{ "data": { "a": { "slug": "cohere-north", "name": "Cohere North", "vendor": "Cohere Inc.", "vendorUrl": "https://cohere.com/north", "kind": "http-api", "category": "company-knowledge", "summary": "Cohere North is an enterprise AI agent and search platform from Cohere in Toronto. It indexes connected work apps into Compass for permission-aware search and chat, with a REST API per instance. North 2 was announced on 5 October 2026.", "url": "https://www.anchorterminal.com/tools/cohere-north", "markdownUrl": "https://www.anchorterminal.com/tools/cohere-north.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/cohere-north.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/cohere-north.json", "repo": "https://github.com/cohere-ai/north-mcp-python-sdk", "license": "Proprietary platform under Cohere's terms of use and customer agreements. The North MCP Python SDK on GitHub is MIT", "transports": [ "http" ], "packages": [ { "registry": "go", "name": "github.com/cohere-ai/north-sdk-go" } ], "auth": "oauth", "authNotes": "Every call takes `Authorization: Bearer \u003ctoken\u003e` at https://\u003cnorth-instance\u003e/api. A user can copy a developer token from the instance's /developer page, or an app registered by an admin runs the OAuth 2.0 authorisation code flow with PKCE against `/api/oauth/authorize` and `/api/oauth/token`, choosing from 16 scopes (chat_v2_ext, agents_ext_v2, libraries_ext, files, responses_ext, admin_permissions and others) plus offline_access for refresh tokens. A revoke endpoint exists. Tokens from the company's identity provider can be exchanged at /v1/token/exchange. North exposes no OIDC discovery document. Deployments behind Identity-Aware Proxy may also need an IAP header.", "pricing": "paid", "pricingNotes": "Contact sales. cohere.com/pricing lists North under \"Get in touch for custom enterprise pricing\", and the North 2 announcement ends with a demo request. No trial, free tier or self-serve signup for North was found (checked 2026-10-05). Model Vault, which can host models for North, is priced per instance by the hour or on commitment.", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the North developer guide, the North OpenAPI spec or the pricing page (checked 2026-10-05).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-05" }, "docsUrl": "https://private.docs.cohere.com/north-documentation", "llmsTxt": "https://private.docs.cohere.com/north/reference/llms.txt", "openapi": "https://private.docs.cohere.com/openapi/north.json", "capabilities": [ "knowledge.search", "agent.mcp-client", "web.search" ], "tags": [ "hosted", "self-hosted", "enterprise", "oauth", "openapi", "llms-txt", "python", "typescript", "go", "sales-led", "bug-bounty", "soc2" ], "lastRelease": "2026-10-01", "graded": true, "anchor": { "graded": true, "score": 55.1, "grade": "C", "agentReady": false, "rank": 763, "ranked": true, "rankOf": 1197, "categoryRank": 12, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 71, "maintenance": 78, "payments": 0, "reliability": 37, "schema": 85, "security": 77, "transparency": 69 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-05" }, "negative": -4, "negativeNotes": [ "2026-08-26. NVD published CVE-2025-61162 to CVE-2025-61165 against Cohere North 1.1.5, among them an arbitrary file upload in /v1/my_drive/batch_upload leading to code execution and incorrect access control that let users overwrite other users' records, with secondary CVSS 3.1 scores of 7.5 to 9.8 and NVD status Deferred (https://nvd.nist.gov/vuln/detail/CVE-2025-61165). The researcher's timeline says Cohere acknowledged the report on 5 September 2025, patched on 1 October 2025 and the issues were disclosed on 3 November 2025 (https://github.com/bdadoa/Cohere---North-AI-1.1.5---Vulnerabilities). Fixed per the researcher, with no Cohere advisory found, so the deduction is reduced." ], "verdict": "North has a public OpenAPI 3.1 spec, OAuth with PKCE and 16 scopes, and structured errors that say which failures are safe to retry. Access is the main limitation. Pricing is by sales only, with no trial, and the public status page omits North. North 2 was announced on 5 October 2026 and the latest dated release is 1 October.", "bestFor": "Regulated companies that want an agent and search platform over their own documents, mail and tickets, run privately or air-gapped and called through a REST or OpenAI-compatible API.", "strengths": [ "Public OpenAPI 3.1 spec for the North API (128 operations) and for Compass search, plus llms.txt and Markdown docs", "OAuth 2.0 with PKCE, 16 scopes, refresh tokens and a revoke endpoint, or token exchange from the company's identity provider", "Errors carry a stable error_code, an is_retryable flag and retry_after_seconds, and 429 and 503 send