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REPORTS & KPIS / CASUAL + POWER

Check an AI report against the source numbers

Use a fictional, aggregated table, define each metric, and ask AI to show its calculations. Verify the totals and denominator yourself before relying on the explanation.

By Calvin Churchill · Published October 11, 2026 · Fictional examples

How to try it

  1. Define the measure

    For a practice quote-to-bind rate, say exactly which quotes and binds belong to the same cohort and period. A label alone is not a definition.

  2. Use a simple test table

    Fictional cohort: 40 quotes and 10 binds. The practice rate is 10 divided by 40, or 25%. This is an arithmetic example, not an agency benchmark.

  3. Ask for evidence

    Require the numerator, denominator, formula, and source row for every calculated metric. Ask AI to flag missing or inconsistent data.

  4. Separate observation from explanation

    A change in a rate does not establish its cause. Ask for possible questions to investigate, rather than a confident diagnosis.

Copy the starter prompt

Analyze this fictional practice cohort: 40 quotes, of which 10 became binds. Define quote-to-bind rate as binds from this cohort divided by quotes in this cohort. Show numerator, denominator, formula, and result. Flag missing context. Separate arithmetic observations from hypotheses. Do not invent causes, benchmarks, revenue, or forecasts.

BEFORE YOU USE THE RESULT

What to review

Check arithmetic against the source table and confirm the cohort definition. Do not upload real client or employee records. Use approved aggregated data only when your agency permits it.

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