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🛡️ Coverage & Claims Copilot

Auditable AI that answers "Am I covered?" using only policy clauses — refuses to hallucinate.

Features

  • 🔐 User Authentication - bcrypt password hashing
  • 💾 Data Persistence - Policies survive refresh
  • 🔒 User Isolation - Each user sees only their data
  • 📋 Audit Trail - All queries logged
  • 🤖 Qwen2.5-72B via HF Inference API

Quick Start

  1. Create account or login
  2. Get HF API token (free): https://huggingface.co/settings/tokens
  3. Upload policy PDF
  4. Ask questions - get cited answers

Architecture

User Auth → Policy Upload → Persist PDF + Chunks
                               ↓
Query → Retrieve → HF API → Validate → Log → Response

Storage

data/
├── app.db                     # SQLite: users, policies, logs
├── policies/{user_id}/*.pdf   # Isolated per user
├── chunks/{user_id}/*.json    # Clause JSON
└── vectorstore/               # ChromaDB

Security

  • ✅ bcrypt password hashing
  • ✅ User-isolated file storage
  • ✅ PII warning on upload
  • ✅ Query audit logging
  • ✅ Hard refusal policy

Future Scope

Enhanced AI Capabilities

  • Multi-document comparison - Compare coverage across different policies
  • Claim assistance - Guide users through the claim filing process
  • Risk assessment - Analyze coverage gaps based on user profile
  • Smart recommendations - Suggest additional coverage based on queries

Improved User Experience

  • Multi-language support - Support regional languages (Hindi, Tamil, etc.)
  • Voice input/output - Audio-based query interface
  • Mobile app - Native iOS/Android applications
  • Real-time collaboration - Share policies with family members

Advanced Analytics

  • Query analytics dashboard - Visualize common questions and coverage patterns
  • Policy comparison matrix - Side-by-side policy feature comparison
  • Premium insights - Trends in policy usage and coverage gaps

Integration & Automation

  • Insurance provider APIs - Direct integration for policy updates
  • Claim status tracking - Real-time claim progress monitoring
  • Document OCR enhancement - Better extraction from scanned/handwritten policies
  • Email notifications - Alerts for policy renewals and updates

Enterprise Features

  • Organization accounts - Team-based policy management
  • Custom LLM fine-tuning - Domain-specific model training
  • API access - Programmatic integration for third-party apps
  • Advanced security - SSO, 2FA, encryption at rest

Compliance & Regulation

  • Regional compliance - IRDAI guidelines integration
  • Explainability reports - Detailed reasoning audit trails
  • Legal review mode - Flag clauses needing legal interpretation

About

we are currently running this on hugging face spaces free tier . if you want better reponce speed you can run it locally (if you got specification :) )

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