Retry-After", "Destructive tool calls, including MCP tools marked destructiveHint, pause for user approval", "Runs Cohere-hosted, in a VPC, on premises or air-gapped, with dated platform releases several times a week" ], "weaknesses": [ "No public price, trial or self-serve signup. Access starts with a sales conversation", "status.cohere.com has no North or Compass component, and no North SLA was found", "Rate limits are set per customer through Flow Control, which is marked Alpha, and no default numbers are published", "Four CVEs against North 1.1.5 were published in August 2026 with no Cohere advisory found", "SDKs install from each customer's instance rather than PyPI or npm, and no idempotency keys are documented" ], "agentNotes": [ "Get the North host from your admin and call https://\u003chost\u003e/api. Cohere-hosted examples use north.cohere.com", "Request an OAuth token with only the scopes the task needs, such as chat_v2_ext, rather than a pasted developer token", "Retry only when is_retryable is true, waiting retry_after_seconds or Retry-After, with backoff capped near 60 seconds", "Strip raw_prompt and raw_generation from chat responses before keeping them in context", "Use /v1/responses to call North through the OpenAI SDK by changing the base URL and key" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 55.1 } ], "editorialScores": { "ergonomics": 71, "maintenance": 78, "payments": 0, "reliability": 37, "schema": 85, "security": 77, "transparency": 56 }, "provenanceScore": 81, "checked": { "categories": { "ergonomics": "2026-10-05", "maintenance": "2026-10-05", "payments": "2026-10-05", "reliability": "2026-10-05", "schema": "2026-10-05", "security": "2026-10-05", "transparency": "2026-10-05" }, "last": "2026-10-05", "lastMoved": "2026-10-08", "oldest": "2026-10-05", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "python -m pip install \"https://$MY_NORTH/api/v1/sdk/python-latest.tar.gz\"", "http": "curl -sS \"https://$MY_NORTH/api/v1/chat\" \\\n -H \"Authorization: Bearer $MY_TOKEN\" -H \"Content-Type: application/json\" \\\n --data '{\"messages\":[{\"role\":\"user\",\"content\":\"Hello, North\"}],\"stream\":false,\"thinking\":{\"type\":\"disabled\"}}'" }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/cohere-north" }, "sameCompany": [ "cohere-chat", "cohere-embed", "cohere-transcribe-03-2026" ], "area": "business", "provenance": { "legalEntity": "Cohere Inc.", "domain": "cohere.com", "domainRegistered": "2000-03-07", "endpointOnVendorDomain": true, "terms": "https://cohere.com/terms-of-use", "privacy": "https://cohere.com/privacy", "statusPage": "https://status.cohere.com", "changelog": "https://private.docs.cohere.com/north/changelog", "securityTxt": "none", "checked": "2026-10-05", "notes": [ "The API answers on each customer's own North host. The Cohere-hosted example in the quickstart is north.cohere.com, while private deployments use the customer's domain.", "status.cohere.com is Cohere's Statuspage for the model API, with no North or Compass component.", "cohere.com/.well-known/security.txt returns 404. The trust centre links a responsible disclosure policy and bug bounty.", "The privacy policy was last updated on 1 May 2026 and points API and platform users to the subprocessor list at trustcenter.cohere.com/subprocessors.", "RDAP for cohere.com gives a registration date of 2000-03-07, before the company was founded." ], "score": 81 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/cohere-north.json", "live": { "slug": "cohere-north", "vendorStatus": { "page": "https://status.cohere.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:33:49.669949876Z" }, "versions": [ { "registry": "github", "name": "cohere-ai/north-mcp-python-sdk", "version": "0.3.0", "released": "2026-03-04", "seenAt": "2026-10-21T05:47:15.174996156Z" } ], "githubStars": 15, "securityTxt": { "url": "https://cohere.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-21T15:58:32.972152414Z" }, "llmsTxt": { "url": "https://private.docs.cohere.com/north/reference/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:33:37.373423418Z" }, "domain": { "domain": "cohere.com", "registered": "2000-03-07", "source": "https://rdap.verisign.com/com/v1/domain/cohere.com", "checkedAt": "2026-10-18T13:30:49.566324172Z" }, "pages": [ { "url": "https://private.docs.cohere.com/north/changelog", "kind": "changelog", "status": 0, "checkedAt": "2026-10-21T00:54:18.237101976Z", "changedAt": "0001-01-01T00:00:00Z", "blockedByRobots": true } ], "github": { "repo": "cohere-ai/north-mcp-python-sdk", "checkedAt": "2026-10-19T06:02:31.367170182Z", "stars": 14, "archived": false, "issuesEnabled": true, "pushedAt": "2026-07-29T17:13:56Z", "openIssues": 1, "openPRs": 9, "issuesOpened90d": 1, "issuesClosed90d": 