An insurer's AI agent training plan follows the policy lifecycle: underwriting and pricing, policy servicing, claims, and the oversight functions around them. For each group it sets the agent work they touch, the learning and certificate they need, the trigger that starts their training, and the evidence an auditor or supervisor would check. Claims and underwriting reviewers usually certify first.
What makes an insurer's plan different?
Insurers run several distinct operations under one roof, each with its own risk. A claims agent preparing settlements moves money at depth 4. An underwriting agent drafting quotes commits the insurer to a risk. A servicing agent changing a policy can leave a customer uninsured without anyone noticing. In the EU, risk assessment and pricing for life and health insurance is listed as high-risk under the AI Act, which raises the bar for human oversight in those lines.
So one plan with one course for everyone fails. The plan below lets each group train for its own agent work, triggered by that agent's rollout, while sharing a common vocabulary. Typical mistakes are listed in what insurers get wrong about AI agent training, and the case for training before deployment in how insurers should train staff before deploying AI agents.
How do you fill it in?
- Group: by function, then by line of business where risks differ.
- Agent work and depth: what the agent prepares for this group.
- Learning and certificate.
- Training trigger: the event that starts this group's training, usually the agent's shadow phase.
- Must be certified before: the depth or capability that cannot go live until this group is ready.
- Evidence: what audit or the supervisor would sample.
The template
| Group | Agent work and depth | Learning | Certificate | Training trigger | Must be certified before | Evidence |
|---|---|---|---|---|---|---|
| Claims | ||||||
| Underwriting | ||||||
| Policy servicing | ||||||
| Pricing and actuarial | ||||||
| Compliance and conduct | ||||||
| Engineering and data | ||||||
| Executives and board |
A worked example
A hypothetical general insurer writing motor, home and small commercial. Values are illustrative.
| Group | Agent work and depth | Learning | Certificate | Training trigger | Must be certified before | Evidence |
|---|---|---|---|---|---|---|
| Claims handlers (60) | Intake and summaries, depth 1; settlement preparation, depth 4 held | Foundations, then Operator | Certified Pryme Operator | Claims agent enters shadow | Any settlement capability above depth 2 | Certificate number on every released settlement |
| Underwriters (15) | Quote preparation, depth 2; renewals at expiring terms, depth 3 | Foundations, then Operator | Certified Pryme Operator | Underwriting agent enters shadow | Renewals at depth 3 | Referral and approval trail |
| Policy servicing (40) | Mid-term adjustments, depth 3; cancellations, depth 4 held | Foundations, then Operator | Certified Pryme Operator | Servicing agent enters shadow | Cancellations or adjustments that remove cover | Sample of held cancellations |
| Pricing and actuarial (5) | Reads pricing outputs; no pricing decisions by agents | Foundations | Foundations badge | Programme start | n/a | Briefing record |
| Compliance and conduct (6) | Re-perform held decisions; review refusals customers query | Foundations, then Operator; Architect for the head of conduct | Operator; Architect | Before first depth 3 | Any depth increase | Quarterly control tests |
| Engineering and data (8) | Briefs, sources, certification | Builder | Certified Pryme Builder | Programme start | Any agent's first certification | Attest results per agent |
| Executives and board | Approve risk appetite for agents | Foundations | Foundations badge | Programme start | First live agent | Board minutes |
The servicing row is easy to overlook and often the riskiest. A mid-term adjustment that removes a named driver or changes a property's occupancy can leave a customer without cover they believe they have. The agent may complete simple changes at depth 3, but anything that reduces cover should be held, and servicing staff must recognise it. Certifying servicing staff before cancellations go live closes that gap.
The pricing row shows a deliberate limit. In this example, agents do not make pricing decisions; actuaries read the agent's outputs where relevant and need the vocabulary only. An insurer that later uses agents in life or health pricing would add Operator certification and stronger oversight there.
For costs, see how much AI agent training costs for insurers. Insurers with legal and complaints teams may also use the training plan for paralegals and the training plan for caseworkers for those functions. The general order is in training teams for AI agents.
Where the Academy fits
Pryme Intelligence Academy sets module tests in the learner's industry and role, so a claims handler and an underwriter both learn on insurance cases from their own work. Seats come with paid Pryme Intelligence plans, and an admin view shows progress, results, certificates and expiry dates across claims, underwriting and servicing.
Questions people ask
Which group should an insurer train first?
The group whose agent is closest to depth 3 or 4. In most insurers that is claims, because settlements move money, followed by servicing, where cover can be removed.
Do delegated authority partners need training?
If they review or approve work an agent prepares on your behalf, yes. Ask for certificate numbers you can check at source, and include them in your oversight of the partner.
How often should the plan be revisited?
Whenever an agent gains a capability or depth, and at least once a year. Each change of depth should come with a check that the people approving its held work are certified and current.