PrymeIntelligence

AI agent skills by role·Answer

What should underwriters learn before working with AI agents?

Underwriters should learn how agents weigh declared and verified facts, which tasks sit at which depth, and how to review a drafted risk summary.

Underwriting is judgement on incomplete information, so underwriters should first learn how an agent labels what it knows: which facts are verified, which are the applicant's own declaration, which came from outside. Then they need the depth for each underwriting task, why pricing for people in life and health is held, and how to review a drafted risk summary.

How does an agent change underwriting work?

Underwriters read submissions, proposal forms, loss histories, inspection reports and broker notes, then decide whether to accept a risk, on what terms and at what price. Much of the reading is extraction and comparison. An agent can extract the key facts, compare them against underwriting guidelines, check loss history, flag gaps and draft a risk summary with proposed terms.

The underwriter's time moves to the judgement. That works when the underwriter knows how the summary was built, especially which facts it relied on, because a summary that treats a declaration as verified can misprice a whole book.

What should underwriters understand?

  • Provenance of every fact. The insurer's own claims history is sealed. A survey report from an appointed surveyor is signed. The applicant's proposal answers are declared. A broker's emailed note about the risk is external. Material facts resting on declarations should be visible as such.
  • Depth per task. Reading submissions at depth 1; drafting risk summaries and quotes at depth 2; issuing renewal terms for small, unchanged risks within appetite at depth 3 once certified. Binding outside authority stays with people.
  • High-risk categories. Under the EU AI Act, risk assessment and pricing for life and health insurance of natural persons are listed as high-risk. Underwriters in those lines should expect closer oversight requirements and must engage meaningfully with each decision.
  • The minimum chain. Role scope, certificate, sources, the insurer's own limits and the platform guardrails apply to every action; the lowest decides and the verdict names it.
  • Drift. Underwriting conditions change: new perils, new claims patterns, new regulations. Drift is one of the seven Attest gates, and certificates last 90 days. A run that clears no depth drops the agent to depth 1 the same day.

What does the agent do, and what stays with the underwriter?

The agent The underwriter
Extracts and compares submission data with guidelines Interprets guidelines for unusual risks
Drafts the risk summary and proposed terms Decides acceptance, terms and price
Flags missing information and drafts requests Judges whether gaps are material
Issues renewals for unchanged small risks within appetite (depth 3, if earned) Reviews renewals with changed exposure or claims

Collections teams and IT administrators sit at the edges of an underwriting operation; see what collections agents should learn first and what IT administrators should learn first for how their preparation differs.

What does a careful review look like?

Take a commercial insurer writing property cover for small warehouses. The agent drafts acceptance at standard terms for a new submission: sprinklers present, no losses in five years, construction class good. It is held because all new business above a sum insured needs an underwriter.

The underwriter checks sources. "Sprinklers present" comes from the proposal form, declared. The survey report, signed, is three years old and notes sprinklers "partially decommissioned pending repair". The agent took the more recent declaration over the older survey. The underwriter requests a current survey and holds the quote. The note "declared protection contradicts signed survey; prefer signed until updated" feeds the agent's next qualification round.

Insurers in Australia and France apply this under APRA and the EU rules respectively; see underwriter training in insurance in Australia and in France.

Which controls make underwriting with agents safe?

Binding authority held by named underwriters. Material facts shown with their provenance. Pricing of individuals' life and health cover reviewed by a person. Drift monitored through certification. A record of every quote and decision. The argument for underwriters as the deciding check is in why underwriters are the real control, and the role map in AI agent skills by role.

Where the Academy fits

Underwriters who review the agent's drafts every day take the Operator track at Pryme Intelligence Academy, with module tests set in insurance. Senior underwriters who help design the agent's guidelines and sources can go on to the Builder track, where the capstone is an agent certified in Attest to depth 2 or higher on real cases.

Questions people ask

Can the agent price risks?

It can draft a price from the insurer's rating tools and guidelines. The underwriter decides, especially for individuals' life and health cover.

Should the agent decline submissions?

It can draft a decline with reasons for an underwriter to confirm. Declining shapes the book and the broker relationship.

How do we stop the agent missing new perils?

Keep guidelines and sources current, and include recent claims in Attest runs. Drift checks are designed to catch exactly this.

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.