How does your AI token usage compare?
Benchmarks from 1000+ companies, 200K engineers, and 37M PRs.
The real user prompts we captured this ad appearing on inside ChatGPT.
best edge ai chip in 2026 for running a quantized llama 3.2 1b locally on a robot — axelera metis vs hailo-15 vs kneron kl720, which has the strongest sdk
what does devin cost per month for a small dev team and is it worth it vs hiring another engineer
what's the pricing for pasqal and quera neutral atom cloud access on aws braket and is there a free trial
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.
Appears inAI Coding Assistants & Developer AIEdge AI & On-Device Inference SiliconQuantum Computing as a Service (QCaaS)
Seen 3× across our captures
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.