AI agent training for claims handlers in insurance in Italy

Italian insurers should train claims handlers, the liquidatori, to check an agent's reading of accident reports, adjuster findings and medical-legal assessments, review its offers under the direct compensation system, and decide every refusal, offer and payment themselves. IVASS expects fair, timely claims handling; the EU AI Act and GDPR set the literacy and data duties.

What does a claims handler at an Italian insurer do?

Motor third-party liability dominates. Under Italy's direct compensation system, a driver who is not at fault usually claims from their own insurer, which pays and then recovers from the other driver's insurer under an inter-insurer agreement. The handler works from the joint accident report, the adjuster's damage assessment and, for injuries, a medical-legal assessment, and must make a reasoned offer or refusal within time limits set by law.

Fraud is a constant concern in motor claims, with staged accidents, inflated repairs and invented injuries. Handlers use the insurer's own checks and the anti-fraud database that IVASS maintains to spot repeated names, vehicles and repairers across claims. Property, health and liability claims add their own detail. Claimants are often represented by agencies or lawyers, and disputes can end in court, so every offer must stand up to scrutiny.

Where can an agent help, and at what depth?

Accident report and liability reading (depth 2). The agent reads the joint accident report and statements, applies the inter-insurer rules on liability to the described circumstances, and drafts a liability view for the handler.

Adjuster report summaries (depth 1). The agent summarises the adjuster's findings on damage, cost and consistency with the described accident.

Medical-legal summaries (depth 1). The agent summarises the medical-legal assessment of injury and any disagreement with the claimant's own medical report. It never assesses injury itself.

Fraud indicator checks (depth 1). The agent compares names, vehicles, repairers and witnesses with the insurer's records and the industry database, and flags links. A link is a reason to look, not a finding.

Offer drafting and payments (depth 2 draft, depth 4 held). The agent drafts the offer with each figure sourced, within the time limits. Offers and payments are held for a handler with authority.

How do handlers review the agent's work?

How claims handlers review an agent's decisions gives the routine. Read the verdict, then the bound that decided it, whether role scope, the agent's certificate, its sources, the insurer's limits or the platform guardrails, then the sources, then the draft.

Provenance is the decisive skill. The policy record is sealed. The appointed adjuster's report and the insurer's medical-legal assessment are signed. The claimant's own medical report is signed by its author but commissioned by the claimant, which the handler weighs. The joint accident report records the drivers' versions and is closer to declared. A fraud database hit is evidence of a link, not of fraud.

When the agent repeatedly misapplies a liability rule or misreads a policy clause, fix its brief. Teaching claims handlers to bank corrections explains how a correction becomes lasting.

What stays with the handler?

Liability decisions in disputed cases, injury valuations, offers and refusals, fraud referrals and dealings with lawyers and claimants. These decisions have legal deadlines and consequences, and a refusal without good reasons can cost the insurer more than the claim. They need a person who can defend them. That is why claims handlers are the real control, and why the role shifts towards judgement rather than disappearing, as will AI agents replace claims handlers? sets out.

Which Italian and EU rules shape oversight and literacy?

IVASS supervises insurers, including their conduct towards claimants and their handling of motor claims within the statutory framework, and runs the anti-fraud database. An insurer that uses agents in claims should be able to show IVASS who decided each offer or refusal and how those people were trained. EIOPA coordinates insurance supervision at EU level, and DORA applies to insurers' ICT risk management, incident reporting and third-party arrangements, which covers the systems the agent runs on.

The EU AI Act (Regulation (EU) 2024/1689) applies directly. Article 4 requires deployers to ensure sufficient AI literacy among staff operating AI systems. Annex III lists life and health insurance risk assessment and pricing as high-risk; motor claims agents are not, but Article 14's model of competent human oversight is the right standard. GDPR applies to claim files, including health data in injury claims, and Article 22 restricts solely automated decisions with significant effects. The Garante is the Italian data protection authority.

This is an explanation of the rules, not legal advice; confirm how they apply to you with counsel.

A 90-day plan

1. Days 1 to 30. Handlers complete foundation learning with the insurer's closed motor claims, recorded as an Article 4 measure. The agent runs at depth 1 on adjuster and medical-legal summaries and fraud indicator checks.
2. Days 31 to 60. The agent drafts liability views and offers at depth 2. Handlers review every draft against the time limits. Weekly calibration agrees on disputed liability cases, and corrections go into the brief.
3. Days 61 to 90. Handlers with offer and payment authority complete certification and a supervised practicum, for example Pryme Intelligence Academy's Operator track. Offers and payments stay held.

The AI agent training plan template for claims handlers gives owners and dates. For anti-fraud units, team leaders and legal staff, see AI agent skills by role.