How Much Does Unstructured.io Cost? 2026 Pricing Breakdown

Last updated July 2026.

Unstructured.io costs $0.03 per page on Pay As You Go, which is $30 per 1,000 pages, and the price is the same whether you run the Fast, Hi-Res or VLM processing strategy. Every account gets 15,000 free pages a month that reset, the most generous renewing free tier in the document-AI category. The unusual part is the spend cap: your monthly bill stops at $3,000, reached at 100,000 paid pages, and from there every page is free up to a million pages a month. So heavy users never pay more than $3,000, and at a full million pages the effective rate falls to about $3 per 1,000 pages.

Unstructured is a preprocessing platform. It turns any document, a PDF, a Word file, a slide deck, an email or an image, into clean, structured JSON elements that a large language model can use for retrieval-augmented generation and agents. That is a different job than pulling named business fields into a database, and it shapes how you should read the price. Here is the full rate math, including the traps in how a page gets counted.

How much does Unstructured cost per page?

A page costs $0.03 on Pay As You Go, regardless of processing strategy. That flat rate is itself notable: most document-AI vendors charge more for the heavier, higher-accuracy path, so a vision-language pass usually costs a multiple of the fast path. On Unstructured, choosing the more accurate strategy changes processing time and output quality, not the per-page price. For PDF, PPTX and TIFF files a page is one page, slide or image. For DOCX files, pages come from the document metadata. For every other file type, Unstructured counts a page as the file size divided by 100 KB, so a 1 MB CSV bills as roughly 10 pages no matter how many rows it holds.

Is Unstructured free?

Effectively, yes, if you stay under 15,000 pages a month. Unstructured gives every account 15,000 free pages every month, and the allowance resets monthly with no card required. That beats the other free tiers in the category: LlamaParse renews 10,000 credits a month, Reducto grants 15,000 credits once, and Landing AI expires its 1,000 free credits after 90 days. For a small, steady or seasonal workload, Unstructured can run inside the free tier indefinitely.

How does the $3,000 spend cap work?

The spend cap is the reason Unstructured's cost curve looks nothing like a normal per-page meter at volume. You pay $0.03 per page after the free 15,000, and the bill reaches its $3,000 ceiling at 100,000 paid pages. So 50,000 paid pages is $1,500 and 100,000 is $3,000, and that is the most you pay below a million pages. From the cap up to a million pages a month, every page is free. Spread the $3,000 across a full million pages and the effective rate is about $0.003 per page, or $3 per 1,000, close to the volume tiers of the hyperscalers. No other document-AI vendor caps spend this way.

Is the $1 per 1,000 pages figure still accurate?

No, and this trips up a lot of comparisons. The "$1 per 1,000 pages" number that circulates in older articles was the early serverless API rate, and it has been retired. The current published Pay As You Go rate is $0.03 per page, which is $30 per 1,000 pages, thirty times the old figure. Anyone budgeting on the stale rate is off by a factor of thirty. When a vendor prices in a fast-moving category, always read the live pricing page rather than a third-party guide.

Is Unstructured cheaper than AWS Textract or Azure?

For plain OCR, no. AWS Textract, Azure AI Document Intelligence and Google Document AI all charge $1.50 per 1,000 pages for text detection, while Unstructured is $30, about 20 times more. But the comparison is not clean, because Unstructured is partitioning documents into RAG-ready JSON elements rather than returning raw text or key-value pairs. At very high volume the gap narrows sharply: the $3,000 spend cap drops Unstructured to roughly $3 per 1,000 pages at a million pages a month, within range of the hyperscalers volume rates. The vendor you choose should follow the job, not just the headline rate.

What is Unstructured actually for?

Unstructured is built to get documents AI-ready. It chunks and normalizes messy source files into elements a model can retrieve against, which is the unglamorous first step of most retrieval and enterprise search pipelines. If your goal is instead to extract a fixed schema of business fields, invoice totals, dates, line items, into a database or an accounting system, that is field extraction, and Unstructured is neither priced nor built for it. Matching the tool to the task matters more than the per-page number here. For the full rate math, see the Unstructured pricing reference and the cross-vendor OCR pricing per 1,000 pages table.

Unstructured versus a managed extraction product

If you need named fields rather than document chunks, a managed product such as DocuOCR classifies, extracts, validates, reviews and exports document data through one dashboard and one API, billed per page at roughly $14 to $20 per 1,000 pages. Unstructured feeds a language model; a managed extractor feeds your database and accounting workflows directly. Many teams end up using both: Unstructured to prepare a knowledge base for a model, and a field extractor to pull structured records out of invoices, statements and forms. A per-page rate says nothing about accuracy on your own layouts, so test the output on real documents before you build a pipeline around any tool.

Rates read from the Unstructured pricing page on July 22, 2026. Prices change, so re-verify before quoting.