Inspiration

In rural India, doctors see 50+ patients daily with unreliable internet and zero time to type queries into drug databases. Medical representatives visit once a month — but drug interactions matter at the moment of prescription. We asked: what if every doctor had a 24/7 AI medical rep in their pocket?

What it does

PharmaBridge is a voice-first AI medical representative that works everywhere:

  • Online Mode: Doctors send a WhatsApp voice note asking about drugs, dosages, or interactions. Our cloud AI responds with voice + text in seconds.
  • Offline Mode: A lightweight Android app with on-device inference. No internet? No problem. Ask via voice, get instant answers locally.

When connectivity returns, everything syncs — usage logs, updated drug databases, new interactions.

How we'll build it

  • WhatsApp Business API for voice note ingestion
  • Speech-to-text (Whisper) and text-to-speech pipeline
  • RAG architecture with medical knowledge base (drug interactions, dosages, contraindications)
  • Quantized on-device LLM (Phi-3 mini) for offline inference
  • SQLite + vector DB for local drug storage
  • Sync protocol with conflict resolution for seamless online/offline transitions

Challenges we anticipate

  • Ensuring medical accuracy with hallucination guardrails
  • Optimizing LLM for edge devices with limited RAM
  • Handling voice in noisy clinic environments
  • Designing sync logic for intermittent connectivity

What makes it unique

No app downloads for WhatsApp mode. No internet needed for offline mode. Voice-native — because doctors don't have time to type. Built for the real world, not demo day.

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