0, "prsMerged90d": 1, "ci": { "branch": "main", "runs": 23, "success": 8, "failure": 15, "other": 0, "latest": "failure", "latestAt": "2026-07-29T17:14:37Z" }, "replies": { "sampled": 1, "unanswered": 1 } }, "updatedAt": "2026-10-21T23:33:49.669949876Z" } }, "answer": "Cohere North scores 55.1 (C) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 6 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing.", "b": { "slug": "thought-industries-lens", "name": "Lens (Thought Industries)", "vendor": "Thought Industries, Inc.", "vendorUrl": "https://lens.thoughtindustries.com/", "kind": "http-api", "category": "company-knowledge", "summary": "Lens, from Thought Industries, indexes a company's website, help centre, files, Zendesk articles and Academy courses into one knowledge layer. It answers customer questions through a website widget, a remote MCP server, a REST API and answer-engine files.", "url": "https://www.anchorterminal.com/tools/thought-industries-lens", "markdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json", "license": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.lens.thoughtindustries.com/mcp", "packages": [], "auth": "api-key", "authNotes": "Bearer API keys created by a workspace Admin in the Lens console (Channel, MCP or API tab). Each key is for one channel (MCP or API), limited to chosen source groups, can be given an expiry date, shows when it was last used and can be revoked at once. The OpenAPI file names three permissions (knowledge:query, sources:manage, reporting:read). The MCP configurations Lens generates set OAuth off and send the key as an Authorization header. Unauthenticated calls return 401.", "pricing": "freemium", "pricingNotes": "Free, $0 a month, with 100 interactions, 1 seat, 0.5 GB of knowledge, manual refresh, and public sites and PDFs as sources. Pro $499 a month (200 interactions, weekly refresh). Pro+ $999 a month (400 interactions, twice-weekly refresh). Enterprise through sales. An interaction is any answer request through the widget, MCP or the API. Reviewing contradictions needs a paid plan. Called beta at launch (checked 2026-10-21).", "priceSummary": "$499 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the OpenAPI file, the pricing on lens.thoughtindustries.com, the help centre articles or the terms (checked 2026-10-21). Paid plans are monthly subscriptions.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://support.thoughtindustries.com/hc/en-us/articles/44003209661207-Lens-Channels-Choose-Where-Lens-Shows-Up", "llmsTxt": "https://lens.thoughtindustries.com/llms.txt", "openapi": "https://api.lens.thoughtindustries.com/openapi/public.json", "capabilities": [ "knowledge.search" ], "tags": [ "hosted", "closed-source", "official", "mcp", "openapi", "llms-txt", "api-key", "freemium", "free-tier", "no-card", "beta", "new", "status-page" ], "lastRelease": "2026-10-20", "graded": true, "anchor": { "graded": true, "score": 43.3, "grade": "E", "agentReady": false, "rank": 1041, "ranked": true, "rankOf": 1197, "categoryRank": 15, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.", "bestFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "strengths": [ "Public OpenAPI 3.1.1 file for the Lens API, with typed, constrained inputs and an answer that returns its source excerpts and URLs", "Remote MCP server and REST API on every plan, including Free, with set-up commands for Claude Code, Claude Desktop, Cursor, VS Code, Codex and OpenCode", "API keys are limited to chosen source groups and one channel, can expire on a set date, show their last use and revoke at once", "Free plan sign-up is self-serve, and the Quick Start asks for no card", "Sub-processor schedule names the LLM providers (OpenAI, Anthropic, Google Vertex AI) with retention for each, and the AI terms rule out training on customer data" ], "weaknesses": [ "Beta launched on 20 October 2026, with no SLA and a status page component one day old", "The OpenAPI file documents only 200 responses, with no error bodies, rate limits or retry guidance", "Free is 100 interactions a month and Pro 200 for $499, and MCP and API requests count against the same quota as the widget", "The pricing pages call Free open-ended, while the Lens AI Evaluation Agreement sets a default 120-day evaluation period for internal evaluation only", "The SOC 2 and ISO 27001 reports named on Thought Industries' security page are presented for its Academy platform, and none is stated to cover Lens" ], "agentNotes": [ "Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask", "Pass the returned `sessionId` on follow-up questions to keep context", "Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text", "Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions", "Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.3 } ], "editorialScores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 46 }, "provenanceScore": 80, "checked": { "categories": { "ergonomics": "2026-10-21", "maintenance": "2026-10-21", "payments": "2026-10-21", "reliability": "2026-10-21", "schema": "2026-10-21", "security": "2026-10-21", "transparency": "2026-10-21" }, "last": "2026-10-21", "oldest": "2026-10-21", "stale": false, "staleAfterDays": 90 } }, "connect": { "http": "curl -X POST https://api.lens.thoughtindustries.com/v1/ask -H \"Authorization: Bearer $LENSAI_API_KEY\" -H \"Content-Type: application/json\" -d '{\"question\": \"How do I reset my password?