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Features

🎯 6-Screen Wizard Application

  1. 📊 Data Loading Dashboard: Real-time corpus overview with document statistics, health metrics, and vector database status
  2. ❓ Question Groups Overview: Side-by-side comparison of client-provided/approved queries (with support for LLM-generated vs RAGAS-generated questions when necessary) with role breakdown
  3. ⚙️ Experiment Configuration: Interactive experiment setup with real-time WebSocket streaming and progress tracking
  4. 📈 Analysis Results Dashboard: Enhanced 3-level analysis with collapsible sections, quick actions, role-based insights, and comprehensive filtering
  5. 🔍 Gap Analysis Dashboard: NEW! Domain-agnostic content gap detection with practical improvement strategies, role-specific recommendations, and implementation tracking
  6. 🗺️ Interactive Data Visualization: Multi-perspective hexagonal heatmaps with coverage analytics, unretrieved chunk detection, and smart performance insights

🏗️ Technical Architecture

  • 🔍 Real Document Processing: Loads CSV and PDF files using LangChain with intelligent chunking (750 chars, 100 overlap)
  • 🗃️ Persistent Vector Storage: Qdrant database with cosine similarity search, automatic collection management, and health monitoring
  • 📏 Quality Score System: Normalized 0-10 scale with consistent thresholds (GOOD ≥7.0, DEVELOPING ≥5.0, POOR <5.0) and color-coded indicators
  • 🆔 Chunk Traceability: Qdrant UUID capture for enhanced debugging and search result analysis with clickable chunk IDs
  • 🗺️ Interactive Visualization: D3.js-powered hexagonal heatmaps with multiple perspectives (Chunks-to-Questions, Chunks-to-Roles), advanced analytics, and improved layout.
  • 📊 Coverage Analytics: Comprehensive chunk utilization tracking with Unretrieved chunk detection and impactful stats on coverage and performance.
  • 👥 Role-Based Analysis: Complete role integration across visualization and analysis workflows
  • ⚡ Performance Optimization: Caching, memoization, and optimized rendering for smooth user experience
  • 📡 Real-time Communication: WebSocket streaming for live experiment progress updates
  • 🧠 Domain-Agnostic Gap Analysis: Rule-based content gap detection that works with any dataset without modification
  • 💡 Practical Improvement Strategies: Role-specific recommendations with internal knowledge mining, external research, and LLM-generated content approaches
  • 🔤 Rich Text Formatting: Markdown bold formatting support in improvement strategies with HTML rendering
  • 🏷️ Feature Flags: Rule-based analysis badges and toggleable UI components
  • 📋 Comprehensive Logging: User-friendly logging system with development/production modes
  • 🎨 Enhanced UX: Collapsible sections, quick actions, smart insights, cross-screen navigation, and context-aware statistics
  • 🎯 Responsive Design: Mobile-friendly interface with CSS Grid and Flexbox layouts