
Everyone's using AI. Is your codebase keeping up?
AI agents, fine-tuned models, and the practices to turn AI velocity into real outcomes.

AI agents, fine-tuned models, and the practices to turn AI velocity into real outcomes.
The real user prompts we captured this ad appearing on inside ChatGPT.
codeium vs cursor vs copilot i maintain a huge codebase what actually helps
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.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.