Data Transformation EngineJondaX

One engine.Every health data format.

JondaX handles the clinical data your product can’t. From real-world inputs (PDFs, images, HL7, FHIR) to clean, coded, regulation-ready output in the format you configured.

✓ D✓ ISO 27001 certified✓ 30 free transformations
Extract
Transform
Load
PDF
JSON
Images
HL7 / FHIR
JondaX · Transformation Engine
Redaction
Normalisation
Translation
Unit conversion
Terminology mapping
Confidence scoring
6 functions · clinical-grade ·
99.9% acc.
with expert review
record · in flight
FHIR JSON
FHIR XML
HL7 v2.x
Clinician using the JondaX health data API to structure clinical documents
Real-time · clinical-grade · interoperable
26M+ data points transformed
Input · any format
PDFJSON
ImagesHL7 / FHIR
↓
JondaX · Transformation Engine
Redaction
Normalisation
Translation
Unit conversion
Terminology mapping
Confidence scoring
6 functions · clinical-grade · 99.9% accuracy
↓
Output · standardized
FHIR JSON
FHIR XML
record · in flight

Modules

Choose the modules you need.

Modular by design. Use pathology alone, combine with medical device data, or go all-in.

Pathology module visual collageLive

Pathology

Quantitative and qualitative results across specimen types. Blood, urine, stool, saliva, CSF, sputum, microbiology, and more. Core for structured data. Pro for PDFs and image files.

HL7 v2FHIRJSONPDFImage
Medical Devices module visual collageLive

Medical Devices

Glucometers, BP monitors, pulse oximeters, thermometers, scales, and more. Photo in, structured data out.

Image
Wearables module visual collageLive

Wearables

300+ devices through our partner network. Heart rate, sleep, activity, HRV. One schema, no per-device maintenance.

API
Point-of-Care module visual collageBeta

Point-of-Care

Rapid diagnostic tests, lateral flow assays, pregnancy tests, and antigen tests. Photo of the strip, structured result returned.

Image
New module request

Something we don't cover? Tell us what you're building and we'll see if there's a path to a new module.

hello@jonda.health

Start free. 30 transformations across pathology and medical devices. No credit card required.

Six functions. Applied as needed.

You send the data. JondaX picks the functions that fit. Every module runs a subset of these six.

01

De-identify

+

Remove PII and PHI fields on ingestion. Designed to meet the HIPAA Safe Harbor standard.

HIPAA Safe HarborPII / PHIIngestion-time
02

Normalise File

+

Standardise file formats, encodings, and layouts. For non-digital inputs like scans and photos, pre-process with OCR, rotation correction, and image enhancement.

OCRRotationImage enhancement
03

Translate

+

Translate clinical content across 10+ languages, input and output. Source language auto-detected.

10+ languagesAuto-detectBi-directional
04

Map Terminology

+

Map source terminology to your chosen clinical vocabulary, even an ontology you bring yourself. Grounded in JondaX's 3M+ reference knowledge graph. Applied with clinical context.

3M+ knowledge graphClinical contextVocabulary mapping
05

Convert Units

+

Convert units of measurement, however they arrive. Output configured to your system. Applied with clinical context.

Unit conversionConfigurable outputClinical context
06

Assign Codes

+

If required, JondaX assigns standardised medical codes. LOINC today, SNOMED CT on the roadmap, or your own ontology. Applied with clinical context.

LOINCSNOMED CT (roadmap)Clinical contextCustom Ontology
Assign Codes visualizationConvert Units visualizationMap Terminology visualizationTranslate visualizationNormalise File visualizationDe-identify function visualization
Step 01 · De-identify

Living intelligence

Clinical context. Always learning.

Clinical context

JondaX doesn't just match strings. Every piece of data is read for what it means clinically, not just what it says. Accuracy depends on knowing what is what.

Knowledge graph learning

JondaX keeps learning. The 3M+ reference knowledge graph grows with every new variation the system encounters, and with every parameter we add. So every piece of data you send benefits from everything JondaX has seen before.

How it works

Four steps. One clean output.

Step 01

Configure

Configure format, terminology, coding standards, and units on the JondaX platform.

