AI TOOL PROFILE
Cerebrium: Serverless AI Infrastructure
- Software Development
- AI Infrastructure
- Software companies
- Enterprise AI teams
- ML engineers
- Companies with unpredictable AI traffic
Pricing
Cerebrium uses a usage-based model based on compute seconds. Tiers include a free Hobby plan, a Standard plan starting at $100/month plus compute, and a custom Enterprise plan.
At a glance
- Best for
- Software companies, Enterprise AI teams, ML engineers, Companies with unpredictable AI traffic
- Key use cases
- Deploying Large Language Models, Voice Agents, Generative AI for Image and Video, Embedding Servers, Batch AI Processing
- Integrations
- Grafana Cloud, Datadog, Prometheus, New Relic, Honeycomb
- Official website
- Visit cerebrium official website

How AI is used
Cerebrium is a serverless infrastructure platform that supports the deployment of AI workloads, including large language models (LLMs), voice agents, and video models. It is designed to reduce infrastructure management overhead by providing autoscaling and access to various GPU types across multiple cloud regions.
The platform is intended for software companies and enterprise teams moving AI models into production. It supports deployment via Dockerfiles or specific entry points, which may allow developers to use existing code without rewrites or custom SDKs.
Buyers should note that this is a technical tool for engineers. While it abstracts the hardware layer, users manage their own container images and deployment configurations. The platform supports SOC 2, HIPAA, and GDPR compliance for regulated industries.
Key Features
Sub-second cold starts
Uses memory and GPU snapshotting to launch containers quickly, which helps maintain responsiveness during traffic spikes.
Instant autoscaling
Scales CPU and GPU workloads based on demand to help avoid paying for idle capacity.
Multi-cloud GPU access
Provides access to NVIDIA and AMD GPUs across different global regions without requiring long-term capacity reservations.
Dockerfile deployment
Supports deploying applications by pointing to an entry point or Dockerfile, allowing code to run without custom SDKs.
Infrastructure observability
Includes logs, metrics, and scaling events with OpenTelemetry integration for monitoring system performance.
Compliance and Isolation
Supports SOC 2, HIPAA, GDPR, and ISO standards, using gVisor for container isolation.
Use Cases
Deploying Large Language Models
Supporting production deployment of LLMs using frameworks like vLLM, SGLang, or TensorRT.
Voice Agents
Deploying low-latency voice bots, such as those built with Pipecat or LiveKit.
Generative AI for Image and Video
Running image generation models like SDXL or video generative AI workloads.
Embedding Servers
Serving text-embeddings and reranking models via REST APIs.
Batch AI Processing
Running large-scale batch jobs, such as transcribing audio podcasts.
Integrations
- Grafana Cloud
- Datadog
- Prometheus
- New Relic
- Honeycomb
- Lightstep
FAQ
How does Cerebrium pricing work?
- Cerebrium uses a usage-based model where you pay for actual compute time measured in seconds. There are three tiers: a free Hobby plan, a Standard plan at $100/month plus compute, and a custom Enterprise plan.
Does Cerebrium support data privacy regulations?
- Yes, the platform supports SOC 2, HIPAA, GDPR, and ISO compliance, and it offers data residency options to keep data in specific regions.
What is a 'cold start' in Cerebrium?
- A cold start is the time it takes to launch a container. Cerebrium uses memory and GPU snapshotting to support sub-second cold starts for faster application restores.
Do I need to rewrite my code to use Cerebrium?
- No, the platform supports deployment by specifying an entry point or using a Dockerfile, which may allow you to run your application without custom SDKs.
Source category: Software Development
Source subcategory: AI Infrastructure
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