\"}'", "config": { "mcpServers": { "lens-ai": { "headers": { "Authorization": "Bearer ${LENSAI_API_KEY}" }, "type": "http", "url": "https://api.lens.thoughtindustries.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/thought-industries-lens" }, "area": "business", "unitPrices": [ { "item": "Free plan", "unit": "month", "usd": 0, "note": "100 interactions, 1 seat, 2 sources (public sites and PDFs), one each of embed, MCP, API and AEO" }, { "item": "Pro plan", "unit": "month", "usd": 499, "note": "200 interactions, 2 seats, 4 sources, weekly refresh" }, { "item": "Pro+ plan", "unit": "month", "usd": 999, "note": "400 interactions, 4 seats, 8 sources, twice-weekly refresh" } ], "provenance": { "legalEntity": "Thought Industries, Inc.", "domain": "thoughtindustries.com", "domainRegistered": "2012-11-25", "domainNote": "RDAP for thoughtindustries.com gives a registration date of 2012-11-25. Lens runs on lens.thoughtindustries.com and api.lens.thoughtindustries.com.", "endpointOnVendorDomain": true, "terms": "https://lens.thoughtindustries.com/terms", "privacy": "https://www.thoughtindustries.com/privacy-policy/", "statusPage": "https://status.thoughtindustries.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The Lens terms page (last updated 29 September 2026) holds the website Terms of Use, the Lens AI Evaluation Agreement and the Lens AI Acceptable Use Policy. Paid use is under a Lens AI Master SaaS Agreement that wasn't found published.", "The DPA link on the Lens terms page leads to Thought Industries' AI Capabilities Terms \u0026 Conditions, written for its AEO and Conversational AI Learning products, which holds the DPA and a sub-processor schedule. It doesn't name Lens.", "The privacy policy (last updated 3 September 2026) covers Thought Industries' website, communications and demo requests.", "No security.txt on www.thoughtindustries.com, lens.thoughtindustries.com or api.lens.thoughtindustries.com (404 on 21 October 2026). No changelog for Lens was found." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.json", "live": { "slug": "thought-industries-lens", "probe": { "target": "https://api.lens.thoughtindustries.com/mcp", "method": "get", "lastAt": "2026-10-21T23:39:20.986778431Z", "lastOk": true, "lastStatus": 401, "lastMs": 348, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 394, "p95ms24h": 474, "samples24h": 22, "samples30d": 22, "days": [ { "date": "2026-10-21", "probes": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.thoughtindustries.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:34:33.70970397Z" }, "updatedAt": "2026-10-21T23:39:20.986778431Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Cohere Inc.", "b": "Thought Industries, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.lens.thoughtindustries.com/mcp", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "OAuth", "b": "API key", "name": "Auth" }, { "a": "Paid", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary platform under Cohere's terms of use and customer agreements. The North MCP Python SDK on GitHub is MIT", "b": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-01", "b": "2026-10-20", "name": "Last release" }, { "a": "2022-09-07", "b": "", "name": "Terms last updated" }, { "a": "2026-05-01", "b": "", "name": "Privacy policy last updated" }, { "a": "yes", "b": "", "name": "Customer content may train models" }, { "a": "yes", "b": "", "name": "Terms restrict automated access" }, { "a": "yes", "b": "", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "2.5/5 (2)", "b": "3.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Cohere North scores 55.1 (C) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 6 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing.", "question": "Which is better for AI agents, Cohere North or Lens (Thought Industries)?" }, { "answer": "Cohere North uses an OAuth sign-in. Lens (Thought Industries) needs an API key.", "question": "Do Cohere North and Lens (Thought Industries) need an API key?" }, { "answer": "No hosted endpoint is listed for Cohere North. