You’re exploring a test edition. No real payments are taken.About this edition ↗
agency chapter
Explore Agency Chapter
Useful references, kept in context

Go to the source.

Start with the free lessons and original exercises. Use primary documentation to verify current platform behavior before real work.

Working glossary

Media spend: money paid to the ad platform.

Agency fee: payment for the agreed service.

Conversion: a defined event, such as a completed purchase.

Attribution: a rule for assigning credit; it is not proof of incremental impact.

Scope: deliverables, limits, dependencies, and approvals.

CPA: media spend divided by defined acquisitions. Unavailable when there are none.

Primary-source register

OpenAI · Ads Manager Beta Overview ↗

The platform supports campaign creation, management and reporting; beta capabilities evolve.

Checked 2026-09-23 · Platform information can change.

OpenAI · Create Campaigns for ChatGPT Ads ↗

Campaign objectives and budget types have distinct behavior; review current controls before launch.

Checked 2026-09-23 · Platform information can change.

OpenAI · Create Ad Groups for ChatGPT Ads ↗

Context hints inform relevance and do not guarantee a particular conversation or audience.

Checked 2026-09-23 · Platform information can change.

OpenAI · Measure Results ↗

Reports distinguish events, attribution and freshness; recent data may change.

Checked 2026-09-23 · Platform information can change.

Automatic resource publishing and search-driven expansion are disabled. Existing lessons remain the canonical home for their topics.

Optional measurement preferences

Allow first-party counts of page visits and tool actions to help check this test edition. No project text or cross-site advertising tracking. Test activity is excluded from real sales. You can change this at any time.