AI Agent PoC to Reduce Claims Processing Time by 83%

Car on the road.

#1

Car assistance in Europe

The client’s position in the European roadside assistance market.

<6

Weeks to the prototype

How long the AI agent took to build and demonstrate.

83%

Less time per claim

Assessment down from 30 minutes to 5.

The client

Close-up of a car headlight.

ARC Europe is a European automotive assistance provider, delivering roadside assistance and insurance services through a network that covers 42 countries. Beyond its traditional services, it supports the shift to electric mobility with an assistance ecosystem built for electric vehicles.

The challengeWhat needed to be solved

The company was after a way of processing claims that would run more efficiently and leave less room for human error.

Challenge 01Reviews done entirely by hand

Each claim took around 30 minutes of manual review, slowing resolution for customers.

Challenge 02Two handlers, two answers

The same claim could be read differently by different people, leading to disputes and re-evaluation.

Challenge 03No headroom for peaks

Manual work limited how far operations could scale, especially during high-demand periods.

Cars in a tunnel.

What we did

A GPT-based agent that hands the operator a recommendation

In about six weeks, we built a PoC AI agent on Microsoft Azure that analyzes claims, checks compliance and drafts a report. It fits into ARC Europe's existing processes and leaves the final decision to a person.

Area 01 · Intake

Process

Every claim enters one pipeline

Claims and their attachments go into the same automated flow, so each one is assessed the same way.

Area 02 · Analysis

LLM

Compared against history

The LLM compares each claim with past cases and the customer's attachments, with compliance checks built in.

Area 03 · Recommendation

AI

A summary the operator can act on

Operators get a ticket summary and an initial recommendation, cutting assessment from 30 to 5 minutes.

Client testimonial

Netguru’s AI expertise has helped us automate our claim processes. The prototype is a significant step toward reducing manual effort and increasing accuracy in our operations.

Krzysztof Pająk

CEO at ARC Europe Polska

Tech stackThe tools that made it possible

01

GPT

The model doing the comparison, summarising and first-pass assessment.

02

Microsoft Azure

The prototype’s home, chosen for secure, scalable and compliant infrastructure.

What’s next

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