Unstructured Transform

Ready to take the Hot Mess Test?

Send us your 25 toughest pages. Our engineers will process them and follow up in 24 hours with results you can compare side by side with your current output.

Making Fortune 500 documents usable.

Bank of America Logo — Unstructured enterprise ETL and AI data pipeline customer
IBM Logo Small — Unstructured Cloud Data Integration Partner
citibank Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Bank of America Logo — Unstructured enterprise ETL and AI data pipeline customer
IBM Logo Small — Unstructured Cloud Data Integration Partner
citibank Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Bank of America Logo — Unstructured enterprise ETL and AI data pipeline customer
IBM Logo Small — Unstructured Cloud Data Integration Partner
citibank Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Humana Logo — Unstructured enterprise ETL and AI data pipeline customer
McKinsey & Company Logo — Unstructured enterprise ETL and AI data pipeline customer
Amazon Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Humana Logo — Unstructured enterprise ETL and AI data pipeline customer
McKinsey & Company Logo — Unstructured enterprise ETL and AI data pipeline customer
Amazon Logo — Unstructured enterprise ETL and AI data pipeline customer
Google Logo — Unstructured enterprise ETL and AI data pipeline customer
JPMorgan Chase Logo — Unstructured enterprise ETL and AI data pipeline customer
Humana Logo — Unstructured enterprise ETL and AI data pipeline customer
McKinsey & Company Logo — Unstructured enterprise ETL and AI data pipeline customer
Amazon Logo — Unstructured enterprise ETL and AI data pipeline customer

Send us your
worst pages.

Nested tables. Complex forms. Handwritten coffee-stained scans. Transform combines layout intelligence, advanced OCR, and cross-page context to turn complicated documents into usable data.

Un-messed in
under 24 hours.

No setup or configuration needed. Send us your toughest pages. Our engineers handle the rest, free.


  1. STEP 01

    You send it.

    Send up to 25 of your toughest pages, along with the results you’re getting from your current parser.


  2. STEP 02

    We run it.

    Our engineers process your pages with Transform out of the box, capturing the content, structure, and context.


  3. STEP 03

    You compare.

    Within 24 hours, we follow up with your results so you can compare them side by side with your current output. Your documents. You be the judge.


Unstructured Transform

Built for your toughest pages.

Precision Extraction

Extract custom key-value pairs from contents on the page.

Layout Intelligence

Identify titles, paragraphs, lists, tables, images, and their correct reading order.

Form Extraction

Convert forms into key-value pairs while preserving fields, sections, and nested structures.

Cross-Page Context

Join tables across pages and carry headings, sections, and relationships forward.

Got questions?

Hot Mess Test FAQs.

The details on your documents, our process, and your results.

Torn scans, dense tables, nested forms, handwriting in the margins — if your current parser gets it wrong, it qualifies. Up to 25 pages, one document or several.

Yes — we cover the engineering time and compute. No cost, no commitment.

Just the pages, plus what your current parser returns for them today, so we can build the side-by-side. PDF, scans, or images.

Within 24 hours. A named engineer hands back Transform customized to your documents, plus the side-by-side comparison.

No. If it's a fit, we'll talk about what's next; if not, you keep the output either way.

Unstructured Transform

Got a mess? Send it over.

Send us your worst 25 pages and see what Transform does with them out of the box — plus a customized setup if any page still needs one. Free, in 24 hours.