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AI agent for insurance agency managers

Agency Production Monthly Review Agent

An accurate monthly agency performance view with commission errors caught

Agency Production Monthly Review Agent: what goes in, what the agent does and what you get

What it does

Each month the agency manager reviews new business, renewals, retention and loss ratio by producer and line, but carrier statements rarely match the agency system. This agent pulls production data and carrier statements and reconciles commissions with the policies written. It checks that each commission matches the expected rate; differences over $50 are listed for follow-up with the carrier. It then calculates key metrics against goals and flags producers more than 20% behind. It drafts the monthly review and discussion points for one-to-ones. Late carrier statements are shown as estimates, not as final numbers. The manager approves the review and any queries sent to carriers. Edge case: a carrier statement is late, so the agent marks that carrier's numbers as estimated and updates them when the statement arrives.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedNo 1 STARTS WHEN Carrier statements arrive 2 USES A TOOL Pull production and commission data 3 DOES Reconcile commissions with policies 4 CHECKS THE RESULT Do commissions match expected rates? If not: list differences for carrier follow-up. Back tostep 3. 5 DOES Calculate metrics against goals 6 USES A TOOL Draft review and one-to-one points 7 YOU APPROVE Manager approves review and carrier queries 8 RESULT Review filed
Read the steps as a list
  1. Carrier statements arrive
  2. Pull production and commission data
  3. Reconcile commissions with policies
  4. Do commissions match expected rates?If not: list differences for carrier follow-up. Back to step 3.
  5. Calculate metrics against goals
  6. Draft review and one-to-one points
  7. Manager approves review and carrier queriesThe agent waits here for your OK.
  8. Review filed

How it decides

It compares actual results with goals and flags commissions that differ from expected rates.

  • Commission differences over $50 queried
  • Producers 20% behind goal flagged
  • Late statements shown as estimates

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Goals
  • Query threshold
  • Metrics
  • Report format

What keeps you in control

It always asks you first

  • Carrier queries
  • Sharing producer results

Hard limits

  • No changes to producer pay
  • Producer results shared only with manager

It stops when

  • Done: review filed
  • Stop: more than two carrier statements missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensFor March, reconciliation found 14 policies paid at 10% instead of the agreed 12.5%, a $3,200 shortfall, so the rate check failed for that carrier. The agent listed the policies with expected and paid amounts for a carrier query. One producer's new business was 25% behind goal, flagged for the one-to-one. The manager approved the review and sent the query.

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