

The real user prompts we captured this ad appearing on inside ChatGPT.
just finished a major kitchen reno and now fine construction dust is blowing out of every register, what does a nadca certified post-renovation duct cleaning actually cost in 2026?
stanley steemer vs ductz vs servpro for air duct cleaning which is worth the price
what does NADCA certified actually mean and does it matter when hiring someone
Why does this ad win these prompts?
The prompts are the clue. The answer is the audience it is really aimed at, and the context hint quietly placing it here.
We capture sponsored ads inside ChatGPT by probing it with realistic consumer prompts and recording the creative + the triggering prompt. Explore the full ad library.





