--- pair: polyai-vs-talkdesk page_url: https://ai-agent.review/compare/polyai-vs-talkdesk record_url: https://ai-agent.review/compare/polyai-vs-talkdesk.md agents: [polyai, talkdesk] tested_performance: not-yet-tested facts_checked_at: 2026-09-20 --- # PolyAI vs Talkdesk Comparing **PolyAI** (PolyAI, https://ai-agent.review/agents/polyai.md) and **Talkdesk** (Talkdesk, https://ai-agent.review/agents/talkdesk.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 | Talkdesk | | --- | --- | --- | | Billing | External report | Vendor-documented | | Orders | External report | External report | | Returns | Not established | Vendor-documented | | Product questions | Vendor-documented | Not established | | Account issues | Not established | External report | | Complaints | Caveat documented | Not established | | Human handoff | Caveat documented | External report | | Small businesses | Not established | Not established | | Mid-market | Not established | Not established | | Enterprise | External report | Not established | 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. ### Talkdesk: fit evidence ### Billing — Vendor-documented - **Vendor capability:** Talkdesk lists billing among the common customer queries Autopilot is designed to resolve. _(Vendor-reported, checked 20 Sept 2026; source: [Talkdesk Autopilot — Self-Service Experience](https://www.talkdesk.com/cloud-contact-center/self-service-experience/autopilot/); claim id: `talkdesk-fit-billing-vendor`)_ > No third-party account of billing-query handling in practice was found. ### Orders — External report - **Vendor capability:** Talkdesk states Autopilot handles common customer queries such as orders, returns and billing across voice and digital channels. _(Vendor-reported, checked 20 Sept 2026; source: [Talkdesk Autopilot — Self-Service Experience](https://www.talkdesk.com/cloud-contact-center/self-service-experience/autopilot/); claim id: `talkdesk-fit-orders-vendor`)_ - **Independent report:** Trade coverage of Talkdesk AI Agents for Retail reports the agents handle customer authentication, real-time order updates and address modifications, integrating with existing commerce platforms and APIs. _(Independent report, published 10 Jan 2025, checked 20 Sept 2026; source: [Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI](https://www.cxtoday.com/contact-center/talkdesk-launches-ai-agents-for-retail-continues-to-prioritize-agentic-ai/); claim id: `talkdesk-fit-orders-indep-2025`)_ - **Independent report:** Coverage of the Autopilot launch lists retail actions including order status inquiries, delivery scheduling, shipment tracking and address changes. _(Independent report, published 7 Mar 2024, checked 20 Sept 2026; source: [Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail](https://www.cxtoday.com/contact-center/talkdesk-launches-a-genai-powered-autopilot-targets-banking-and-retail/); claim id: `talkdesk-fit-orders-indep-2024`)_ > Both independent sources describe capability at launch announcements rather than measured production outcomes. ### Returns — Vendor-documented - **Vendor capability:** Talkdesk lists returns among the common customer queries Autopilot is designed to resolve. _(Vendor-reported, checked 20 Sept 2026; source: [Talkdesk Autopilot — Self-Service Experience](https://www.talkdesk.com/cloud-contact-center/self-service-experience/autopilot/); claim id: `talkdesk-fit-returns-vendor`)_ > No third-party account of returns handling in practice was found. ### Product questions — Not established No public source was found that settles this. ### Account issues — External report - **Independent report:** Trade coverage reports Autopilot's banking configuration covers account balance access, transaction history retrieval, fund transfers and card management, integrating with core banking processors. _(Independent report, published 7 Mar 2024, checked 20 Sept 2026; source: [Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail](https://www.cxtoday.com/contact-center/talkdesk-launches-a-genai-powered-autopilot-targets-banking-and-retail/); claim id: `talkdesk-fit-account-indep`)_ > Described as vertical capability at launch; no measured outcome data located, and no equivalent vendor doc page was fetched for this area. ### Complaints — Not established No public source was found that settles this. ### Human handoff — External report - **Vendor capability:** Talkdesk states Autopilot seamlessly redirects customers to a human agent when it detects a complex case requiring human expertise. _(Vendor-reported, checked 20 Sept 2026; source: [Talkdesk Autopilot — Self-Service Experience](https://www.talkdesk.com/cloud-contact-center/self-service-experience/autopilot/); claim id: `talkdesk-fit-handoff-vendor`)_ - **Independent report:** Trade coverage of Talkdesk AI Agents for Retail reports the agents support routing to in-store specialists, escalating from AI to a human when necessary. _(Independent report, published 10 Jan 2025, checked 20 Sept 2026; source: [Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI](https://www.cxtoday.com/contact-center/talkdesk-launches-ai-agents-for-retail-continues-to-prioritize-agentic-ai/); claim id: `talkdesk-fit-handoff-indep`)_ ### 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 — Not established No public source was found that settles this. ## Product information | Attribute | PolyAI | Talkdesk | | --- | --- | --- | | 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) | Talkdesk describes itself as a cloud-based contact centre software platform, with Autopilot delivered as part of that hosted platform rather than as self-hosted software. (Vendor-reported, 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) | Talkdesk says its AI agents connect interactions across voice, digital, email and web, and describes Autopilot as resolving requests across voice and digital channels. (Vendor-reported, 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) | Talkdesk states its AI agents support more than 59 languages so customers can interact in their preferred language. (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) | Talkdesk