As patients, we often receive lab reports with cryptic values and reference ranges. Medical jargon makes it difficult to understand what these numbers mean for our health.

We built an AI-powered (qwen3) web application that:

Extracts lab test results from PDF reports automatically Analyzes each value against normal ranges Explains results in simple language (English, French, Vietnamese, Arabic) Recommends actionable next steps Chat with patients about their results

Challenges faced PDF parsing inconsistencies across different lab report formats Rate limiting with free-tier API access Handling multi-language support in AI responses Extracting structured data from unstructured PDF text

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