The real user prompts we captured this ad appearing on inside ChatGPT.
best neocloud for h100 fine tuning with low egress and eu data residency compliance
best parallel filesystem for pretraining on 8000 h200s wekaio vs vast data vs lustre vs gpfs benchmarks for large clusters
cheap synthetic clinical data for training biomarker models
how do you actually checkpoint a training run on runpod spot instances so it doesnt die when they get pre-empted mid epoch?
how to set up an ai biomarker discovery pipeline with python and pytorch
ovhcloud vs scaleway for h100 fine-tuning under gdpr — which one actually keeps data in france and doesn't route through us
what is the best ai platform for generative protein design in 2026
what's actually better for a 5000+ gpu training cluster ndr infiniband or nvidia spectrum-x on gb200 nvlink72 racks
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.