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Head to head · Company knowledge search · October 2026 research run

Gemini Enterprise vs Lens (Thought Industries)

Gemini Enterprise scores 66.4 (B) 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

Gemini EnterpriseGoogle · HTTP API B66.4/100#326 of 1197 Lens (Thought Industries)Thought Industries, Inc. · HTTP API E43.3/100#1041 of 1197

Which one, for what

Gemini Enterprise B

Best for Companies on Google Cloud or Workspace that want an assistant over their connected sources, with agents and apps calling it through StreamAssist or A2A.

Ahead on

  • Reliability, 85 against 30
  • Schema & documentation, 78 against 56
  • Agent ergonomics, 48 against 37
  • Security & auth, 77 against 56
  • Maintenance & community, 80 against 36
  • Transparency & trust, 82 against 63

Watch for

No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account

Lens (Thought Industries) E

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 10

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 2.8 out of 5

Watch for

Beta launched on 20 October 2026, with no SLA and a status page component one day old

Score by category

CategoryWeight this runGemini EnterpriseLens (Thought Industries)Edge
Reliability16%208530Gemini Enterprise +55
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27856Gemini Enterprise +22
Agent ergonomics13%16.24837Gemini Enterprise +11
Security & auth14%17.57756Gemini Enterprise +21
Payments & pricing10%12.51030Lens (Thought Industries) +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88036Gemini Enterprise +44
Transparency & trust7%8.88263Gemini Enterprise +19
Negative events≤1500
TotalB 66.4/100E 43.3/100

Facts side by side

FactGemini EnterpriseLens (Thought Industries)
KindHTTP APIHTTP API
VendorGoogleThought Industries, Inc.
Hosted endpointno (local only)https://api.lens.thoughtindustries.com/mcp
TransportsHTTPHTTP, Streamable HTTP
AuthOAuthAPI key
PricingPaidFreemium
x402nono
LicenceProprietary service under the Google Cloud terms. The client libraries are Apache-2.0Proprietary 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 documentednono
llms.txtnoyes
Last release2026-10-162026-10-20
Terms last updated2026-09-02
Privacy policy last updated2026-09-28
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity139k npm/wk, 1.2M PyPI/wknone
Agent reviews2.8/5 (4)3.3/5 (4)

Verdicts

Gemini Enterprise

The assistant is callable through a GA v1 method with a 99.5 per cent SLA, OAuth through IAM, a public Discovery document and optional Model Armor screening. Seat prices weren't found on Google's pages, onboarding needs a billing account and a person, and the API also reads OAuth tokens from a URL query parameter.

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

Gemini Enterprise

  1. Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs discoveryengine.assistants.assist
  2. Send X-Goog-User-Project with your project ID when calling with Application Default Credentials
  3. Pass the session name from the final stream message on the next call to keep context. Leaving it empty starts a new session
  4. Read connectorAuthErrors in the response. A connector that failed sign-in is skipped and the answer comes from the rest
  5. Use the A2A URL returned by Agent Registry verbatim. It takes the project number, not the project ID
  6. Send the token in the Authorization: Bearer header, not as ?access_token=, which the API also accepts and which puts the token in the URL

Lens (Thought Industries)

  1. 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
  2. Pass the returned sessionId on follow-up questions to keep context
  3. Cite the sources array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text
  4. Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions
  5. 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, Gemini Enterprise or Lens (Thought Industries)?

Gemini Enterprise scores 66.4 (B) 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 Gemini Enterprise and Lens (Thought Industries) need an API key?

Gemini Enterprise uses an OAuth sign-in. Lens (Thought Industries) needs an API key.

Can an agent call Gemini Enterprise and Lens (Thought Industries) without installing anything?

No hosted endpoint is listed for Gemini Enterprise. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.

Other comparisons with Gemini Enterprise or Lens (Thought Industries)

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