--- pair: freddy-ai-vs-kore-ai page_url: https://ai-agent.review/compare/freddy-ai-vs-kore-ai record_url: https://ai-agent.review/compare/freddy-ai-vs-kore-ai.md agents: [freddy-ai, kore-ai] tested_performance: not-yet-tested facts_checked_at: 2026-09-20 --- # Freddy AI Agent vs Kore.ai Comparing **Freddy AI Agent** (Freshworks, https://ai-agent.review/agents/freddy-ai.md) and **Kore.ai** (Kore.ai, https://ai-agent.review/agents/kore-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 | Freddy AI Agent | Kore.ai | | --- | --- | --- | | Billing | Not established | Not established | | Orders | Not established | Not established | | Returns | Not established | Not established | | Product questions | Caveat documented | Vendor-documented | | Account issues | Not established | Not established | | Complaints | Not established | Not established | | Human handoff | Not established | External report | | Small businesses | External report | Not established | | Mid-market | External report | Not established | | Enterprise | Not established | External report | Evidence for each verdict is listed per agent below. ### Freddy AI Agent: 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 — Caveat documented - **Vendor capability:** Freshworks states that Freddy delivers answers backed by a verified knowledge base, reducing hallucinations and building customer trust. _(Vendor-reported, checked 20 Sept 2026; source: [What is an AI agent and how does it work?](https://www.freshworks.com/freshdesk/ai-agent/); claim id: `freddy-ai-kb-grounded`)_ - **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, published 27 Aug 2026, checked 20 Sept 2026; source: [AI Agent not displaying knowledgebase info correctly](https://community.freshworks.com/ai-bots-11359/ai-agent-not-displaying-knowledgebase-info-correctly-47188); claim id: `freddy-ai-kb-failure`)_ > Single customer report on the vendor's own public forum; scope and frequency of the defect are unknown. ### 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 — Not established No public source was found that settles this. ### Small businesses — External report - **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, checked 20 Sept 2026; source: [Freshdesk Pricing](https://www.freshworks.com/freshdesk/pricing/); claim id: `freddy-ai-small-plan`)_ - **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, checked 20 Sept 2026; source: [Freshworks Software Pricing Guide](https://www.vendr.com/buyer-guides/freshworks); claim id: `freddy-ai-vendr-small`)_ > The Vendr contract data covers Freshworks products generally, not Freddy AI Agent in isolation; the agent is bundled into those same plans. ### Mid-market — External report - **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, checked 20 Sept 2026; source: [Freshdesk Pricing](https://www.freshworks.com/freshdesk/pricing/); claim id: `freddy-ai-midmarket-plan`)_ - **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, checked 20 Sept 2026; source: [Freshworks Software Pricing Guide](https://www.vendr.com/buyer-guides/freshworks); claim id: `freddy-ai-vendr-midmarket`)_ > As with the small-business row, Vendr's figures describe Freshworks contracts overall rather than the AI agent line item. ### Enterprise — Not established No public source was found that settles this. ### Kore.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:** 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, checked 20 Sept 2026; source: [Knowledge bases and knowledge tools - Kore.ai Agent Platform documentation](https://koreai.mintlify.app/agent-platform/knowledge.md); claim id: `kore-ai-fit-knowledge-vendor`)_ > No independent, non-vendor evidence of answer quality on product questions was found during this check, so this area is evidenced by vendor documentation only. ### 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 — External report - **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, checked 20 Sept 2026; source: [Escalation to human agent - Kore.ai Agent Platform documentation](https://koreai.mintlify.app/agent-platform/escalate.md); claim id: `kore-ai-fit-handoff-vendor`)_ - **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, published 21 May 2026, checked 20 Sept 2026; source: [Kore.ai Makes Its Third Wave Play, Multi-Agent Orchestration For CX](https://www.cxtoday.com/ai-automation-in-cx/kore-ai-makes-its-third-wave-play-multi-agent-orchestration-for-cx/); claim id: `kore-ai-fit-handoff-cxtoday`)_ > The same CX Today piece flags context preservation across agent handoffs as the thing buyers should verify; Kore.ai's own documentation lists missing conversation_history and incomplete on_human_complete handlers as implementation failure points. ### 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:** 