---
pair: fin-vs-polyai
page_url: https://ai-agent.review/compare/fin-vs-polyai
record_url: https://ai-agent.review/compare/fin-vs-polyai.md
agents: [fin, polyai]
tested_performance: not-yet-tested
facts_checked_at: 2026-09-20
---

# Fin vs PolyAI

Comparing **Fin** (Intercom, https://ai-agent.review/agents/fin.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 | Fin | PolyAI |
| --- | --- | --- |
| Billing | Vendor-documented | External report |
| Orders | Vendor-documented | External report |
| Returns | Vendor-documented | Not established |
| Product questions | Vendor-documented | Vendor-documented |
| Account issues | Vendor-documented | Not established |
| Complaints | Vendor-documented | Caveat documented |
| Human handoff | Vendor-documented | Caveat documented |
| Small businesses | Vendor-documented | Not established |
| Mid-market | Vendor-documented | Not established |
| Enterprise | Vendor-documented | External report |

Evidence for each verdict is listed per agent below.

### Fin: fit evidence

### Billing — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin for enterprise](https://fin.ai/solutions/enterprise); claim id: `fin-billing-procedures`)_

> Illustrative scenario: a customer asks for an invoice copy. Give the workflow authenticated access to the correct account and a permitted retrieval action. A disputed charge needs separate policy and escalation rules; the source does not demonstrate reliable dispute adjudication.

### Orders — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin for Ecommerce explained (Intercom Help)](https://www.intercom.com/help/en/articles/14997821-fin-for-ecommerce-explained); claim id: `fin-orders-vendor`)_

> Illustrative scenario: a shopper asks where an order is. The reply needs a verified customer-to-order match and current delivery data. Check that lookup in the intended channel; shopping features in web Messenger do not establish equivalent functionality elsewhere.

### Returns — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin for Ecommerce explained (Intercom Help)](https://www.intercom.com/help/en/articles/14997821-fin-for-ecommerce-explained); claim id: `fin-returns-vendor`)_

> Illustrative scenario: a customer returns an eligible item. Configure the return window, exclusions, permitted refund action, and human review for exceptions. Listing a returns capability does not establish that a particular store policy is implemented correctly.

### Product questions — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin AI Agent explained (Intercom Help)](https://www.intercom.com/help/en/articles/7120684-fin-ai-agent-explained); claim id: `fin-product-questions-vendor`)_

> Illustrative scenario: a customer asks whether their subscription includes an export feature. Supply current plan-specific documentation and check that Fin distinguishes plans rather than combining incompatible answers. Documentation establishes the answering mechanism, not an accuracy rate.

### Account issues — Vendor-documented

- **Vendor capability:** Intercom describes account troubleshooting and identity verification as Procedure use cases, with configurable system access and branching logic. _(Vendor-reported, checked 20 Sept 2026; source: [Fin Procedures explained (Intercom Help)](https://www.intercom.com/help/en/articles/12495167-fin-procedures-explained); claim id: `fin-account-procedures`)_

> Illustrative scenario: an authenticated customer changes an account detail. Restrict which fields the workflow may update and route failed identity checks to a human. A support article explaining a password reset is different from permission to change credentials.

### Complaints — Vendor-documented

- **Vendor capability:** Fin documents escalation for explicit human requests, detected frustration, and repeated loops. Custom guidance can override default escalation behavior. _(Vendor-reported, checked 20 Sept 2026; source: [Manage Fin AI Agent's escalation guidance and rules (Intercom Help)](https://www.intercom.com/help/en/articles/12396892-manage-fin-ai-agent-s-escalation-guidance-and-rules); claim id: `fin-complaints-frustration`)_

> Illustrative scenario: a customer says repeated answers have not helped. Check that the configured guidance triggers handoff and preserves the issue history. Detecting frustration does not demonstrate that the complaint was resolved.

### Human handoff — Vendor-documented

- **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, checked 20 Sept 2026; source: [Manage Fin AI Agent's escalation guidance and rules (Intercom Help)](https://www.intercom.com/help/en/articles/12396892-manage-fin-ai-agent-s-escalation-guidance-and-rules); claim id: `fin-handoff-vendor`)_

> Illustrative scenario: a customer asks for a person after an unsuccessful answer. Verify the destination inbox, transcript transfer, and after-hours response. A handoff event alone does not show how quickly a human replies.

### Small businesses — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin for Startups](https://fin.ai/startups); claim id: `fin-small-offering`)_

> Illustrative scenario: a small team starts with common support questions and one monitored human inbox. Compare expected use and ongoing content maintenance with available staff. Programme eligibility and a product trial do not prove affordability or suitability for every small business.

### Mid-market — Vendor-documented

- **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, checked 20 Sept 2026; source: [Fin pricing and deployment options](https://fin.ai/pricing); claim id: `fin-midmarket-deployment`)_

> Illustrative scenario: a growing team keeps its help desk and adds one authenticated order lookup. Confirm connector coverage, ownership of failed actions, and routing before expanding. Team size alone is not evidence of a successful deployment.

### Enterprise — Vendor-documented

- **Vendor capability:** Fin markets an enterprise offering with workspace permission controls, activity logs, deployment services, and integrations with existing help desks. _(Vendor-reported, checked 20 Sept 2026; source: [Fin for enterprise](https://fin.ai/solutions/enterprise); claim id: `fin-enterprise-vendor`)_

> Illustrative scenario: several brands need different knowledge access and approval rules. Evaluate those boundaries and operational reporting in the planned workspace structure. An enterprise offering does not establish that all data-residency, retention, or approval requirements are met.

### 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 | Fin | PolyAI |
| --- | --- | --- |
| Deployment model | Vendor-hosted service used with Intercom or a supported existing help desk. Configuration and integration work depend on the task. (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 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, 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 | 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, checked 20 Sept 2026) | 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 | Intercom, Zendesk, Salesforce, Freshdesk, and HubSpot are documented deployment options. Confirm the connector supports the required channel and actions. (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 | Help articles, internal support content, PDFs, and webpages; audience settings control which content Fin can use for a customer. (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 | 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, 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 | 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, checked 20 Sept 2026) | 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 | Fin has an explicit enterprise offering. Assess required integrations and operating controls instead of using company size as a proxy for fit. (Vendor-reported, 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 | 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, 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 | Fin | PolyAI |
| --- | --- | --- |
| Retail and e-commerce | Caveat 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.

### Fin: industry evidence

### Retail and e-commerce — Caveat documented

- Fin for Ecommerce documents a native Shopify connection for catalogue and order data, plus APIs and draft Procedures for post-purchase requests. _(Vendor-reported, checked 20 Sept 2026; source: [Fin for Ecommerce explained (Intercom Help)](https://www.intercom.com/help/en/articles/14997821-fin-for-ecommerce-explained); claim id: `fin-orders-vendor`)_
- 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, checked 20 Sept 2026; source: [Fin for Ecommerce explained (Intercom Help)](https://www.intercom.com/help/en/articles/14997821-fin-for-ecommerce-explained); claim id: `fin-ecommerce-channel-limits`)_

> Fin for Ecommerce is a documented product with a native Shopify connection, and the same vendor documentation states the ecommerce features are limited to the web Messenger. Read the capability and the channel limit together before assuming coverage of an email or social queue.

### 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.

## Fin: evidence base

No independent source has been found for any fit area, so every state here rests on vendor material or nothing.

Independent sources behind these verdicts: none.

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