Form-Gen Logo Form‑Gen Medical API

Plug‑and‑Play Form Processing API
Built for Pathology Labs & LIMS Vendors

Drop any requisition PDF and receive perfectly structured JSON in seconds. Our REST endpoints handle OCR, field detection, and validation—so your team can focus on diagnostics, not data entry.

AC
JP
TM

Deployed in 150+ Australian labs

API JSON preview
Quick Start

API at a Glance

A single POST call is all it takes—send a form image or PDF and receive a typed JSON payload with every field, confidence scores, and validation flags. Integrate via HL7/FHIR, webhook, or direct DB write‑back.

Endpoint

POST /v1/documents:process

Attach your document (image, multi‑page PDF, or TIFF). Our backend streams the file for processing—no size headaches.

Response

200 OK returns:

  • fields: key‑value pairs + bounding boxes
  • validation: anomaly codes & suggestions
  • barcodes: decoded strings
  • metrics: processing time & confidence

Integration

Use our HL7/FHIR adapters or fire a webhook to your LIMS. Need something unique? The API is stateless—wrap it inside your own pipeline with ease.

Read the full spec →
Why Integrate

Backend Features

Each micro‑service is containerised and scales automatically—so you get predictable latency and billing.

Form Field Detection + OCR Inference API

Optimised CNN + Transformer stack trained on thousands of Australian pathology layouts. Handles multi‑page PDFs and 300+ DPI scans at speed.

Automated Validation API

Pattern checks, checksum maths, cross‑field rules, and ML anomaly detection flag suspect values before they hit your database.

LIMS‑Ready Connectors

Native HL7/FHIR payloads, REST webhooks, or direct SQL inserts—choose the connector that matches your stack.

Performance

Production Metrics

Latest audit of 271 lab scans processed via the public API.

Success Rate

88.2%

Avg Response

2.08 s

Fields Parsed

4,664 / 5,073

Median Confidence

69.2%

Data Flow

4‑Step Pipeline

From upload to validated JSON—no UI required.

1

Send

POST image/PDF.

2

Parse

Layout + OCR inference.

3

Validate

Rule & ML anomaly checks.

4

Receive JSON

Push to LIMS/LIS.

Connectivity

Integration Partners

Pre‑built adapters for popular healthcare stacks or roll your own with our open spec.

Cerner

Epic

LIMS/LIS

HL7/FHIR

Need a custom adapter?

Our engineering team builds bespoke connectors for on‑prem LIMS, message queues, and anything in between.

Ready to integrate?

Book a 30‑minute call with our solutions architect and get a trial API key.

Call us

+61 420 222 088

Office

Brisbane, QLD