PrymeIntelligence

AI agent skills by role·Answer

What should claims handlers never let an AI agent do?

Claims handlers should never let an AI agent decline a claim, settle above authority, pay a changed account or accuse a claimant of fraud. The reasons.

The decisions that refuse, accuse or pay out beyond authority. Claims handlers should never let an agent decline a claim, settle above its authority, pay to an account the claimant just changed, signal a fraud suspicion to the claimant, handle a bereavement or vulnerable claimant alone, or close a claim with an open complaint. A named handler decides each.

Which lines matter most, and why?

Declining a claim

A decline ends the customer’s expectation of cover and may lead to a complaint, an ombudsman case or a court. It often turns on reading ambiguous wording against particular facts. The agent can draft the coverage view and the letter. The handler decides, and the reason must be theirs.

Settling above authority

Settlement authority exists because larger amounts need more experienced judgement. An agent may be certified at depth 4 for small settlements to verified payees within the insurer’s limits. Anything above that is held. Releasing money is hard to undo, which is why it sits high on the depth scale.

Paying to a new or changed account

A claimant’s request to pay a different account, by email or phone, is an external claim. An external claim cannot authorise a payment. Claims payments are a known target for redirection fraud, especially on large property or motor claims. A handler verifies through the insurer’s own process before any change.

Signalling fraud suspicion

An agent may flag inconsistencies: a receipt from a retailer that does not stock the item, photos with dates that do not fit. Deciding a claim is suspect and referring it is the handler’s call. Telling the claimant, or letting a draft hint at it, can compromise an investigation and damage a customer who turns out to be honest.

Bereavement, serious illness and vulnerability

Claims after a death or serious injury need a person. The agent can gather documents and draft a gentle acknowledgement. Tone, pace and judgement about what to ask for belong to a handler.

Closing a claim with an open complaint

Closure can look routine while a complaint is live elsewhere. A closed claim with an open complaint creates a poor outcome and a record that looks like the insurer stopped listening.

Why can’t a well-certified agent do these?

Because certification proves the agent handles cases within its bounds, not that it should own decisions that carry this weight. Every action meets five bounds: role scope, certificate, sources, the insurer’s own limits and the platform guardrails. Red lines live in the insurer’s limits, so the agent refuses or holds them however good its record. Its depth is temporary in any case: certificates lapse after 90 days, and a run that clears no depth drops the agent to depth 1 the same day.

Under the EU AI Act, risk assessment and pricing in life and health insurance is listed as high-risk. Claims decisions in other lines may not be, but supervisors expect fair treatment and a person who can explain each outcome.

What does a red line look like on the desk?

Take a handler in a motor claims team. A held item shows a total loss settlement, below the handler’s authority, held because the agent’s own limit is lower. The draft is right on value. But the facts show the claimant phoned yesterday asking for payment to their brother’s account because theirs is closed. That request is declared and external, and the agent noted it but did not act.

The handler does not approve the draft as it stands. They contact the claimant through the details on the policy, follow the insurer’s third-party payment process, and record the reason.

How to check each held item is set out in how claims handlers review an AI agent’s decisions. IT staff have their own list; see what IT administrators should never let an agent do.

How should a claims team train for this?

On real held items from the insurer’s own files, including ones with a red line hidden in the facts. A structured approach is in the AI agent training plan template for claims handlers. Market rules shape the detail; compare claims handler training in Canada with in France. The overview is in AI agent skills by role.

Where the Academy fits

Pryme Intelligence Academy’s Operator track tests claims handlers on insurance cases, because module tests are set in the learner’s own industry and role. Certified Pryme Operator requires a written exam and a two-week practicum of real review decisions with no missed red line, signed off by a Pryme assessor.

Questions people ask

Can the agent send the decline letter once the handler decides?

Yes, if the business allows it. The decision is recorded under the handler’s name; the agent sends the approved text.

Can the agent pay third parties such as repairers?

Within limits, to approved and verified repairers, once certified. New or changed repairer accounts follow the same verification as claimant accounts.

What if a claimant insists on speaking to the agent only?

Offer a person every time. The claimant should never be kept from a handler.

Train the people who run your agents.

Pryme Intelligence Academy: free courses on the real product, audio lessons, labs in a free workspace, and certificates anyone can check on VerifyDoc.ai. Teams get seats, an admin view and a free readiness assessment.