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, checked 20 Sept 2026; source: [Kore.ai Agent Platform documentation](https://docs.kore.ai/agent-platform/); claim id: `kore-ai-fit-enterprise-vendor`)_ - **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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-fit-enterprise-cxtoday`)_ ## Product information | Attribute | Freddy AI Agent | Kore.ai | | --- | --- | --- | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | Languages | Unknown | Unknown | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | Human handoff | Unknown | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, checked 20 Sept 2026) | | 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, checked 20 Sept 2026) | 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, 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 | Freddy AI Agent | Kore.ai | | --- | --- | --- | | Retail and e-commerce | Vendor-documented | External report | | Financial services | Not established | External report | | Telecommunications | Not established | Not established | | Travel and hospitality | Not established | Not established | | Healthcare | Not established | External report | | Public sector and education | Not established | Not established | | Logistics and delivery | Not established | Not established | Evidence for each industry is listed per agent below. ### Freddy AI Agent: industry evidence ### Retail and e-commerce — Vendor-documented - 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, checked 20 Sept 2026; source: [What is an AI agent and how does it work?](https://www.freshworks.com/freshdesk/ai-agent/); claim id: `freddy-ai-vendor-metrics`)_ > A named retailer appears only in a case study Freshworks published itself. The figures are the vendor's and are not independently reported. ### Financial services — Not established No reviewed source places this product in this industry. ### Telecommunications — Not established No reviewed source places this product in this industry. ### 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. ### Kore.ai: industry evidence ### Retail and e-commerce — External report - 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, checked 20 Sept 2026; source: [AI for Service - Kore.ai](https://www.kore.ai/ai-for-service); claim id: `kore-ai-cmp-vendormetrics`)_ - 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-fit-enterprise-cxtoday`)_ - 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-cmp-targetsize`)_ > Retail appears in CX Today's account of the customer base, and the vendor reports a handle-time reduction at an unnamed ecommerce company. ### Financial services — External report - 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, checked 20 Sept 2026; source: [AI for Service - Kore.ai](https://www.kore.ai/ai-for-service); claim id: `kore-ai-cmp-vendormetrics`)_ - 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-fit-enterprise-cxtoday`)_ - 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-cmp-targetsize`)_ > CX Today places Kore.ai's customer base in banking; the vendor reports unnamed outcomes at a retail bank and a financial services firm. The independent source describes who buys the platform, not how well it resolves a banking conversation. ### Telecommunications — Not established No reviewed source places this product in this industry. ### Travel and hospitality — Not established No reviewed source places this product in this industry. ### Healthcare — External 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-fit-enterprise-cxtoday`)_ - 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, published 10 Feb 2026, checked 20 Sept 2026; source: [Why Kore.ai Thinks AI ROI Finally Has A Clear Path](https://www.cxtoday.com/ai-automation-in-cx/why-kore-ai-thinks-ai-roi-finally-has-a-clear-path/); claim id: `kore-ai-cmp-targetsize`)_ > CX Today names healthcare among the regulated sectors Kore.ai targets and sells into. No healthcare deployment outcome is reported, and the same coverage notes the vendor constrains autonomy in regulated settings. ### 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. ## Freddy AI Agent: evidence base The independent evidence behind these states comes mainly from analysts and trade press. Independent sources behind these verdicts: community.freshworks.com, vendr.com. By kind: analysts and trade press (2), other independent sources (1). 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. ## Kore.ai: evidence base The independent evidence behind these states comes mainly from analysts and trade press. Independent sources behind these verdicts: cxtoday.com. By kind: analysts and trade press (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