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

Gemini Enterprise vs Secoda

Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category. Both do company knowledge search.

Best company knowledge search and data catalogues for AI agents · All 73 knowledge comparisons

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 40
  • Schema & documentation, 78 against 59
  • Security & auth, 87 against 54
  • Payments & pricing, 10 against 0
  • Maintenance & community, 80 against 60
  • Transparency & trust, 82 against 58

Watch for

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

Secoda E

Best for A data team already on Secoda that wants an agent to read and edit catalogue metadata, lineage, documents and glossary terms, or to search the catalogue and run SQL through the local MCP server.

Also in its favour

  • Runs on your own machine

Watch for

No price is published. The three plans (Core, Premium, Enterprise) link to a sales form, and no trial or sign-up button was found on the site

Score by category

CategoryWeight this runGemini EnterpriseSecodaEdge
Reliability16%208540Gemini Enterprise +45
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27859Gemini Enterprise +19
Agent ergonomics13%16.24844Gemini Enterprise +4
Security & auth14%17.58754Gemini Enterprise +33
Payments & pricing10%12.5100Gemini Enterprise +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88060Gemini Enterprise +20
Transparency & trust7%8.88258Gemini Enterprise +24
Negative events≤1500
TotalB 68.1/100E 44.5/100

Facts side by side

FactGemini EnterpriseSecoda
KindHTTP APIHTTP API
VendorGoogleSecoda, Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP, stdio
AuthOAuthAPI key
PricingPaidPaid
x402nono
LicenceProprietary service under the Google Cloud terms. The client libraries are Apache-2.0Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT
Tools exposednone6
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-082026-10-06
Terms last updated2026-09-02no date given
Privacy policy last updated2026-09-28no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity139k npm/wk, 1.2M PyPI/wk1 stars

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 some Gemini agent capabilities announced on 8 October are early access.

Secoda

The REST API reference embeds OpenAPI 3.0 definitions on every page, with llms.txt and Markdown copies, and the subscription agreement carries a 99.9 per cent uptime commitment. No price, trial or sign-up is published, no status page was found, and the public changelog stops at 28 October 2025 although self-hosted releases continue.

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

Secoda

  1. Pick the base URL by workspace region. app.secoda.co uses api.secoda.co, eu.secoda.co uses eapi.secoda.co and apac.secoda.co uses aapi.secoda.co
  2. Keep writes under 30 PUT, PATCH or POST calls a minute on entity endpoints, and back off on a 429
  3. List with /api/v1/resource/catalog and a URL-encoded JSON filter. The per-type list endpoints for tables are marked deprecated, and results stop at 10,000 resources
  4. Send at most 100 entities to /api/v1/resource/all/bulk_update/ in one request
  5. Add a trailing slash when an endpoint does not behave as expected, as the docs advise
  6. Treat an API key as the creating user. run_sql in the MCP server works only when an admin has enabled Run SQL and the user has query access to the integration

Questions

Which is better for AI agents, Gemini Enterprise or Secoda?

Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category.

Do Gemini Enterprise and Secoda need an API key?

Gemini Enterprise uses an OAuth sign-in. Secoda needs an API key.

Can an agent call Gemini Enterprise and Secoda without installing anything?

No hosted endpoint is listed for Gemini Enterprise. Secoda runs on your own machine, with no hosted endpoint listed.

Other comparisons with Gemini Enterprise or Secoda

Machine-readable

For companies

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