Transform lab results from any specimen type, any format, any language into clean, coded, system-ready output. Core for digital files. Pro for scans, photos, and complex documents with OCR and human-in-the-loop verification.
Lab reports arrive as PDFs, scans, HL7 messages, and photos. Every lab uses different terminology, different units, different coding conventions.
Getting each new lab into your pipeline means writing extraction logic, building harmonisation rules, validating edge cases, and maintaining all of it when templates change. Months of engineering work per lab, before a single result reaches your product.
Choose based on your input quality. Mix and match across your pipeline.
For digitally-generated files
For scans, photos, low-quality and non-digital inputs
JondaX Pathology handles the full range of clinical laboratory specimens, not just standard blood panels.
From full blood count, metabolic, lipid, liver, and kidney panels to hormones, vitamins, tumour markers, inflammatory markers, cardiovascular markers, and less common blood-based biomarkers.
Urinalysis, urine culture, spot and 24-hour collections, dipstick results, microscopy findings, and quantitative urine measurements.
Faecal occult blood, stool culture, parasitology, calprotectin, H. pylori antigen, and other gastrointestinal markers reported in lab results.
CSF cell count, protein, glucose, culture, and other specialist markers reported in structured or semi-structured laboratory reports.
Sputum cultures, respiratory pathogen panels, AFB smears, microbiology findings, and related laboratory results from respiratory specimens.
Blood cultures, wound swabs, sensitivity results, antibiogram data, organism identification, and culture results from different specimen sources.
JondaX can support additional pathology report types depending on format, structure, language, terminology, and output requirements.
Pathology Core handles digitally-generated files: HL7 v2, FHIR, and JSON. Pathology Pro handles everything else: scanned documents, photographs of lab reports, low-quality PDFs, and complex multi-page reports. Pro includes OCR, robust layout handling across lab templates, and anomaly and inconsistency detection. Both tiers include human-in-the-loop verification via two-step independent review by our in-house team for low-confidence data. Choose based on your input quality. You can mix and match across your pipeline.
Blood and haematology (full blood count, metabolic, lipid, liver, kidney panels, hormones, vitamins, tumour markers, inflammatory and cardiovascular markers), urine analysis, stool and faecal samples, CSF and specialist fluids, sputum and respiratory specimens, and microbiology and culture. JondaX can also support additional pathology report types depending on format, structure, language, terminology, and output requirements. Contact us if your specimen type is not listed.
JondaX processes lab reports in 10+ languages natively, including English, Bahasa Indonesia, Spanish, French, German, Italian, Polish, and Turkish. The source language is auto-detected. Biomarker names, values, units, and reference ranges are identified in the source language, harmonised, and returned as structured output coded to your standard. The source language and source text are preserved in the output for traceability.
JondaX maps to your chosen coding standard. LOINC is live. SNOMED CT is on the roadmap. Output is coded to your standard, not a tool-imposed default. You configure your coding preferences once on the JondaX platform.
FHIR JSON, FHIR XML, HL7 v2, JSON, or CSV. You configure your default output format on the JondaX platform. Output format can also be specified per API call for clients who need different formats for different downstream systems.
Every field of data is confidence-scored. Fields below the confidence threshold go to expert review before your system receives the data. Our reviewers are an in-house team, not sub-processors. They work with the de-identified version of your data only. Every review is verified by a second reviewer before the record is returned. This two-step independent review process is how we maintain accuracy across diverse lab formats, languages, and templates.
Pathology Pro accepts BMP, HEIC, JPG, JPEG, GIF, and WEBP image formats, as well as scanned PDFs, low-quality PDFs, and multi-format documents. OCR handles text extraction from these inputs, with layout detection for diverse lab report templates.
30 free transformations across pathology and medical devices. No credit card required.
Real-time health data transformation engine. Any format in, clean structured output out.
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