Billing Isn't an Afterthought
AI companies need monetization built in — not legacy billing with an API bolted on.
The real user prompts we captured this ad appearing on inside ChatGPT.
can you actually charge ai agents per call for using your mcp server
how do i monetize an mcp server with pay per call pricing
how to set up usage based billing for an mcp server
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.