Where messy documents become data you can trust.
Scan.Structure.Trust.
Invoices, filings, contracts, scanned forms. The information your business runs on is trapped in pages no dashboard can read. Structura hands it back as clean, organized data you can trust, build on, and sell.
Documents we turn into data
Text-based or scanned, one page or ten thousand. You name it, we read it.
The problem
The truth lives in documents, not databases.
Every operationally heavy industry has the same buried asset. The document is dense, inconsistent, and written for humans. The volume is too high to key in by hand and too irregular for a simple template. The stakes are high enough that a wrong number is worse than no number.
So the data stays locked up, and every team downstream rebuilds it from scratch, badly. Off-the-shelf OCR gives you text, not data. Generic AI gives you a plausible guess with no way to tell right from wrong. Neither one is something you can put in front of a customer.
What we do
We build the structured layer your documents never had.
You give us the source material for a domain. We define the exact shape of the data that matters in your world, extract every field from every document, verify it, and deliver it in the form you already work in: a clean spreadsheet, a database table, or a live feed, with a schema you own.
The result is not a pile of text. It is organized information where every entry is a real thing, every detail is clearly defined, and every value has been checked. It is the difference between "we have the documents" and "we have the data."
How it works
From raw documents to data you can build on.
We map your domain
We define the fields that matter: what an entity is, what each attribute means, what a valid value looks like. This becomes your schema, with real field names and no guessing.
We ingest the sources
PDFs, web pages, scans, photographed pages. Formats that fight back are our normal case, including sources that are geo-blocked, inconsistent, or hundreds of megabytes each.
We extract into the schema
The engine reads each document and populates every field, handling the fan-out across regions and line items so the output sits at the grain you actually query.
We verify and report gaps
Every extraction is checked. You get the data plus a report of what was found, what the source never contained, and what needs review, before you build on it.
Any document. Any format. Any size.
The mess in your source is our problem, not your line item.
A pristine digital file and a stack of crooked scans come back as the same clean, organized result. You cannot tell from the data which source was easy and which was a fax.
The standing offer
Bring us the document everyone said couldn't be parsed.
No format we won't take. No domain we won't map. If it holds the data your business runs on, it is in scope. Name the problem — we build the pipeline around it.
Why Structura
Data you can actually put in front of a customer.
A schema you own, not a black box
The data comes out in a shape you defined, with real field names and types. It plugs straight into your database, CRM, ERP, data warehouse, custom product, or your customer's systems, without a cleanup project in between.
Verification is the product
Anyone can get a model to guess. We tell you which values were confirmed, which were absent from the source, and which need a human. That is what makes the data safe to sell.
Built generic from day one
The engine that breaks dense cost and coverage terms into clean, typed fields can be pointed at leases, filings, spec sheets, or invoices just as easily. New vertical, new schema, same machine.
We handle the ugly reality
Blocked sources, inconsistent formats, enormous files, entities that fan out across regions. The parts that make everyone else say "custom project, call us" are our default path.
Cost and completeness under control
The engine is bounded so a hard document can't run up a runaway bill, and it sweeps the full field set so nothing quietly gets skipped.
Non-destructive, versioned re-runs
When a source updates, we re-extract without ever clobbering the data you already trust. Your feed stays current with no one re-keying a thing.
Where this works
If an industry runs on documents, it needs Structura.
A few of the North American verticals with exactly this shape, where someone is reading documents by hand and wishing they had the data instead.
Healthcare & benefits
Plan documents, formularies, provider directories, prior-auth rules.
Insurance
Policy forms, endorsements, rate filings, coverage comparisons across P&C, life, and specialty.
Financial services
Prospectuses, credit agreements, fund fact sheets, disclosure filings.
Finance & back office
Invoices, purchase orders, receipts, remittances, statements, expense reports across any vendor format.
Real estate
Leases, offering memoranda, appraisal reports, HOA and title documents.
Government & regulatory
Permits, tariffs, public filings, compliance manuals.
Manufacturing & procurement
Spec sheets, safety data sheets, bills of material, supplier contracts.
Legal
Contracts, amendments, filings, and case documents at portfolio scale.
How we work with you
Start small. Prove it on your own documents.
One slice, fully proven
We map the schema and deliver verified data for a well-defined slice of your domain, so you see exactly what structured means for your material. Fixed scope, fixed price.
Across the full domain
Once the pilot proves out, we expand: more documents, more regions, more entities, refreshed on your schedule.
Always current
For sources that change, we run continuous, versioned re-extraction so your dataset stays current without anyone re-keying a thing.
Why now
Have a document domain that should be a database?
The cost of reading a document carefully just collapsed. The winners in every document-heavy industry will be the ones who turned their filings into data first. We built the machine that does it. Now we point it at your documents.
FAQ