Step 02

Connect

Connect to the JondaX API, our wearables partner, or any MCP-compatible AI assistant.

API / Agentic AIJondaX
Step 03

Send

Send data. JondaX de-identifies, extracts, harmonises, codes, and validates every file.

Step 04

Receive

Get structured, coded, regulation-ready output. Cleared pathology results arrive first, reviewed results follow.

FHIR . 200 OK"loinc": "6690-2""value": 7.2"totalTests": 11"qaPassed": 10,"manualReview": 1,
MCP server

Bring JondaX into the chat.

If you already work inside AI interfaces such as OpenAI Codex CLI, Gemini CLI, Claude Desktop, Cursor, or Antigravity (and more), you can use JondaX with a simple setup. The JondaX MCP Server lets your AI assistant call JondaX directly, upload a lab report, check on a device reading, and get your structured result back, from a plain-language prompt.

It authenticates with the same API key you already use, and every call still runs through the same JondaX platform underneath: the same de-identification, extraction, and the compliance posture (ISO 27001, HIPAA, GDPR, PDPA) you'd get through the direct API.

OpenAI Codex CLIGemini CLIClaude DesktopCursorAntigravity+ more
Claude Desktop · JondaX MCP
YouUpload this lab report using JondaX: /path/to/blood_test.pdf
upload_pathology_scan(file: "blood_test.pdf")
JondaX MCP

Done. The file was uploaded to JondaX successfully and is now being processed.

  • uploadId: 8f2c1***-****-****-****-******a93d7
  • fileName: blood_test.pdf
Four pillars of trust

Built for healthcare.
Not retrofitted.

Four pillars of trust, engineered into every transformation. Healthcare-grade controls baked into the platform — not bolted on after the fact.

Book a call
PILLAR 01
Data handling
De-identified by default. Auto-purged in 30 days.
All processing uses de-identified data. Direct identifiers are stripped on ingestion within your selected residency region. Original files auto-purged after 30 days.
PILLAR 02
Infrastructure
Cloud by default. On-premise on request.
Cloud-hosted infrastructure with data residency in Singapore, EU, or US. On-premise available for enterprise clients with specific residency requirements.
PILLAR 03
Certifications
Certified and compliance-ready.
ISO 27001 certified. Designed to comply with HIPAA, GDPR, and PDPA (Singapore).
PILLAR 04
Agreements
DPA and BAA executed automatically on signup.
No separate legal process required. Both documents available for your legal and security teams to review.
Flexible by design · Auditable by default
Flexible by design

Not a proprietary schema. Your formats. Your codes. Your ontology.

JondaX maps to international standards, and to your own ontology if you have one. Customised or standards-based, your vocabulary is the target. Configure your defaults once.

Output formats
FHIR (JSON)FHIR (XML)HL7 v2JSONCSV
Coding systems
‍LOINC LIVESNOMED CT ROADMAPCustom Ontology
Compliance
HIPAAGDPRPDPAISO 27001

Plus 10+ languages. Satusehat-compatible for Indonesia.

Audit trail

Every API call, every transformation, every review logged.

You see transformations, errors, and usage on your dashboard. JondaX holds granular logs for compliance, debugging, and security. Every delivery is logged separately, including the reviewed batch.

Granular · Immutable
Everything builders ask

What everyone wants to know.

Real questions from teams shipping health products today. If yours isn't here, ask us directly.

