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AI Pipeline

Epigenetic Test AI Interpreter

Reads medical test PDFs and generates personalized explanations and video outputs.

PythonPyMuPDFClaudeHeyGenFastAPIAWS S3

Overview

Built for a health-tech client offering epigenetic testing services. The pipeline automates the interpretation of complex lab reports, turning dense scientific data into personalized, easy-to-understand video explanations that patients receive automatically after testing.

Problem

Epigenetic test results are complex and require expert interpretation. Delivering personalized explanations at scale was impossible manually — the client's team couldn't handle growing test volume without a significant bottleneck.

Solution

A document intelligence + AI generation pipeline: PyMuPDF extracts structured data from lab PDFs, Claude provides medically-grounded interpretations using carefully engineered system prompts, and HeyGen generates a personalized avatar video explanation for each patient automatically.

Technical Architecture

1
PDF ParserPyMuPDF extracts test markers, values, and reference ranges
2
Medical LLMClaude interprets results with domain-specific system prompt
3
Script BuilderPersonalizes explanation narrative per patient profile
4
Video GeneratorHeyGen renders avatar video with patient-specific content
5
Delivery PipelineAWS S3 storage + automated email delivery to patient

Tech Stack

PythonPyMuPDFClaudeHeyGenFastAPIAWS S3

Results

Processing time: <3 minutes per patient report

100% of tests automatically interpreted and delivered

Client eliminated manual interpretation bottleneck

Patient satisfaction improved with personalized delivery

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