement of intent, not evidence of a deployment. ### Telecommunications — Vendor-documented - 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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ > Telecom is one of the nine marketed industries, sourced to PolyAI's own homepage. ### Travel and hospitality — External report - 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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ - TechCrunch reported PolyAI's customers included FedEx and Marriott alongside dozens of enterprise and government clients handling millions of interactions monthly. _(Independent report, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-enterprise-tc-customers`)_ > Hotels are a marketed vertical, and TechCrunch separately named Marriott among the customers. The report names the account; it does not describe what the agent handles there. ### Healthcare — Vendor-documented - 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, checked 20 Sept 2026; source: [PolyAI homepage](https://poly.ai/); claim id: `polyai-enterprise-vendor`)_ > Healthcare is one of the nine industries on PolyAI's own homepage. No healthcare deployment is independently reported. ### Public sector and education — External report - TechCrunch reported PolyAI's customers included FedEx and Marriott alongside dozens of enterprise and government clients handling millions of interactions monthly. _(Independent report, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-enterprise-tc-customers`)_ > The same TechCrunch report refers to dozens of enterprise and government clients. Government clients are counted, not named or described. ### Logistics and delivery — External report - TechCrunch reported PolyAI's customers included FedEx and Marriott alongside dozens of enterprise and government clients handling millions of interactions monthly. _(Independent report, published 7 Sept 2022, checked 20 Sept 2026; source: [PolyAI lands $40M to handle contact center calls automatically](https://techcrunch.com/2022/09/07/polyai-lands-40m-to-handle-contact-center-calls-automatically/); claim id: `polyai-enterprise-tc-customers`)_ > TechCrunch named FedEx among PolyAI's customers. A named account in funding coverage, with no description of the workflows in use. ### Yellow.ai: industry evidence ### Retail and e-commerce — Not established No reviewed source places this product in this industry. ### Financial services — Not established No reviewed source places this product in this industry. ### Telecommunications — External 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, checked 20 Sept 2026; source: [Yellow.ai reviews (Capterra)](https://www.capterra.com/p/194013/Yellow-Messenger/); claim id: `yellow-ai-fit-enterprise-indep-language`)_ > The only independent source placing Yellow.ai in a sector is a Capterra reviewer working in telecommunications, writing about regional language coverage. One reviewer, on one dimension. ### Travel and hospitality — Not established No reviewed source places this product in this industry. ### Healthcare — Not established No reviewed source places this product in this industry. ### Public sector and education — Not established No reviewed source places this product in this industry. ### Logistics and delivery — Not established No reviewed source places this product in this industry. ## PolyAI: evidence base The independent evidence behind these states comes mainly from analysts and trade press. Independent sources behind these verdicts: cxtoday.com, techcrunch.com. By kind: analysts and trade press (4). Verdicts across agents are not directly comparable while the evidence behind them comes from different kinds of source. See https://ai-agent.review/methodology#evidence-asymmetry. ## Yellow.ai: evidence base The independent evidence behind these states comes mainly from practitioner forums and buyer reviews. Independent sources behind these verdicts: capterra.com. By kind: practitioner forums and buyer reviews (2). Verdicts across agents are not directly comparable while the evidence behind them comes from different kinds of source. See https://ai-agent.review/methodology#evidence-asymmetry. ## Corrections Factual corrections with a public source are accepted at corrections@ai-agent.review and answered within 14 days. Method: https://ai-agent.review/methodology