
AI Coding Tools Add Tech Debt at Scale
Disconnected coding tools create AI sprawl. Ship governed apps on one platform.

Disconnected coding tools create AI sprawl. Ship governed apps on one platform.
Draft targeting off real ads like this: the prompts that trigger them, who's running, and a fit check on your own angle.
The real user prompts we captured this ad appearing on inside ChatGPT.
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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.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.