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  Homepage – Upload Interface

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  AI Analysis in Progress Screen

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  English Diagnosis Summary- Clear, simple diagnosis: AI detects bile duct obstruction with gallstones and cyst — in plain English."

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  Emergency Guidance & Next Steps "Life-saving clarity: When to seek emergency help and what to do next

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Inspiration

In many parts of the world, waiting hours—or even days—for a doctor’s opinion can turn a small injury into a life-threatening emergency. I wanted a one-tap tool my grandmother could use from her basic Android phone: just snap a photo of an X-ray or wound and instantly know what it could be and what to do next.

What it does

1. Snap, Upload, Heal – Drag-drop up to 10 medical images (X-ray, CT, rash, lab report).
   
2. Gemini Flash Vision analyzes them and returns:
   
   • A plain-English (Grade-8 level) condition title
     
   • Color-coded severity badge
     
   • Three concise “What this looks like” bullets
     
   • Actionable first-aid steps, next steps, and an emergency warning line
     
3. Results translate into 33+ languages with one click—critical for global accessibility.
   

How we built it

• Frontend: Vite + React + TypeScript + Tailwind (mobile-first, dark-mode default).
  
• AI: Google Gemini 2.0 Flash-exp vision endpoint.
  
• Backend / Persistence: Supabase (auth, Postgres, edge functions).
  
• Storage-less privacy: All images stay in-memory; nothing touches disk or cloud buckets.
  
• DevOps: Netlify continuous deploy; .env keeps API keys secure.
  

Challenges we ran into

• Gemini Vision sometimes replied with doctor-level jargon—fixed via a strict JSON-only prompt capped at Grade 8 reading level.
  
• Multi-image synthesis: merging findings into one coherent summary without repeating was tricky; solved with an instruction to “provide cumulative assessment.”
  
• Speed vs. quality trade-off; settled on Flash-exp for ≈4-second median latency.
  

Accomplishments we’re proud of

• 1-prompt build on Bolt.new — from zero to working MVP in < 10 minutes.
  
• Achieved < 70 KB bundle size; loads in under 1 s on 3G.
  
• Elderly beta testers in rural Cheerapunjee successfully followed first-aid steps without help.
  

What we learned

• Good healthcare UX = ruthless simplicity. Every extra field is another barrier to care.
  
• AI trust skyrockets when you remove jargon and add a no-storage promise.
  

Built With

• auth
• bolt.new
• gemini
• netlify
• react-?-vite-?-typescript-?-tailwind-css-?-supabase-(postgres