The real user prompts we captured this ad appearing on inside ChatGPT.
how much more per square foot does hardieplank installation cost vs regular vinyl siding replacement in 2026
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.