Capabilities
One API maps any data to your schema.
A five-layer cascade resolves most columns deterministically, before any AI is touched — then structural reshape, any-to-any convert, checksum-strict validators, FHIR emit, layout reuse and durable connectors wrap around the same engine. All without shipping raw records to an LLM.
Browse
Eight capabilities, one engine
Schema mapping
POST /v1/match
A five-layer, cost-ordered mapping cascade. Each layer runs cheapest-first and stops the moment it resolves a column — so most files never reach the metered AI layer at all.
ExploreStructural reshape
POST /v1/reshape
Transpose, unpivot, pivot, join across sheets and split one messy input into a clean multi-sheet workbook. A deterministic detection pass untangles the grid; a PHI-free router picks how to transform it.
ExploreAny-to-any convert
POST /v1/convert
Images and PDFs via OCR, audio via transcription, HTML and URLs via ETL. The extracted records are shaped straight into your target schema — the engine behind “paste anything, drop a doc”.
ExploreValidators
POST /v1/validate-row
Nineteen field validators run before anything is committed — from IBAN mod-97 and GTIN check digits to NPI Luhn and LOINC codes. Invalid rows are flagged with a precise code, never silently written.
ExploreFHIR R4 emit
output: fhir
Map your rows once, then emit them straight to FHIR R4 — Patient, Observation, Claim and more — via each template’s fhir_resource. A healthcare feature layered on the same engine, not a walled-off gate.
ExploreSchema-only vs full-data
mode: schema-only | full-data
Schema-only is a data-minimization mode — only headers and up to three short sample rows ever leave your system, so a DPA usually isn’t needed. Full-data unlocks row-level AI and media convert, gated on the PHI entitlement.
ExploreLayout reuse & drift
POST /v1/layouts/lookup
Every confirmed mapping is cached by a fingerprint of its header row, so a recurring import is one-click reuse with zero AI. The same fingerprint detects schema drift before it breaks your pipeline.
ExploreConnectors & webhooks
POST /v1/connectors
Pull from file upload, URL, webhook, HTTPS, S3, GCS and SFTP on an hourly, daily or weekly schedule — secrets KEK-encrypted. Push committed batches through a durable queue with a DLQ and admin replay.
ExploreReady when you are
One key, every capability — on one prepaid wallet.
Capabilities are just endpoints on the same cascade. Top up a $10 prepaid wallet; every map is a few tokens, and full-data adds AI token cost only when you need row-level AI or media convert.