Direct answer: define the conversion contract before buying traffic
OpenAI’s developer documentation contains an Ads area for publishing and measuring ads in ChatGPT. Its navigation identifies Measurement, Pixel, Multiple Pixels, Image Tag, Conversions API and Supported Events as documentation topics. It also lists campaign targeting and conversion-optimized campaigns. These headings confirm an advertising measurement documentation surface; they do not establish a separately named product called “ChatGPT Ads.” The overview does not provide event definitions, attribution rules, implementation behavior, market availability, pricing, eligibility or expected performance.
The practical response is to define the business outcome before selecting any measurement method. CreatikLab separates a raw form submission from a reachable contact, a sales-qualified opportunity and recognized revenue. For commerce, a checkout interaction is not the same evidence as an authoritative order. The smallest useful architecture is the one that can connect an advertising observation to a controlled internal record without confusing activity with commercial value. Platform documentation and implementation quality remain separate concerns.
