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Developing personalize our customer journeys to increase satisfaction & loyalty of our expansion recognized by industry leaders.

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Emailinfo@netiquette.in
LocationMumbai, India.
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Emailinfo@netiquette.in
LocationMumbai, India.
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AI/ML-Powered Claim Validation & Invoice Verification System

HomeAI/ML-Powered Claim Valid...
AI Powered Claim Verification and Invoice Validation Tool
InsurTech / FinTechLiveAI Powered

AI Powered Claim Verification and Invoice Validation Tool

An intelligent automation platform that cross-validates insurance claims against invoices, flags anomalies, and accelerates clean-case approvals.

Overview

Built an AI-driven document processing platform to automate insurance claim reviews. The system extracts data from claim documents and invoices, validates against policy rules, detects anomalies, and routes exception cases to human reviewers.

Problem Statement

The claims team processed 500+ claims per week manually by checking invoices, policy docs, and supporting records line by line. Each claim took 5-7 days, error rates were high, and fraud detection had no automated support.

Solution

Designed a multi-stage AI pipeline with OCR ingestion, rules-based cross-validation, and anomaly detection. Clean cases are auto-approved while flagged cases go to reviewer dashboards with discrepancy highlights and confidence scoring.

Key Features

OCR Document Ingestion

Extracts structured records from PDFs, scans, and image uploads.

Cross-validation Engine

Matches claim line-items against invoice entries and policy limits.

Fraud and Anomaly Detection

Flags duplicate claims, inflated amounts, and date inconsistencies.

Auto-approval Workflow

Approves clean cases instantly and routes exceptions to review.

Reviewer Dashboard

Discrepancy highlights, confidence scores, and one-click actions.

Audit Trail and Compliance

Tracks every decision, override, and reviewer action.

Tech Stack

PythonFastAPIAWS TextractTensorFlowReactPostgreSQLRedisDockerCelery

Impact and Results

80%

Faster claim processing

500+

Claims processed per week

3x

Fraud detection accuracy vs manual review

95%

Straight-through processing rate

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