No credit card30 free transformsHIPAA regulation-ready
01What is JondaX?
JondaX is a health data API: the near real-time transformation layer between your inputs and your system. It handles the structured stuff (HL7, FHIR) and the unstructured stuff (PDFs, scanned reports, device photos), and returns clean, structured, coded output in the format you need. Built for developers, CTOs, data engineers, and product teams in healthcare.
02What types of health data does JondaX support?
JondaX supports five data modules. Pathology Core for structured lab data (HL7, FHIR, JSON). Pathology Pro for PDFs and image files. Medical Devices for glucometers, BP monitors, pulse oximeters, thermometers, weight scales, and more, from device photos. Wearables for heart rate, sleep, HRV, activity, and the full set of data points available through our wearables partner. Point-of-Care for rapid tests is in beta. Input formats include PDFs, images, HL7, FHIR, and JSON. If there's a health data type you need that isn't listed, drop us a message and we'll see if we can support you.
03Does JondaX support non-English health data?
Yes. 10+ languages, as both input and output. Alongside English: Bahasa Indonesia, Catalan, Dutch, French, German, Italian, Polish, Romanian, Spanish, and Turkish. If there's a language you need that isn't currently supported, get in touch. We have the technical capability to handle more, though we can't guarantee the same accuracy or turnaround time beyond the supported languages.
04How long does it take to integrate JondaX?
Around two weeks, typically. It depends partly on you. Clients who already know their output format and terminology standards have gone live in about a week. Clients still working through those decisions have taken closer to four. Wearables integrations, which go through our partner, usually take around three to four weeks. Compare that to a year or more of engineering if you build this yourself, plus ongoing maintenance as standards evolve.
05When do I get my results back?
Medical device readings return in the same API response. Pathology results are delivered to your callback URL as soon as they are ready: biomarkers that pass validation arrive near-instantly in a first batch, and any biomarker flagged for review arrives in a second batch once our in-house team has resolved it. Reports with nothing flagged arrive in a single batch.
06Does JondaX store patient data?
Yes, briefly, and securely. The original data is stored for 30 days in your selected residency region (Singapore, EU, or US), where it's de-identified on ingestion. From that point on, only the de-identified version is used for transformation. Direct identifiers are stripped; your structured output contains only age-level demographics and biological sex. The original file is only accessed again in the rare case where human review needs to resolve an issue with the de-identified version. After 30 days, everything is purged. Enterprise clients who need storage outside these three regions can get in touch. For wearables, storage is handled by our wearables partner (HIPAA and GDPR compliant), not JondaX. DPA and BAA are executed automatically on signup to JondaX.
07How does JondaX handle data privacy and security?
Seriously. JondaX is ISO 27001 certified and designed to comply with HIPAA, GDPR, and PDPA. Every file is de-identified on ingestion (see above), encrypted at rest and in transit, and covered by a full audit trail. Access inside JondaX is role-based and limited to staff with a specific operational need.
08How is JondaX different from building in-house?
Building this in-house is a different scale of work. A year or more of engineering, $1M+ in year one, clinical coding expertise on staff, and ongoing maintenance as standards evolve. And you'd still be starting fresh on every edge case. JondaX has handled these across 26M+ data points, with a 3M+ knowledge graph that keeps learning with human validation. You get all of that as a product, live in around two weeks. Your engineers stay on your product, not on plumbing.
09How much does JondaX cost?
Pricing is transformation-based and scales with your usage and the modules you use. You can see the full breakdown on our Pricing page. Enterprise plans with custom volumes, dedicated residency, and direct support are scoped separately. Tell us what you're building and we'll scope it with you.
10Is there a free trial?
Yes. Every new account gets 30 free transformations across pathology and medical devices. No credit card required. Bring your own data, run your own tests, and upgrade when you're ready.
11Can I use JondaX without the API?
Yes. Sign up for a free account, log in, and upload files straight from your dashboard. No code required.

The API is built for production-scale transformations, letting you connect JondaX directly into your own systems and process files automatically whenever you need it.
12Can I use JondaX with an AI agent?
Yes. The JondaX MCP Server lets any MCP-compatible AI assistant such as OpenAI Codex CLI, Gemini CLI, Claude Desktop, Cursor, or Antigravity to call JondaX directly. Upload a lab report, check a device reading, or pull a structured result back, all from a plain-language prompt instead of writing API calls.

It authenticates with the same API key you already use and runs through the same JondaX platform underneath: the same de-identification, extraction, and compliance posture (ISO 27001, HIPAA, GDPR, PDPA) as the direct API.
13Do you help with data work beyond what JondaX automates?
Yes. JondaX handles the transformation itself, but our team also covers the data work around it: strategy, health data foundations, integration, and sourcing data you don't already hold. Each is available as consulting, advisory, or full delivery, depending on what you need.
View our services →

Your next sprint should not start with a data problem.

30 free transformations across pathology and medical devices. No credit card required.