The verdict
Cerebrium appears in 1 AI-ranked category.
Near-tie with Runpod, ranked higher for production real-time apps: rapid autoscaling, GPU snapshots, REST/WebSocket/streaming support, multi-region deployment, per-second billing, and up to eight GPUs from T4 through B300.
Where Cerebrium falls short, per the models
- GPT H100/H200/B200/B300 access requires an enterprise plan, limiting self-service use of the strongest hardware.
Poll history — On this board 1 of 2 polls since Jul 13 — off it in the latest
#4 → –
Top alternatives per the models: Modal · RunPod · Baseten · Replicate
Watch Cerebrium
Boards re-poll weekly and the models change their minds. One short email only when Cerebrium's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Cerebrium ranks #6 for best serverless gpu platform by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-serverless-gpu-platform?utm_source=badge&utm_medium=embed&utm_campaign=badge-cerebrium)<a href="https://modelsagree.com/best/best-serverless-gpu-platform?utm_source=badge&utm_medium=embed&utm_campaign=badge-cerebrium"><img src="https://modelsagree.com/badge/cerebrium.svg" alt="Cerebrium — ranked #6 for Best serverless GPU platform by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology