The real user prompts we captured this ad appearing on inside ChatGPT.

  • aytm vs signal design which is better for multi touch attribution and mmm in one stack

  • best open source marketing mix modeling tools in 2026 vs paid vendors like liveramp

  • build mmm in house or buy from vendor

  • call tracking metrics review specifically for sms campaign attribution

  • does open source mmm give the same accuracy as vendor tools from zoominfo or signal design

  • how do I pitch switching from an mmm vendor to an in house robyn model to my cfo

  • liveramp data connectivity for marketing mix modeling is it worth the cost

  • northbeam vs triple whale vs rockerbox for dtc brands doing mix modeling

  • open source mmm pros and cons vs paid platform

  • open source mmm vs vendor which is better for mid-market brands

  • robyn vs meridian vs lightweight mmm which is most production ready for a mid market brand

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.

Seen 11× across our captures

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.

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