Head to head · Company knowledge search · October 2026 research run
Dust vs Gemini Enterprise
Gemini Enterprise scores 68.1 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on agent ergonomics, payments & pricing and maintenance & community. Both do company knowledge search.
Best company knowledge search and data catalogues for AI agents · All 73 knowledge comparisons
Which one, for what
Dust B
Best for A team that already works in Dust and wants an outside agent to search its spaces, read documents and call its agents with a user's own access.
Ahead on
- Agent ergonomics, 67 against 48
- Payments & pricing, 20 against 10
- Maintenance & community, 86 against 80
Also in its favour
- A hosted endpoint, with nothing to install
- Open source
Watch for
Programmatic usage has no free credits. It draws only on the workspace credit pool, which Free seats cannot use
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 53
- Security & auth, 87 against 75
- Transparency & trust, 82 against 68
Watch for
No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account
Score by category
| Category | Weight this run | Dust | Gemini Enterprise | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 53 | 85 | Gemini Enterprise +32 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 75 | 78 | Gemini Enterprise +3 |
| Agent ergonomics | 13%16.2 | 67 | 48 | Dust +19 |
| Security & auth | 14%17.5 | 75 | 87 | Gemini Enterprise +12 |
| Payments & pricing | 10%12.5 | 20 | 10 | Dust +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 86 | 80 | Dust +6 |
| Transparency & trust | 7%8.8 | 68 | 82 | Gemini Enterprise +14 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 62.8/100 | B 68.1/100 |
Facts side by side
| Fact | Dust | Gemini Enterprise |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Permutation Labs | |
| Hosted endpoint | https://dust.tt/mcp | no (local only) |
| Transports | HTTP | HTTP |
| Auth | OAuth or key | OAuth |
| Pricing | Freemium | Paid |
| x402 | no | no |
| Licence | MIT for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for @dust-tt/client and MIT for @dust-tt/dust-cli | Proprietary service under the Google Cloud terms. The client libraries are Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-08 | 2026-10-08 |
| Terms last updated | no document linked | 2026-09-02 |
| Privacy policy last updated | no date given | 2026-09-28 |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 1.5k stars, 17k npm/wk | 139k npm/wk, 1.2M PyPI/wk |
Verdicts
Dust
The whole platform is MIT on GitHub, with a public OpenAPI document of 68 operations, llms.txt and a remote MCP server that acts with the signed-in user's access. API calls that run agents draw only on a paid workspace credit pool, and the terms of service could not be read.
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.
Before you call either
Dust
- Use
https://eu.dust.ttfor a workspace in the EU region andhttps://dust.ttotherwise, for both the API and the MCP server - Connect an MCP client by OAuth and send the
resourceparameter in authorisation and token requests. API keys do not work on the MCP server - Expect HTTP 429 with type
rate_limit_errorwhen the credit pool, the programmatic monthly cap or the key's spend cap is exhausted. Retrying will not help - Call
GET /api/v1/w/{wId}/searchwithlimit(1 to 100, default 25) andcursor, or a data source view's search withtop_k - Keep document upserts under 120 a minute per workspace
Gemini Enterprise
- Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs
discoveryengine.assistants.assist - Send
X-Goog-User-Projectwith your project ID when calling with Application Default Credentials - Pass the
sessionname from the final stream message on the next call to keep context. Leaving it empty starts a new session - Read
connectorAuthErrorsin the response. A connector that failed sign-in is skipped and the answer comes from the rest - Use the A2A URL returned by Agent Registry verbatim. It takes the project number, not the project ID
Questions
Which is better for AI agents, Dust or Gemini Enterprise?
Gemini Enterprise scores 68.1 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on agent ergonomics, payments & pricing and maintenance & community.
Do Dust and Gemini Enterprise need an API key?
Dust takes an API key or an OAuth sign-in. Gemini Enterprise uses an OAuth sign-in.
Can an agent call Dust and Gemini Enterprise without installing anything?
Dust has a hosted endpoint at https://dust.tt/mcp. No hosted endpoint is listed for Gemini Enterprise.
Are Dust and Gemini Enterprise open source?
Dust is open source (MIT for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli`). No open-source release is listed for Gemini Enterprise.
Other comparisons with Dust or Gemini Enterprise
- Alation vs Dust
- Alation vs Gemini Enterprise
- Atlan vs Dust
- Atlan vs Gemini Enterprise
- Cohere North vs Dust
- Cohere North vs Gemini Enterprise
- Collibra vs Dust
- Collibra vs Gemini Enterprise
- Dust vs Glean
- Dust vs Guru
- Dust vs Onyx
- Dust vs Overclock
- Dust vs Secoda
- Gemini Enterprise vs Glean
- Gemini Enterprise vs Guru
- Gemini Enterprise vs Onyx
- Gemini Enterprise vs Overclock
- Gemini Enterprise vs Secoda
Machine-readable
- This page as Markdown
/compare/dust-vs-gemini-enterprise.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/dust.json·/api/v1/tools/gemini-enterprise.json - From a terminal
anchor compare dust gemini-enterprise(the CLI) - Over MCP
compare_tools {"a": "dust", "b": "gemini-enterprise"}at/mcp, no key