Cerebrium Alternatives
Serverless GPU infrastructure for deploying AI models with sub-5 second cold starts
Cerebrium is a serverless AI infrastructure platform for deploying machine learning models to GPUs.
Explore 87 alternatives to Cerebrium across 1 category. Each tool listed below shares at least one category with Cerebrium.
Featured
Top Cerebrium alternatives at a glance
- Replicate. Run and fine-tune open-source models. Deploy custom models at scale. All with one line of code.
- Beam. Open-source serverless GPU cloud with sub-second cold starts and auto-scaling
- Baseten. AI inference platform for deploying and serving ML models with autoscaling and optimized infrastructure
- fal. Build the next generation of creativity with fal. Lightning fast inference.
- Modal. Run generative AI models, large-scale batch jobs, job queues, and much more.
🤖 Inference APIs
Beam
Open-source serverless GPU cloud with sub-second cold starts and auto-scaling
BentoML
BentoML is the platform for software engineers to build AI products.
vLLM
High-throughput LLM inference engine with PagedAttention for efficient GPU memory usage
Project Zero
CPU-only LLM inference engine in C with no runtime dependencies
Frequently asked questions
What are the best alternatives to Cerebrium?
Based on category overlap and popularity, the top alternatives to Cerebrium include: Replicate (Run and fine-tune open-source models. Deploy custom models at scale. All with...); Beam (Open-source serverless GPU cloud with sub-second cold starts and auto-scaling); Baseten (AI inference platform for deploying and serving ML models with autoscaling an...); fal (Build the next generation of creativity with fal. Lightning fast inference.); Modal (Run generative AI models, large-scale batch jobs, job queues, and much more.). See all 87 alternatives compared on this page.
Is there a free alternative to Cerebrium?
Yes. 52 alternatives to Cerebrium offer a free tier or free trial: Beam, Baseten, fal, Modal, Prem AI, BentoML, and more. Use the comparison above to find the best fit for your use case.
Are there open-source alternatives to Cerebrium?
Yes. 9 of the 87 alternatives to Cerebrium listed here are open source: Beam, BentoML, DeepSeek, vLLM, SGLang, Mistral, and more. Open-source tools can be self-hosted for full control over data and infrastructure.
What is Cerebrium?
Cerebrium is a serverless AI infrastructure platform for deploying machine learning models to GPUs. It supports 10+ GPU types including T4, A10, A100, H100, and H200, with per-second billing so you only pay for actual inference time. Models auto-scale to handle 10K+ requests per minute with sub-5... See 87 alternatives to Cerebrium across 1 category.
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