Use case

AI Agents for API-first Products

AIML.chat gives API-first products an AI agent grounded in your reference, guides, and code — answering integration questions with real, cited snippets so developers ship faster and your support queue shrinks. When your product is an API, developer self-service is the whole game.

AIML.chat gives API-first products an AI agent grounded in your reference, guides, and code — answering integration questions with real, cited snippets so developers ship faster and your support queue shrinks. When your product is an API, developer self-service is the whole game.

The API adoption problem

Adoption of an API-first product lives or dies on the integration experience. Developers hit auth quirks, pagination questions, webhook setup, rate-limit confusion — each a fork between shipping and churning. A technical agent indexes your API reference, guides, and GitHub repository, then answers precisely, returning the relevant request, response, or config snippet and citing the page it came from. It won't invent an endpoint or a parameter that doesn't exist; when the answer isn't there, it says so and escalates.

Self-service that compounds

Every question your agent struggles with is a documented gap. The analytics dashboard ranks those unanswered questions, giving you a precise backlog for your docs and DX work. Re-crawl on a schedule and the agent tracks your API as it evolves. Connect issue tracking over MCP and it can open a docs or bug issue, with human approval on every write. The result is developer support that improves itself instead of repeating.

Built for reference-heavy products

Index your OpenAPI reference, guides, and repo; embed one script tag; done. Compare approaches below, then read the developer tools use case and the technical agent page.

ApproachAnswers fromReturns snippetsFinds gaps
API reference searchA page indexNoNo
AIML.chat agentYour reference, guides & codeYes, citedYes, ranked
Generic chatbotA scripted treeNoNo
Can it answer from my OpenAPI reference?+

Yes — it indexes your API reference, guides, and repo, then returns the relevant snippet with a citation so developers can verify it.

Will it invent endpoints?+

No. It answers only from content you indexed; when the answer isn't there, it says so and escalates rather than guessing.

Is there a free plan?+

Yes — 100 messages a month and one website on the free tier. See pricing for higher limits.

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