Health Insurance Claim Validation AI Agent

Health insurance claim validation AI agent automates insurance emails, extracts docs, validates claims via AI+HITL, and sends outcomes—fast, accurate, auditable

Top Benefits

  • Reduce manual claim review effort by up to 80%
  • Accelerate claim triage and customer response times by over 50%
  • Improve claim accuracy with consistent AI‑driven validation
  • Enhance operational traceability with automated email, storage, and HITL audit trails
  • Deliver faster, high‑quality customer communication with automated decision emails

Tasks

  • Parse incoming Outlook emails and identify insurance‑related messages
  • Extract and save claim documents to OneDrive for further processing
  • Use AI skills to analyze claim data and determine clear vs. shortfall cases
  • Present extracted details in a HITL form for final human validation
  • Send automated approval, shortfall, or rejection emails to the customer
This automation delivers streamlined claim validation through an intelligent AI agent that automates how health‑insurance teams process customer claim requests. The workflow begins when new emails arrive in Outlook, using the email body, subject, and attached documents as its primary inputs. OneDrive serves as the storage location for all claim files, giving the process a clean and auditable structure. Once triggered, the AI agent scans up to ten inbox messages, classifying each email to determine whether it relates to an insurance claim. If relevant documents are attached, the automation saves them to a timestamped OneDrive folder and extracts text for deeper analysis. The extracted content is then evaluated by a trained AI skill that determines whether the claim is Clear or Shortfall, identifies missing documents, and extracts key fields such as patient name, policy number, dates, diagnosis, and claimed amount. All these details are automatically passed into a HITL form, where an insurance specialist reviews the information, confirms accuracy, and adds final remarks. After validation, the automation generates a clear output: a customer email indicating whether their claim is approved, incomplete, or rejected, complete with policy‑specific details. All processed emails are moved to a designated Outlook folder, and all claim documents remain stored in OneDrive for future verification or compliance checks. This automation addresses common pain points for insurance teams—high email volumes, repetitive document review, slow turnaround times, and inconsistent decision‑making. Without automation, staff must manually open each message, verify attachments, extract data, look for missing information, and craft customer responses, which is time‑consuming and error‑prone. With the AI agent in place, teams gain faster processing, improved accuracy through AI‑assisted checks, a streamlined HITL review, and a fully traceable workflow that reduces operational load.

Setup process

Install

Download the AI Agent and follow the instructions to install it in your AAE Control Room.

Configure

Use the AI Agent in a bot, configure keys and other credentials the AI Agent will need (see the ReadMe for details.)

Run

That's it - now the AI Agent is ready to get going!

Requirements and Inputs

  • Requires Microsoft Outlook (Desktop) 2019 or later for reading and sending emails
  • Requires Microsoft OneDrive (latest desktop client) for storing claim documents
  • Requires access to email inbox containing insurance-related messages as the data source
  • Requires claim document files PDF attached to customer emails for extraction
  • Requires HITL form input to capture final human validation and remarks before sending the outcome

Customer Reviews

5.0(3 reviews)
5 star100%
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Ease of Use5.0
Functionality & Reliability5.0
Documentation & Samples5.0

Intelligent End-to-End Insurance Claim Automation

This AI agent showcases strong Agentic Process Automation by streamlining insurance claim intake, document extraction, AI-based validation, and HITL review. It reduces manual effort, improves accuracy, and delivers auditable, customer-ready outcomes through seamless Outlook, OneDrive, and Automation Anywhere integration.

Rishi D.

Excellent, efficient, and truly end‑to‑end

An excellent AI agent that streamlines health‑insurance claim handling with smart email parsing, accurate document extraction, and clear AI‑driven validation. It drastically reduces manual effort while ensuring fast, consistent, and audit‑ready outcomes—highly recommended for any claims team.

Akshay D.

Efficient

Reduce manual review work and increase efficiency

Rittik S.