Embedded places Talkdesk tooling inside Salesforce, ServiceNow, Dynamics, Pega, Oracle and Zendesk, though the reported scope covers Workspace, Conversations and the agent-assist Copilot rather than Autopilot AI agents. (Independent report, 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) | Talkdesk states Autopilot draws on Talkdesk Knowledge Management to search, review and extract the correct information, with the Talkdesk Data Cloud aggregating interaction data across systems of record, channels and knowledge sources. (Vendor-reported, 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) | Talkdesk says its AI agents invoke external tools and services through a Multi-Context Protocol (MCP), and trade coverage reports integrations with core banking processors and e-commerce systems for actions such as fund transfers, card management and address changes. (Vendor-reported, 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) | Talkdesk states Autopilot redirects customers to a human agent when it detects a complex case requiring human expertise, and works with Talkdesk Navigator for dynamic routing. (Vendor-reported, 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) | Procurement data from Vendr puts the median Talkdesk contract at $88,536 per year across 53 analysed deals, ranging from $16,566 to $768,775, and segments buyers into small teams of 10-25 agents, mid-market of 25-100 agents and enterprise of 100+ agents; the figures cover Talkdesk contracts overall rather than the AI agent alone, with AI capabilities reported to add $15-$30+ per agent per month. (Independent report, checked 20 Sept 2026) | | Vendor-reported performance claims | Unknown | Talkdesk publishes customer-attributed figures including a 60% containment rate at Quadient versus 33% previously, a 40% containment rate at UNFCU within the first week, an 89% improved service level at Michaels and a 5.3% abandonment-rate reduction at BankUnited. (Vendor-reported, 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 | Talkdesk | | --- | --- | --- | | Retail and e-commerce | Vendor-documented | External report | | Financial services | Vendor-documented | External report | | Telecommunications | Vendor-documented | Not established | | 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. ### Talkdesk: industry evidence ### Retail and e-commerce — External report - Trade coverage of Talkdesk AI Agents for Retail reports the agents handle customer authentication, real-time order updates and address modifications, integrating with existing commerce platforms and APIs. _(Independent report, published 10 Jan 2025, checked 20 Sept 2026; source: [Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI](https://www.cxtoday.com/contact-center/talkdesk-launches-ai-agents-for-retail-continues-to-prioritize-agentic-ai/); claim id: `talkdesk-fit-orders-indep-2025`)_ - Trade coverage of the Autopilot launch reports it ships pre-trained on banking, credit-union and retail scenarios with prebuilt flows, including resolving requests such as 'Cancel an Item in My Order' without model training or flow-building. _(Independent report, published 7 Mar 2024, checked 20 Sept 2026; source: [Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail](https://www.cxtoday.com/contact-center/talkdesk-launches-a-genai-powered-autopilot-targets-banking-and-retail/); claim id: `talkdesk-prebuilt-vertical-agents`)_ - Trade coverage of Talkdesk AI Agents for Retail reports the agents support routing to in-store specialists, escalating from AI to a human when necessary. _(Independent report, published 10 Jan 2025, checked 20 Sept 2026; source: [Talkdesk Launches AI Agents for Retail, Goes All In on Agentic AI](https://www.cxtoday.com/contact-center/talkdesk-launches-ai-agents-for-retail-continues-to-prioritize-agentic-ai/); claim id: `talkdesk-fit-handoff-indep`)_ > Trade coverage of two launches describes retail agents handling authentication, order updates, address changes and routing to in-store specialists. This is coverage of what was announced, not of how the released product performed. ### Financial services — External report - Talkdesk publishes customer-attributed figures including a 60% containment rate at Quadient versus 33% previously, a 40% containment rate at UNFCU within the first week, an 89% improved service level at Michaels and a 5.3% abandonment-rate reduction at BankUnited. _(Vendor-reported, checked 20 Sept 2026; source: [Talkdesk Autopilot — Self-Service Experience](https://www.talkdesk.com/cloud-contact-center/self-service-experience/autopilot/); claim id: `talkdesk-cmp-vendormetrics`)_ - Trade coverage of the Autopilot launch reports it ships pre-trained on banking, credit-union and retail scenarios with prebuilt flows, including resolving requests such as 'Cancel an Item in My Order' without model training or flow-building. _(Independent report, published 7 Mar 2024, checked 20 Sept 2026; source: [Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail](https://www.cxtoday.com/contact-center/talkdesk-launches-a-genai-powered-autopilot-targets-banking-and-retail/); claim id: `talkdesk-prebuilt-vertical-agents`)_ - Trade coverage reports Autopilot's banking configuration covers account balance access, transaction history retrieval, fund transfers and card management, integrating with core banking processors. _(Independent report, published 7 Mar 2024, checked 20 Sept 2026; source: [Talkdesk Launches a GenAI-Powered Autopilot, Targets Banking and Retail](https://www.cxtoday.com/contact-center/talkdesk-launches-a-genai-powered-autopilot-targets-banking-and-retail/); claim id: `talkdesk-fit-account-indep`)_ > Trade coverage reports banking and credit-union flows shipping pre-trained, and Talkdesk publishes containment figures attributed to a credit union and a bank. The named outcomes are the vendor's own. ### 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: 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. ## Talkdesk: 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 (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