LiabilityIQ - Motor Segment Liability Determination MVP

Overview

This MVP automates the collation and analysis of motor claim documentation to support Claims Consultants in liability determination. The system consolidates multiple documents, performs analytical assessments, and provides decision-readiness guidance.

Features

• Document Retrieval: Fetches all claim-related documents
• Normalization & Classification: Standardizes and categorizes documents
• Summarization & Fact Extraction: Extracts key information and entities
• Baseline Expectations Cross-Check: Validates completeness and quality
• Risk, Gap & Conflict Detection: Identifies issues and inconsistencies
• Recommendations & Next Steps: Provides actionable guidance
• Consolidated Dossier Output: Generates structured reports

Project Structure

LiabilityIQ/
├── src/
│   ├── data_generators/      # Synthetic data generators
│   ├── document_processing/  # Core processing modules
│   ├── analysis/             # BED cross-check, risk detection
│   ├── output/               # Dossier generation
│   └── utils/                # Helper utilities
├── data/
│   ├── synthetic/            # Generated synthetic claims
│   └── bed/                  # Baseline Expectations Documents
├── config/                   # Configuration files
├── requirements.txt
└── demo.py                   # Demo/visualization script

Setup

pip install -r requirements.txt

Usage

Web Interface (ClaimCenter Style)

Run the web application for an interactive ClaimCenter-style interface:

python web_app.py

Then open your browser to http://localhost:5000

The web interface provides:

• Dashboard showing all available claims
• Interactive tabbed interface for viewing dossiers
• Professional ClaimCenter-style UI
• Real-time claim processing

Command Line Demo

Run the command-line demo:

python demo.py

This generates synthetic claims and processes them, creating HTML dossiers in the output/ directory.

Output Formats

The system can generate dossiers in:

• HTML (default) - ClaimCenter-style web interface
• Markdown - For documentation and reports

Configure the output format in config/config.yaml.