01
Structure around meaningfully different situations
OpenAI recommends separate ad groups when use cases need different messaging or landing pages. This generator follows that principle instead of splitting campaigns into arbitrary keyword-like fragments.
02
Context hints are inputs, not commands
The generated hints are planning starting points. They should be checked against the actual offer, landing page and market reality before they are used in Ads Manager.
03
Design measurement before launch
Each generated structure includes a suggested primary outcome and a decision question so the test starts with a defined learning objective rather than a vague hope for cheaper clicks.