Parse
Tables stay tables.
Layout-aware Markdown with source locations.

Perception series
Five tools that parse, split, classify, extract and ground any of 36 file types, and point every value back to the page it came from.
Ranks first on grounding against frontier models. Available in the Console today.


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Our most accurate setting reads documents as well as the best tool we tested, for less than half the price. Our lightest setting is the cheapest of them all and still beats all but one of the leading AI models.
Parsing leaderboard export, 15 September 2026. Cost is USD per 1,000 pages as measured. ParseBench is scored on its main metric, Content Faithfulness, only.
Tables stay tables.
Layout-aware Markdown with source locations.

One packet becomes the documents inside it.
Page ranges for each document in a mixed upload.
Labels come from your taxonomy.
Document or page labels from your taxonomy.
Every field says found, not found or ambiguous.
JSON Schema output, a status and a citation on every field.

A location, not a judgment.
Any quote resolved to its page, cells or span.


PDF, Word, PowerPoint, images and scans, Visio

Excel, CSV, XML, read cell by cell

Text, HTML, email, audio and video
Same models, same API, same serving stack at every tier. The only thing that changes is the boundary around your data, from our cloud to your metal.
Your data trains your models. The weights, adapters and eval sets stay yours, inside the boundary you pick.

Start on our GPUs, behind our API, with a key from Console.
For: pilots, evaluations, mid-market teams moving fast.

Your own GPU cluster in our cloud, reached over private links instead of the public internet.
For: regulated teams that are cloud-first but done with shared infrastructure.

The platform installs inside your AWS or Azure account. Data stays within your boundary.
For: banks, Big 4 firms, anyone whose security review starts with “show us the network diagram.”
Talk to sales
Your datacenter, your hardware, zero outbound.
For: government, defense, and sovereign environments where the network cable isn’t there.
Talk to sales