Resources · Test Kit · 8 min read

ChatGPT Ads for B2B: Test Kit

The setup, measurement and decision rules we use to run a one-quarter ChatGPT Ads test that ends with a funding decision and a tracked path to pipeline. A fit check, a measurement checklist that separates paid clicks from organic AI referrals, campaign setup, and a quarter-one scorecard.

  • Two questions that decide whether to launch now and at what budget
  • How to stop your CRM filing paid ChatGPT clicks under organic AI referrals
  • Campaign setup for a $3,000 to $5,000 a month test, including context hints
  • What a holdout can detect at test budgets, and what to measure instead
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What you’ll learn

Inside this test kit.

01

Fit check

Whether your buyers can see the ads, whether you can count the clicks you pay for, and the discovery-call question that answers the first in two weeks.

02

Measurement setup

A paid-only landing path, a UTM scheme organic links cannot collide with, CRM source rules, and server-side conversion data.

03

Quarter-one scorecard

A weekly tracker plus the match-rate and engagement-cost thresholds we use to decide whether a test earns a second quarter.

Topics covered
ChatGPT AdsAI referral attributionConversions APIPaid-only landing pathsHoldout testingTest budgets
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