BitontreeLabs
Apps / Healthcare / Biomarker Trends
LiveHealthcareDocument intelligenceData extractionVisualisation

Biomarker Trends

Upload a lab PDF. See every marker charted over time, with out-of-range values flagged.

PyMuPDF · pdfplumber · Claude Agent SDK · Recharts
The problem

Lab results arrive as PDFs, one per visit, in whatever layout the lab chose. A single result tells you little; the trend is the clinical signal, and nobody has time to transcribe it.

How it was built

The PDF is parsed structurally where it has tables and read by a model where it does not, normalised into markers with units and reference ranges, then charted across every report for that patient.

Worth knowing
  • Handles the layout differences between labs without per-lab templates.
  • Reference ranges are read from the report itself, not assumed.
Full stack
PyMuPDF · pdfplumber · Claude Agent SDK · Recharts
For teams

Build something like this

This is our work, not a template. Tell us what you need and we will scope it.

Work with us
For your practice

Use Biomarker Trends

Want this running against your own data and workflow? We will set it up with you.

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