🛡️ ClaimShield AI

AI-Powered Healthcare Claim Denial Prevention System

📌 Overview

ClaimShield AI is an intelligent medical claim auditing platform that uses AI to predict claim approval likelihood, extract medical codes from clinical notes, and generate compliant billing documentation in real-time.

The platform combines:

📄 Clinical document processing

🤖 Machine learning prediction

⚖️ Medical billing rule validation

📊 Interactive analytics dashboard

to help healthcare providers detect claim issues early and avoid financial losses.

⚠️ Problem

Healthcare providers often face claim denials due to:

❌ incorrect ICD-10 and CPT code combinations

❌ missing prior authorization

❌ medical necessity conflicts

❌ incomplete clinical documentation

These issues lead to:

• delayed reimbursements

• administrative workload

• revenue loss

🎯 Solution

ClaimShield AI analyzes claims before they are submitted and provides:

✔ denial probability prediction

✔ billing rule validation

✔ automated remediation guidance

✔ claim history monitoring

⚙️ Workflow

Medical Note Upload → AI OCR → Code Extraction → Rules Engine → Confidence Scoring → Export Ready

Core Features

1. Medical Note Analysis

   • OCR processing of handwritten or typed clinical notes

   • Smart validation to reject non-medical documents

   • ICD‑10 diagnosis code extraction

   • CPT procedure code detection

   • AI-based confidence scoring

2. Claim Management

   • Real-time analytics dashboard

   • Claims history with search and filtering

   • Confidence level categorization

   • Claim approval/denial status tracking

3. Professional Export System

   • Medical superbill generation

   • EDI 837P ANSI X12 export files

   • ZIP download containing all billing documents

   • HIPAA-compliant workflow

4. Professional UI/UX

   • Dark mode healthcare dashboard

   • Responsive design

   • Accessibility compliance

   • Real-time updates

🧰 Tech Stack

📂 Project Structure

HACKATHON

│

├── app/   # Next.js App Router

│   │

│   ├── analyzer/                      # Claim analyzer dashboard

│   │   └── page.tsx

│   │

│   ├── upload/                        # Upload clinical document page

│   │   └── page.tsx

│   │

│   ├── workflow/                      # AI workflow visualization

│   │   └── page.tsx

│   │

│   ├── history/                       # Claim history dashboard

│   │   └── page.tsx

│   │

│   ├── api/                           # Backend API routes

│   │   │

│   │   ├── predict/                   # Claim denial prediction API

│   │   │   └── route.ts

│   │   │

│   │   ├── full-pipeline/             # OCR + AI pipeline

│   │   │   └── route.ts

│   │   │

│   │   └── export-claim/[claimId]/    # Claim export endpoint

│   │       └── route.ts

│   │

│   ├── layout.tsx                     # Global layout

│   ├── page.tsx                       # Landing dashboard

│   └── globals.css                    # Global styling

│

├── components/                        # Reusable UI components

│   │

│   ├── ui/                            # Base UI primitives

│   │   ├── accordion.tsx

│   │   ├── alert.tsx

│   │   ├── avatar.tsx

│   │   ├── badge.tsx

│   │   ├── button.tsx

│   │   ├── card.tsx

│   │   ├── dialog.tsx

│   │   ├── drawer.tsx

│   │   ├── input.tsx

│   │   ├── label.tsx

│   │   ├── progress.tsx

│   │   ├── select.tsx

│   │   ├── table.tsx

│   │   ├── tabs.tsx

│   │   ├── toast.tsx

│   │   └── tooltip.tsx

│   │

│   ├── claim-analyzer-form.tsx        # Claim input form

│   ├── claims-table.tsx               # Claim history table

│   ├── prediction-result.tsx          # AI prediction display

│   ├── navbar.tsx                     # Navigation bar

│   ├── sidebar.tsx                    # Dashboard sidebar

│   ├── stat-card.tsx                  # Metrics cards

│   └── upload-zone.tsx                # Document upload component

│

├── hooks/                             # Custom React hooks

│   ├── use-mobile.ts

│   └── use-toast.ts

│

├── lib/                               # Utility functions

│   ├── utils.ts

│   │

│   └── export/                        # Healthcare export formats

│       ├── edi837p.ts                 # Insurance EDI claim export

│       └── superbill.ts               # Superbill generation

│

├── services/

│   └── api.ts                         # API request handler

│

├── styles/

│   └── globals.css                    # Global styling

│

├── types/

│   ├── claim-types.ts                 # Claim TypeScript interfaces

│   └── env.d.ts                       # Environment types

│

├── components.json                    # UI component configuration

├── next.config.mjs                    # Next.js configuration

├── tsconfig.json                      # TypeScript configuration

├── package.json                       # Dependencies

└── README.md

🚀 API Endpoints

1. Predict Claim Risk - POST /api/predict

Returns:

Denial probability

Predicted claim status

Remediation suggestion

2. Full AI Pipeline - POST /api/full-pipeline

Processes uploaded clinical documents through:

OCR extraction

Rule validation

Machine learning prediction

📊 Example Output

Claim ID: CLM-2026-001

Denial Probability: 12.0%

Status: Approved

Reason Code: N/A

Remediation: Claim meets all billing requirements

🔮 Future Improvements

• integration with Electronic Health Records (EHR)

• advanced clinical NLP models

• automated fraud detection

• real-time healthcare analytics dashboard

📜 License

This project is developed for educational and research purposes.