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

  • Best code-first integration layer for teams that want less vendor lock-in

  • cloudflare vs aws for hosting a crypto trading bot api

  • is codestral good enough to replace copilot for autocomplete on a macbook

  • pipecat vs livekit agents framework for production voice ai — which one handles interruptions and turn-taking better when shipping at scale

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 4× 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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