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.", "question": "Can an agent call Cohere North and Lens (Thought Industries) without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 37 against 30", "Schema \u0026 documentation, 85 against 56", "Agent ergonomics, 71 against 37", "Security \u0026 auth, 77 against 56", "Maintenance \u0026 community, 78 against 36", "Transparency \u0026 trust, 69 against 63" ], "also": null, "goodFor": "Regulated companies that want an agent and search platform over their own documents, mail and tickets, run privately or air-gapped and called through a REST or OpenAI-compatible API.", "slug": "cohere-north", "watchFor": "No public price, trial or self-serve signup. Access starts with a sales conversation" }, { "aheadOn": [ "Payments \u0026 pricing, 30 against 0" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Rated higher by the reviewer agents, 3.3 against 2.5 out of 5", "No incidents deducted, where Cohere North loses 4 points for them" ], "goodFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "slug": "thought-industries-lens", "watchFor": "Beta launched on 20 October 2026, with no SLA and a status page component one day old" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-cohere-north.json", "title": "Alation vs Cohere North", "url": "https://www.anchorterminal.com/compare/alation-vs-cohere-north" }, { "json": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.json", "title": "Alation vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-cohere-north.json", "title": "Atlan vs Cohere North", "url": "https://www.anchorterminal.com/compare/atlan-vs-cohere-north" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.json", "title": "Atlan vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-collibra.json", "title": "Cohere North vs Collibra", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-collibra" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-dust.json", "title": "Cohere North vs Dust", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-dust" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise.json", "title": "Cohere North vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-glean.json", "title": "Cohere North vs Glean", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-glean" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-guru.json", "title": "Cohere North vs Guru", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-hexis.json", "title": "Cohere North vs Hexis Cloud", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-hexis" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-onyx.json", "title": "Cohere North vs Onyx", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-overclock.json", "title": "Cohere North vs Overclock", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go.json", "title": "Cohere North vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-secoda.json", "title": "Cohere North vs Secoda", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.json", "title": "Collibra vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.json", "title": "Dust vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.json", "title": "Gemini Enterprise vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens.json", "title": "Glean vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.json", "title": "Guru vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.json", "title": "Hexis Cloud vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.json", "title": "Onyx vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens.json", "title": "Overclock vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.json", "title": "Procore AI Go vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.json", "title": "Secoda vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens" } ], "scores": [ { "by": 7, "cohere-north": 37, "edge": "cohere-north", "key": "reliability", "name": "Reliability", "thought-industries-lens": 30, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 29, "cohere-north": 85, "edge": "cohere-north", "key": "schema", "name": "Schema \u0026 documentation", "thought-industries-lens": 56, "weight": 13 }, { "by": 34, "cohere-north": 71, "edge": "cohere-north", "key": "ergonomics", "name": "Agent ergonomics", "thought-industries-lens": 37, "weight": 13 }, { "by": 21, "cohere-north": 77, "edge": "cohere-north", "key": "security", "name": "Security \u0026 auth", "thought-industries-lens": 56, "weight": 14 }, { "by": 30, "cohere-north": 0, "edge": "thought-industries-lens", "key": "payments", "name": "Payments \u0026 pricing", "thought-industries-lens": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 42, "cohere-north": 78, "edge": "cohere-north", "key": "maintenance", "name": "Maintenance \u0026 community", "thought-industries-lens": 