Bad data = sh$tty agents
Building AI agents on top of poor data is a recipe for chaos and mess. Clean then build is the way!
The real user prompts we captured this ad appearing on inside ChatGPT.
AI agent data quality monitoring
AI agent performance review automation
Facade pattern for third-party API wrappers
Prevent AI agents from taking destructive actions
Stateful vs stateless AI agents
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.