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Insurance Claims Automation

End-to-end claims processing automation — FNOL intake, document assessment, damage evaluation, and settlement recommendation using LLMs and computer vision.

Azure OpenAI
Azure Computer Vision
Python
FastAPI
PostgreSQL
Redis
React
85% faster
Processing Time
70%
Straight-Through
96%
Accuracy
4.8/5
Customer Satisfaction

Project presentation

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Insurance Claims Automation · Agent Mesh

ORCHESTRATORInsuranceFNOLACTIVEAssessmentNODE 02FraudNODE 03SettlementNODE 04CommunicationNODE 0512345678
Step 1Instant

FNOL Intake

Claim reported via phone, web, email, or mobile app.

Multi-channel intakeInformation extractionClaim creationPriority assignment

Key Features

FNOL Automation

AI-powered first notice of loss intake with natural language processing and guided questions.

Document Assessment

LLM analysis of claim documents — police reports, medical records, repair estimates.

Damage Evaluation

Computer vision analysis of damage photos for automated assessment and cost estimation.

Settlement Recommendation

AI-generated settlement recommendations with policy coverage analysis.

Fraud Detection

Pattern-based fraud detection across claims history and submission patterns.

Customer Communication

Automated status updates and personalized communication throughout claims lifecycle.

How It Works

1

FNOL Intake

Instant

Claim reported via phone, web, email, or mobile app.

Multi-channel intake
Information extraction
Claim creation
Priority assignment
2

Document Collection

1-3 days

AI guides claimant through required documentation.

Document request
Upload guidance
Completeness check
Validation
3

Damage Assessment

< 30 minutes

AI analyzes damage photos and repair estimates.

Photo analysis
Damage scoring
Repair estimation
Total loss check
4

Policy Analysis

< 5 minutes

LLM analyzes policy coverage and applicable terms.

Policy retrieval
Coverage analysis
Deductible calculation
Limit check
5

Fraud Screening

< 10 minutes

Automated fraud detection and investigation trigger.

Pattern analysis
History check
Inconsistency flag
Risk scoring
6

Settlement Recommendation

< 15 minutes

AI generates settlement recommendation with justification.

Settlement calculation
Justification generation
Approval routing
Negotiation support
7

Approval & Payment

1-3 days

Settlement approved and payment processed.

Approval workflow
Payment processing
Confirmation
Documentation
8

Closure & Feedback

Post-resolution

Claim closed with customer satisfaction survey.

Closure confirmation
CSAT survey
Feedback collection
Knowledge update

Multi-Agent Architecture

FNOL Agent

Handles first notice of loss intake with natural language processing.

  • Claim intake
  • Information extraction
  • Guided questioning
  • Priority assessment
  • Route assignment

Assessment Agent

Analyzes claim documents and damage evidence for accurate evaluation.

  • Document analysis
  • Damage assessment
  • Cost estimation
  • Policy matching
  • Coverage verification

Fraud Agent

Detects potentially fraudulent claims using pattern analysis.

  • Pattern detection
  • History analysis
  • Inconsistency flagging
  • Risk scoring
  • Investigation support

Settlement Agent

Generates settlement recommendations based on policy and assessment.

  • Settlement calculation
  • Policy interpretation
  • Negotiation support
  • Approval routing
  • Payment processing

Communication Agent

Manages claimant communications and status updates.

  • Status updates
  • Document requests
  • Decision delivery
  • Sentiment monitoring
  • Escalation triggers

Use Cases

Auto Insurance Claims

Automate vehicle damage assessment and claims processing.

Property Claims

Process property damage claims with photo analysis and cost estimation.

Health Claims

Automate health insurance claims processing and adjudication.

Travel Claims

Process travel insurance claims with document verification.

Liability Claims

Assess liability claims with evidence analysis and policy review.

Workers' Comp

Automate workers' compensation claims intake and processing.

Interested in Insurance Claims Automation?

Get in touch to discuss how this solution can be tailored to your needs.