# ChatGPT Ads for B2B: Test Kit

> A four-page ChatGPT Ads test kit for B2B teams: fit check, CRM measurement setup, campaign setup and a quarter-one scorecard with decision rules.

Canonical: https://www.pivotal-consulting-group.com/resources/chatgpt-ads-test-kit

- Type: Test Kit
- Category: Analytics
- Length: 4 pages (8 min read)

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.

## What you'll learn

- 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

## Inside this test kit

### 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.

### Measurement setup

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

### 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 Ads
- AI referral attribution
- Conversions API
- Paid-only landing paths
- Holdout testing
- Test budgets

The PDF is gated behind a short form on https://www.pivotal-consulting-group.com/resources/chatgpt-ads-test-kit — an email address is required to download it.

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**Pivotal Consulting Group** — founder-led performance marketing. Paid search, paid social, paid LLM.

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- Contact: james@pivotal-consulting-group.com (a founder replies inside one business day)