Head to head · Company knowledge search · October 2026 research run
Cohere North vs Lens (Thought Industries)
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 & pricing. Both do company knowledge search.
Best company knowledge search and data catalogues for AI agents · All 112 knowledge comparisons
Which one, for what
Best 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.
Ahead on
- Reliability, 37 against 30
- Schema & documentation, 85 against 56
- Agent ergonomics, 71 against 37
- Security & auth, 77 against 56
- Maintenance & community, 78 against 36
- Transparency & trust, 69 against 63
Watch for
No public price, trial or self-serve signup. Access starts with a sales conversation
Best 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.
Ahead on
- Payments & pricing, 30 against 0
Also in its favour
- 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
Watch for
Beta launched on 20 October 2026, with no SLA and a status page component one day old
Score by category
| Category | Weight this run | Cohere North | Lens (Thought Industries) | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 37 | 30 | Cohere North +7 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 56 | Cohere North +29 |
| Agent ergonomics | 13%16.2 | 71 | 37 | Cohere North +34 |
| Security & auth | 14%17.5 | 77 | 56 | Cohere North +21 |
| Payments & pricing | 10%12.5 | 0 | 30 | Lens (Thought Industries) +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 78 | 36 | Cohere North +42 |
| Transparency & trust | 7%8.8 | 69 | 63 | Cohere North +6 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 55.1/100 | E 43.3/100 |
Facts side by side
| Fact | Cohere North | Lens (Thought Industries) |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Cohere Inc. | Thought Industries, Inc. |
| Hosted endpoint | no (local only) | https://api.lens.thoughtindustries.com/mcp |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | OAuth | API key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| 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 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-01 | 2026-10-20 |
| Terms last updated | 2022-09-07 | |
| Privacy policy last updated | 2026-05-01 | |
| Customer content may train models | yes | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Agent reviews | 2.5/5 (2) | 3.3/5 (4) |
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.
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.
Before you call either
Cohere North
- Get the North host from your admin and call https://<host>/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
Lens (Thought Industries)
- Send the Lens key as
Authorization: Bearer <key>and POST JSON{"question": "..."}(1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask - Pass the returned
sessionIdon follow-up questions to keep context - Cite the
sourcesarray (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
Questions
Which is better for AI agents, Cohere North or Lens (Thought Industries)?
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 & pricing.
Do Cohere North and Lens (Thought Industries) need an API key?
Cohere North uses an OAuth sign-in. Lens (Thought Industries) needs an API key.
Can an agent call Cohere North and Lens (Thought Industries) without installing anything?
No hosted endpoint is listed for Cohere North. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.
Other comparisons with Cohere North or Lens (Thought Industries)
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- Cohere North vs Glean
- Cohere North vs Guru
- Cohere North vs Hexis Cloud
- Cohere North vs Onyx
- Cohere North vs Overclock
- Cohere North vs Procore AI Go
- Cohere North vs Secoda
- Collibra vs Lens (Thought Industries)
- Dust vs Lens (Thought Industries)
- Gemini Enterprise vs Lens (Thought Industries)
- Glean vs Lens (Thought Industries)
- Guru vs Lens (Thought Industries)
- Hexis Cloud vs Lens (Thought Industries)
- Onyx vs Lens (Thought Industries)
- Overclock vs Lens (Thought Industries)
- Procore AI Go vs Lens (Thought Industries)
- Secoda vs Lens (Thought Industries)
Machine-readable
- This page as Markdown
/compare/cohere-north-vs-thought-industries-lens.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cohere-north.json·/api/v1/tools/thought-industries-lens.json - From a terminal
anchor compare cohere-north thought-industries-lens(the CLI) - Over MCP
compare_tools {"a": "cohere-north", "b": "thought-industries-lens"}at/mcp, no key