--- pair: freddy-ai-vs-polyai page_url: https://ai-agent.review/compare/freddy-ai-vs-polyai record_url: https://ai-agent.review/compare/freddy-ai-vs-polyai.md agents: [freddy-ai, polyai] tested_performance: not-yet-tested facts_checked_at: 2026-09-20 --- # Freddy AI Agent vs PolyAI Comparing **Freddy AI Agent** (Freshworks, https://ai-agent.review/agents/freddy-ai.md) and **PolyAI** (PolyAI, https://ai-agent.review/agents/polyai.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 | PolyAI | | --- | --- | --- | | Billing | Not established | External report | | Orders | Not established | External report | | Returns | Not established | Not established | | Product questions | Caveat documented | Vendor-documented | | Account issues | Not established | Not established | | Complaints | Not established | Caveat documented | | Human handoff | Not established | Caveat documented | | 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. ### 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. ## Product information | Attribute | Freddy AI Agent | PolyAI | | --- | --- | --- | | 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) | 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) | | 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) | 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) | | Languages | Unknown | 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) | | 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) | 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) | | 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) | 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) | | 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) | 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) | | Human handoff | Unknown | 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) | | 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) | 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) | | 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) | Unknown | 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 | PolyAI | | --- | --- | --- | | Retail and e-commerce | Vendor-documented | Vendor-documented | | Financial services | Not established | Vendor-documented | | Telecommunications | Not established | Vendor-documented | | Travel and hospitality | Not established | External report | | Healthcare | Not established | Vendor-documented | | Public sector and education | Not established | External report | | Logistics and delivery | Not established | External report | 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. ### 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. ## 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. ## 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. ## 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