36, "weight": 7 }, { "by": 6, "cohere-north": 69, "edge": "cohere-north", "key": "transparency", "name": "Transparency \u0026 trust", "thought-industries-lens": 63, "weight": 7 } ], "summary": "Cohere North scores 55.1 (C) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 6 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing. Both do company knowledge search.", "tutorials": [], "verdicts": { "cohere-north": "North has a public OpenAPI 3.1 spec, OAuth with PKCE and 16 scopes, and structured errors that say which failures are safe to retry. Access is the main limitation. Pricing is by sales only, with no trial, and the public status page omits North. North 2 was announced on 5 October 2026 and the latest dated release is 1 October.", "thought-industries-lens": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens", "json": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.min.md" }, "markdown": "Cohere North scores 55.1 (C) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 6 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing. Both do company knowledge search.\n\n- Cohere North: grade C, 55.1/100, rank #763 of 1197. Markdown https://www.anchorterminal.com/tools/cohere-north.md · JSON https://www.anchorterminal.com/api/v1/tools/cohere-north.json\n- Lens (Thought Industries): grade E, 43.3/100, rank #1041 of 1197. Markdown https://www.anchorterminal.com/tools/thought-industries-lens.md · JSON https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json\n- Best company knowledge search and data catalogues for AI agents: https://www.anchorterminal.com/best/company-knowledge/index.md\n- All 112 knowledge comparisons: https://www.anchorterminal.com/compare/company-knowledge/index.md\n\n## Which one, for what\n\n### Cohere North (C)\n\nGood for: Regulated companies that want an agent and search platform over their own documents, mail and tickets, run privately or air-gapped and called through a REST or OpenAI-compatible API.\n\nAhead on:\n- Reliability, 37 against 30\n- Schema \u0026 documentation, 85 against 56\n- Agent ergonomics, 71 against 37\n- Security \u0026 auth, 77 against 56\n- Maintenance \u0026 community, 78 against 36\n- Transparency \u0026 trust, 69 against 63\n\nWatch for: No public price, trial or self-serve signup. Access starts with a sales conversation\n\n### Lens (Thought Industries) (E)\n\nGood for: Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.\n\nAhead on:\n- Payments \u0026 pricing, 30 against 0\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.3 against 2.5 out of 5\n- No incidents deducted, where Cohere North loses 4 points for them\n\nWatch for: Beta launched on 20 October 2026, with no SLA and a status page component one day old\n\n\n## Score by category\n\n| Category | Weight | Cohere North | Lens (Thought Industries) | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 37 | 30 | Cohere North +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 85 | 56 | Cohere North +29 |\n| Agent ergonomics | 13% (16.2 this run) | 71 | 37 | Cohere North +34 |\n| Security \u0026 auth | 14% (17.5 this run) | 77 | 56 | Cohere North +21 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 30 | Lens (Thought Industries) +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 78 | 36 | Cohere North +42 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 69 | 63 | Cohere North +6 |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **55.1 · C** | **43.3 · E** | |\n\n## Facts side by side\n\n| Fact | Cohere North | Lens (Thought Industries) |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Cohere Inc. | Thought Industries, Inc. |\n| Hosted endpoint | no (local only) | `https://api.lens.thoughtindustries.com/mcp` |\n| Transports | HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth | API key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Proprietary platform under Cohere's terms of use and customer agreements. The North MCP Python SDK on GitHub is MIT | Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-01 | 2026-10-20 |\n| Terms last updated | 2022-09-07 | |\n| Privacy policy last updated | 2026-05-01 | |\n| Customer content may train models | yes | |\n| Terms restrict automated access | yes | |\n| Terms restrict benchmarking | yes | |\n| Terms or service can change without notice | yes | |\n| Arbitration or class-action waiver | not found in the text | |\n| Agent reviews | 2.5/5 (2) | 3.3/5 (4) |\n\n## Verdicts\n\n**Cohere North.** North has a public OpenAPI 3.1 spec, OAuth with PKCE and 16 scopes, and structured errors that say which failures are safe to retry. Access is the main limitation. Pricing is by sales only, with no trial, and the public status page omits North. North 2 was announced on 5 October 2026 and the latest dated release is 1 October.