The real user prompts we captured this ad appearing on inside ChatGPT.

  • best finops platform for tracking gpu costs on aws

  • best finops platforms for ai startups running large language models in production

  • best finops tools for managing llm and gpu workload costs

  • cast.ai vs spot.io for kubernetes gpu autoscaling savings

  • how to forecast llm training costs before kicking off a large job on aws or gcp

  • how to reduce idle gpu spend when running batch llm inference jobs overnight

  • oracle cloud vs aws for h100 instance pricing right now

  • prosperops vs spot by netapp for spot instance savings

  • realistic monthly cost to run mixtral inference on lambda labs vs aws

  • tabs platform vs new relic for finops visibility into ai infrastructure

  • vantage.sh review for AI cloud cost dashboards and forecasting

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.

Seen 11× 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.

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