Inspiration

253 million people worldwide are visually impaired. They struggle daily with identifying money (risking fraud), reading medicine labels (risking poisoning), understanding documents, choosing clothing, and calling for help. I built SCOUT using Google Gemini 3 API to provide independence, safety, and dignity.

What it does

SCOUT is an AI accessibility assistant powered by Gemini 3 API with 6 features:

💰 Money Reader - Identifies currency, detects counterfeits, checks condition 💊 Medicine Safety - Reads labels, checks expiry dates, alerts if unsafe 📄 Document Reader - Extracts text from bills, letters, newspapers
👔 Clothing Helper - Describes colors, suggests matching outfits 📸 General Camera - Identifies any object or scene 🚨 Emergency SOS - Sends GPS location to contacts instantly

All features use Gemini 3's vision and reasoning with voice output for complete accessibility.

How we built it

Core Technology: Google Gemini 3 API

SCOUT uses the gemini-2.5-flash model from Gemini 3 family for:

  • Ultra-fast vision analysis (3-5 seconds)
  • Advanced OCR from complex layouts
  • Contextual reasoning (e.g., comparing expiry dates)
  • Natural language generation

Tech Stack:

  • Frontend: React Native + Expo
  • Backend: Node.js + Express on Vercel
  • AI: Google Gemini 3 API (gemini-2.5-flash)
  • Voice: Expo Speech (TTS)
  • Location: Expo Location (GPS)

Architecture:

Mobile App → Vercel Backend → Gemini 3 API → Response → Voice Output

Key Implementation:

// Gemini 3 API Integration
fetch('https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent', {
  body: JSON.stringify({
    contents: [{ parts: [{ text: prompt }, { inline_data: { data: image } }] }]
  })
})

Category-specific prompts optimize Gemini 3 for each feature (medicine safety, money verification, document reading).

Challenges we ran into

1. Gemini 3 Prompt Engineering - Medicine labels have tiny text, currency needs authenticity checks. Solution: Category-specific prompts leveraging Gemini 3's reasoning.

2. Speed vs Accuracy - Chose gemini-2.5-flash over Pro for 3-second responses critical for accessibility.

3. True Accessibility - Every element needs screen reader labels, voice output, and large touch targets. Validated with blindfolded testing.

4. Emergency Location - GPS accuracy varies. Implemented fallback to last-known location.

5. Error Handling - Gemini API rate limits require user-friendly messages and retry logic.

Accomplishments that we're proud of

Gemini 3 API powers all 6 features
3-5 second response time enables real-time accessibility
Medicine safety alerts prevent poisoning using Gemini's date reasoning
Currency verification detects fraud using Gemini's vision
Blindfolded testing validated real-world usability
253 million potential users worldwide

What we learned

About Gemini 3:

  • Multimodal understanding is transformative - understands context, not just objects
  • Prompt engineering is critical - 10x accuracy improvement with specific prompts
  • gemini-2.5-flash perfect balance of speed + accuracy for accessibility
  • Vision + reasoning enables safety features (expiry date comparison, counterfeit detection)

About Accessibility:

  • Screen reader compatibility requires intentional design
  • Voice feedback must be immediate
  • Blindfolded testing reveals issues invisible in normal development
  • Independence = dignity for users

What's next for SCOUT

Short-term:

  • Upgrade to gemini-2.5-pro for complex medicine analysis
  • Multi-language support using Gemini 3
  • Medicine Reminders with prescription OCR
  • Function calling for structured data
  • object finder to identify the missing items
  • navigation - to identify the danger items on the way. Long-term:
  • Live Navigation with Gemini 3 video understanding
  • Conversational AI for follow-up questions
  • Smart Object Finder using spatial reasoning
  • iOS version

Vision: Make SCOUT the AI companion for every visually impaired person worldwide, powered by Gemini 3.

Built With

  • asyncstorage
  • eas-build
  • expo-location
  • expo-speech-api
  • express.js
  • google-gemini-2.5-flash-api
  • mobile-first
  • node.js
  • react-native-(expo-sdk-54)
  • rest-api
  • typescript
  • vercel-(backend-deployment)
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