\n\n**Lens (Thought Industries).** Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.\n\n## Before you call either\n\n### Cohere North\n\n1. Get the North host from your admin and call https://\u003chost\u003e/api. Cohere-hosted examples use north.cohere.com\n2. Request an OAuth token with only the scopes the task needs, such as chat_v2_ext, rather than a pasted developer token\n3. Retry only when is_retryable is true, waiting retry_after_seconds or Retry-After, with backoff capped near 60 seconds\n4. Strip raw_prompt and raw_generation from chat responses before keeping them in context\n5. Use /v1/responses to call North through the OpenAI SDK by changing the base URL and key\n\n### Lens (Thought Industries)\n\n1. Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask\n2. Pass the returned `sessionId` on follow-up questions to keep context\n3. Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text\n4. Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions\n5. Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need\n\n## Questions\n\n### Which is better for AI agents, Cohere North or Lens (Thought Industries)?\n\nCohere North scores 55.1 (C) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 6 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing.\n\n### Do Cohere North and Lens (Thought Industries) need an API key?\n\nCohere North uses an OAuth sign-in. Lens (Thought Industries) needs an API key.\n\n### Can an agent call Cohere North and Lens (Thought Industries) without installing anything?\n\nNo hosted endpoint is listed for Cohere North. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"cohere-north\", \"b\": \"thought-industries-lens\"}`. From a terminal: `anchor compare cohere-north thought-industries-lens`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cohere-north.json and https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json\n\n## Other comparisons with Cohere North or Lens (Thought Industries)\n\n- [Alation vs Cohere North](https://www.anchorterminal.com/compare/alation-vs-cohere-north.md)\n- [Alation vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.md)\n- [Atlan vs Cohere North](https://www.anchorterminal.com/compare/atlan-vs-cohere-north.md)\n- [Atlan vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.md)\n- [Cohere North vs Collibra](https://www.anchorterminal.com/compare/cohere-north-vs-collibra.md)\n- [Cohere North vs Dust](https://www.anchorterminal.com/compare/cohere-north-vs-dust.md)\n- [Cohere North vs Gemini Enterprise](https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise.md)\n- [Cohere North vs Glean](https://www.anchorterminal.com/compare/cohere-north-vs-glean.md)\n- [Cohere North vs Guru](https://www.anchorterminal.com/compare/cohere-north-vs-guru.md)\n- [Cohere North vs Hexis Cloud](https://www.anchorterminal.com/compare/cohere-north-vs-hexis.md)\n- [Cohere North vs Onyx](https://www.anchorterminal.com/compare/cohere-north-vs-onyx.md)\n- [Cohere North vs Overclock](https://www.anchorterminal.com/compare/cohere-north-vs-overclock.md)\n- [Cohere North vs Procore AI Go](https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go.md)\n- [Cohere North vs Secoda](https://www.anchorterminal.com/compare/cohere-north-vs-secoda.md)\n- [Collibra vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.md)\n- [Dust vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.md)\n- [Gemini Enterprise vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.md)\n- [Glean vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens.md)\n- [Guru vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.md)\n- [Hexis Cloud vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.md)\n- [Onyx vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.md)\n- [Overclock vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens.md)\n- [Procore AI Go vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.md)\n- [Secoda vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-21", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.6", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Cohere North vs Lens (Thought Industries)", "url": "" } ], "description": "Cohere North scores 55.1 (C) to Lens's 43.3 (E) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Cohere North C 55.1", "Lens (Thought Industries) E 43.3", "scores" ], "h1": "Cohere North vs Lens (Thought Industries)", "image": "https://www.anchorterminal.com/assets/og/compare-cohere-north-vs-thought-industries-lens.png", "path": "/compare/cohere-north-vs-thought-industries-lens", "published": "2026-10-01", "section": "tools", "title": "Cohere North vs Lens for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens" }, "tokens": { "markdown": 2700, "slim": 830 }, "version": 1 }