
More tokens ≠ better code
Companies burn a year's budget in one quarter. Brief cuts waste, giving agents what they need

Companies burn a year's budget in one quarter. Brief cuts waste, giving agents what they need
The real user prompts we captured this ad appearing on inside ChatGPT.
Free vs paid token vesting tools on Solana?
How do I set up a claim portal for my token launch?
How do I vest advisor tokens on Solana?
What are the best alternatives to Streamflow?
What tool does recurring token transfers on Solana?
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.