Schema mapping for regulated data
Any file you are sent, mapped to your schema.
Most columns are settled before any model is consulted. Edit the header row — it runs the real cascade, and nothing but the column names leaves your browser.
This is what actually arrives.
Fällig amn° clientCODICE FISCALEGeschlechtIBAN / BICEintrittsdatumNot one of them is first_name. The catalogue carries hints in German, French, Italian, Spanish and English, which is why most of these are settled before anything is metered.
How it works
Four steps, and you see the reasoning at every one.
- 01
Upload
Send the file, or point us at a connector. In schema-only mode the headers and three clamped rows are all that leave your network.
- 02
Match
The cascade proposes a field per column. Cheapest layer first, and it tells you which layer decided and how confident it was.
- 03
Review
You correct what is wrong. A medium- or high-risk template flags itself and will not commit without an explicit approval.
- 04
Commit
Rows out in your shape. The corrections are learned for next time and the whole mapping is written to the audit log.
One engine, six jobs
Everything between a file
and a row you trust.
Most import tools do the easy half — a clean CSV with the right headers. These six all run on the same engine, with the same audit trail.
Map a messy file
Column names nobody normalised, in five languages, with typos — matched to your fields and scored, so you can see which ones to check.
Read a scan or a photo
A faxed lab report, a photographed form, a PDF with a real table in it. OCR returns the grid, and the grid feeds the same mapper.
Rebuild a workbook
Transpose, pivot, join across sheets — and hand back your own template with its macros intact.
Never map it twice
The confirmed mapping is cached against a fingerprint of the header row. The same sender next month replays it in one click.
Notice when they change it
A known sender arriving with a new field set is flagged as drift, with the added and removed columns named.
Check it against the standard
IBAN and BIC by checksum, not by regex shape. LOINC, ICD-10, ATC, CPT, NPI, GTIN — field by field.
What leaves your building
The guardrails are not settings someone forgets.
Schema-only mode sends your column names and at most three sample rows, each truncated to 80 characters — enforced at the HTTP edge and again at the model boundary, by one function, so the two halves cannot drift apart.
Any format in
The unstructured path is the same path.
CSV and TSV, Excel — including macro-enabled .xlsm and .xltm workbooks, read but never executed — JSON and NDJSON, XML, SQL over HTTP, Parquet, a Word document, a scanned PDF, a photograph of a form, a dictated handover, or a URL.
Everything that is not already a grid is turned into one first: OCR returns a real table and the table feeds the same mapper, so a faxed lab report and a clean export are resolved by the same cascade, checked by the same validators, and written to the same audit log. There is no second-class input.
The catalogue
33 templates, already written.
Across 7 packs — healthcare, finance and payments, HR and people, plus core business, CRM, e-commerce and clinical evidence. Each template carries field-level validators (IBAN and BIC by checksum, LOINC, ICD-10, ATC, CPT, NPI, GLN, GTIN), multilingual hints in German, French, Italian, Spanish and English, and a FHIR R4 resource mapping where one applies.
13 of them are medium or high risk and gate on human review before they commit — derived from each template's own risk field, so the gate cannot drift from the catalogue. Bring your own schema instead and the same cascade maps onto it.
Every map, deterministic or not
$0.001/ map
About a thousand maps for a dollar. A re-map of a header row you have confirmed before costs the same and uses no AI at all.
Questions
What people ask first.
The awkward ones, answered in full: what a map costs, what leaves your network, what happens to a file after it is mapped, and which compliance claims we will not make.
How is schema-only mode priced?
What does PHI routing cost, and what unlocks it?
Does AdaptivMapr store my regulated data?
Do you replace Flatfile or Redox?
Are you HIPAA certified?
One key, from a messy file to your schema.
Top up a $10 prepaid wallet and start mapping. In schema-only mode only your headers and three clamped rows ever leave you.