Unstructured to FHIR

Convert chaotic PDFs and medical documents into structured, interoperable FHIR R4 resources

Medical data exists as a universe of chaos. Different regions, clinics, software systems. The complexity is overwhelming.

We transform this cosmic disorder into structured, interoperable FHIR standards. Any format in, clinical-grade data out.

Learn how it works →
PDF
PDF / Images
XML
XML / CDA
HL7 V2
HL7 V2
FHIR

Transform any medical data into clinical-grade FHIR resources

Any Format Input

PDF, JPG, PNG, TIFF, HL7 v2, CSV. Our engine processes them all with clinical accuracy.

LOINC Normalization

71,000+ LOINC codes for biomarker names. Automatic mapping to standard terminology.

FHIR R4 Output

Clean, validated FHIR resources ready for EHR integration, analytics, and AI training.

Compliance Ready

HIPAA, GDPR, SOC 2 compliant. Your patient data never leaves your environment.

API First

RESTful API with webhooks. Integrate in hours. SDKs for Python, Node, and Go.

EHR Native

Deep integration with IRIS for Health, EPIC, and other major EHR systems.

Built for teams working with medical data

Healthcare

Clinics & Telehealth Providers

Patients arrive with historical medical data in various formats — PDFs, images, scans from other providers. Upload any document, and we convert it to structured FHIR data that integrates with your existing patient records. Build trends instantly without manual data entry.

10x
Faster intake
Zero
Manual entry
Startups

MedTech Products & HealthTech Startups

Building a product that works with medical data? Skip the complexity of parsing unstructured documents. Our API handles the data processing so you can focus on your core product.

API
Ready to use
Days
Not months
Wellness

Longevity & Wellness Clinics

Your clients bring test results from multiple sources. Process their historical health data to generate personalized recommendations based on complete biomarker history, not just the latest results.

360°
Health view
Any
Lab format
IoT / Devices

Medical Devices & Wearables

Let users upload their medical files and photos to enrich your device with structured health data. Combine real-time monitoring with historical records for better insights and personalized recommendations.

Real-time
Processing
FHIR
Compatible

Made for Real World Data

No compromises. No limitations.

01

Unlimited File Size

No page limits. Process documents of any length, from single page reports to complete medical histories.

02

Any Language

Support for medical documents in 96 languages. No translation needed before processing.

03

No Pattern Setup

Works with any document structure out of the box. No templates, no training, no pre-approval of formats required.

Featured Case Study

AI Health Interpretation Platform

A health platform for consumers and clinicians uses FHIR Gravity to process lab results from patients worldwide. The API extracts biomarkers from uploaded PDFs and pictures, normalizes them to LOINC codes, and returns structured FHIR bundles that power personalized health insights.

50+
Lab formats supported
500+
Biomarkers normalized
99.2%
Parsing accuracy
Request demo to learn more →
User uploads lab test results in PDF
FHIR Gravity performs OCR, extracts & normalizes
Structured FHIR bundle returned
AI generates personalized data-driven insights

Designed for growth.

<3s
Processing time per page
Fast enough for real time applications
560+
Pages per document
Unlimited PDF size. Largest upload to date: 560 pages
96
Languages supported
Global coverage for international lab formats
~0%
Error tolerance
Clinical grade QC. Human review only for edge cases
How it works
Input: You send medical information in PDFs, photos or any other format via FHIR GRAVITY API → we return a structured electronic medical record via API.
Output format: FHIR R4/HL7 by default, JSON or custom outputs available.

Stop fighting your data. Start using it.

Request Demo
AICPA SOC2
SOC 2
★ ★ ★ ★ GDPR ★ ★ ★ ★
GDPR
HIPAA COMPLIANT
HIPAA