Cerebriumvs
Beam Cloud
Beam Cloud: Serverless GPU platform with multi-cloud support and similar cold start performance
Cerebrium
Serverless GPU infrastructure for real-time AI inference and applications
Overview
What Cerebrium does
Cerebrium is a serverless GPU infrastructure platform founded in Cape Town and headquartered in New York that enables rapid deployment of production AI applications. The platform delivers real-time AI infrastructure that scales without capacity planning, reservations, or infrastructure management. It achieves 2-4 second cold starts through innovative memory and GPU snapshotting techniques, providing instant access to 2,500+ GPUs across multiple clouds and regions. Developers bring their own code and Cerebrium runs it without requiring rewrites or custom SDKs, supporting standard Dockerfiles and entry points. The platform includes multi-region failovers with 99.999% uptime guarantee, SOC 2 Type II compliance, HIPAA certification, and observability features for real-time workload monitoring. Use cases include voice agents, video models, large language model serving, image processing, embeddings, and model training with hyperparameter sweeps.
What people use it for
- Deploying voice agents and conversational AI applications
- Video and image model serving with low latency
- LLM inference and completion endpoints
- Real-time embeddings and vector database operations
- Distributed model training with hyperparameter sweeps
Related searches
The honest half
Where it falls short
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about Cerebrium.
- Free Hobby tier limited to 3 apps and 5 GPU concurrency
- Standard plan at $100/month required for production deployments
- Per-second compute pricing requires continuous cost monitoring
- Storage costs add up for large model files
Cross-shopped
What people choose instead of Cerebrium
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
- CerebriumvsTogether AI
Together AI: Full-stack AI cloud with diverse compute and inference options
- CerebriumvsAnyscale
Anyscale: Ray-based platform for distributed compute with similar scaling capabilities
Pricing
What Cerebrium costs
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Hobby
Free
- 3 user seats
- Up to 3 deployed apps
- 5 GPU concurrency
- Free tier
Standard
$100 /mo
- Unlimited seats and apps
- 30 GPU concurrency
- Custom domains
- Included usage allowance
Enterprise
On request
- Unlimited resources
- Volume discounts
- Dedicated support
- ML engineering services
GPU Compute
On request
- T4: $0.000164/s
- H100: $0.00167/s
Memory
On request
- $0.00000222/GB/s
Storage
On request
- First 100GB free
- $0.05/GB for additional storage
Capabilities
Features
Ultra-fast cold starts
2-4 second cold starts through memory and GPU snapshotting
Elastic scaling
Instant access to 2,500+ GPUs across multiple clouds and regions
Bring your own code
Support for standard Dockerfiles and entry points without code rewrites
Multi-region failover
99.999% uptime guarantee with automatic failover
WebSocket and streaming
Support for real-time streaming endpoints
Asynchronous jobs
Background processing with persistent state
CI/CD with gradual rollouts
Automated deployments with canary release support
OpenTelemetry integration
Built-in monitoring and observability
Answered, with sources
Questions people ask
Each answer names the page it came from, so you can check it rather than take our word for it.
Is Cerebrium only for inference or can it train models?
Cerebrium supports both inference serving and model training with hyperparameter sweeps. It enables deployment of voice agents, LLMs, video models, and other AI applications.
SourceHow do the cold starts compare to other platforms?
Cerebrium achieves 2-4 second cold starts through memory and GPU snapshotting, significantly faster than traditional 30+ second cold boots. This is competitive with platforms like Beam Cloud.
SourceWhat compliance certifications does Cerebrium have?
Cerebrium maintains SOC 2 Type II compliance, HIPAA certification, GDPR compliance, and ISO certification. It provides gVisor container isolation and configurable data residency for regulated workloads.
SourceKeep looking
Where to go from Cerebrium
- Cerebrium alternativesEvery product people weigh against it
- Cerebrium pricingPlans, floors and what the tiers exclude
- Cerebrium badgesWhich rules it meets, and the figure behind each
- All Cloud softwareThe full category
- Best Cloud softwareThe shortlist, and how it was cut
Best Cloud software for
Compare Cerebrium with
- Grafana Cloud
- Neon
- DigitalOcean
- AWS (Amazon Web Services)
- Pulumi
- Fly.io
- Anyscale
- Fireworks AI
- Podman
- Railway
- Render
- Vault
- Wiz
- Beam Cloud
- DeepInfra
- Go
- Azure Functions
- Caddy
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Softwr does not host reviews and shows no star rating for Cerebrium, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
More on Cerebrium
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