Complete AI Training
Sign inGet started

AI agent for insurance data analysts

Customer Segmentation Refresh Agent

A tested, refreshed set of customer segments with clear profiles

CreatingInsuranceMarketingManagementFinance
See how it worksGet access
Customer Segmentation Refresh Agent: what goes in, what the agent does and what you get

What it does

Customer segments are useful only if they still describe real groups, but they are often built once and left to drift. This agent pulls customer data such as purchases, channel and survey answers, builds candidate segments and tests whether they are stable and different enough to act on. A segment driven by one large customer has that customer's weight capped. If segments are too small or too similar, it changes the variables or the number of segments and reruns. It compares new segments with current ones and shows which customers moved. Each segment gets a plain language profile. The marketing or research lead approves before segments go into campaign tools.

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 Segmentation refresh scheduled 2 USES A TOOL Pull customer data and prepare variables 3 DOES Build candidate segments 4 CHECKS THE RESULT Are segments large, distinct and stable on aholdout? If not: change variables or segment count and rebuild.Back to step 3. 5 DOES Profile segments and compare with current ones 6 USES A TOOL Draft segment profiles and migration summary 7 YOU APPROVE Lead approves segments for use in campaigns 8 RESULT Segment file and profiles delivered
Read the steps as a list
  1. Segmentation refresh scheduled
  2. Pull customer data and prepare variables
  3. Build candidate segments
  4. Are segments large, distinct and stable on a holdout?If not: change variables or segment count and rebuild. Back to step 3.
  5. Profile segments and compare with current ones
  6. Draft segment profiles and migration summary
  7. Lead approves segments for use in campaignsThe agent waits here for your OK.
  8. Segment file and profiles delivered

How it decides

It keeps a segmentation only when each segment is above the minimum size, clearly different from others, and stable on a holdout sample.

  • Minimum segment size is 5% of customers
  • Holdout agreement under 80% means unstable
  • Single customers capped at 2% of segment weight

Make it yours

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

  • Variables used
  • Minimum segment size
  • Number of segments to test
  • Refresh frequency

What keeps you in control

It always asks you first

  • Loading segments into campaign or CRM tools

Hard limits

  • Does not use protected characteristics
  • Works on de-identified data

It stops when

  • Done: segments approved
  • Stop: data has under the minimum number of customers

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 happensThe first run gave seven segments, two under 3% of customers. The size check failed, so the agent dropped two redundant variables and reran with five. Holdout agreement reached 86%, above the 80% bar. 18% of customers had moved from loyal to price driven. The research lead approved the five segments for the next campaign.

More agents for insurance data analysts

Data cleanup · Analysis

Loss Run Analysis Agent

A clean, checked loss history with frequency, severity and large losses

10 steps2 checks3 jobs Quality control · Analysis

Survey Weighting and Sample Check Agent

Produce weighted survey estimates that are stable and well documented.

10 steps2 checks5 jobs Analysis · Risk management

Mule Account and Network Link Analysis Agent

Find the accounts linked to a confirmed fraud account and rank them by strength of evidence.

10 steps1 check3 jobs Decisions · Analysis

Mortality and Lapse Assumption Update Agent

Propose supported assumption updates with reserve impact, ready for review.

11 steps2 checks2 jobs