Unstructured for AI agents
Convert documents into structured LLM-ready data.
What your agent can do with Unstructured
Unstructured: convert documents into structured LLM-ready data. Through AMXP your agent calls it like any other tool: no Unstructured account, no separate API key and no extra subscription. The call is priced up front and paid from your AMXP balance.
Unstructured is on the AMXP roadmap and not callable yet. Everything on this page describes how it will work once its connector ships.
How to call it
The same three calls work for every provider. Your agent does this on its own once AMXP is installed.
// Find the right Unstructured endpoint, check its price, then run it.
const [tool] = await amxp.discover({ provider: "unstructured" })
const spec = await amxp.inspect(tool.id) // parameters, price per call
const result = await amxp.execute(tool.id, { /* params from spec */ })What Unstructured charges
$0.015 per page
- Model
- Pay as you go
- Currency
- USD
- Free tier
- Yes
10,000 free pages (one-time, at account start)
Prices as of 2026-11-02, source: https://unstructured.io/pricing.
Pricing through AMXP
0% markup, pay per call. Your agent sees Unstructured's own price from amxp.inspect() before it runs anything, the amount is reserved from your balance, and only the real cost is settled. No monthly fee, no Unstructured account. How pricing works
Alternatives in OCR & Documents
Your agent can compare these by fit and price with amxp.discover() and pick per task.
