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Cerebrium vs JFrog Artifactory

Cerebrium logo

Cerebrium

Cloud

Serverless GPU infrastructure for real-time AI inference and applications

From
Free
Free plan
Yes
Full reviewWebsite
JFrog Artifactory logo

JFrog Artifactory

Developer Tools

The Universal Binary Repository

From
Free
Free plan
Yes
Full reviewWebsite

The short version

  • Each has a real cost: Cerebrium free Hobby tier limited to 3 apps and 5 GPU concurrency; JFrog Artifactory pro tier limited-time pricing at $50/month (regular rate $150/month); overages charged per GB at tiered rates
  • Prices and features above were last checked on 29 August 2026.

Where they differ

Only the attributes on which Cerebrium and JFrog Artifactory actually diverge.

Attributes where Cerebrium and JFrog Artifactory differ
AttributeCerebriumJFrog Artifactory
Pricing modelFreemium with monthly plans and per-second compute chargesusage-based
PlatformsCloud, DockerWeb
CategoryCloudDeveloper Tools

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Cerebrium

  • Ultra-fast cold starts
  • Elastic scaling
  • Bring your own code
  • Multi-region failover
  • WebSocket and streaming
  • Asynchronous jobs
  • CI/CD with gradual rollouts
  • OpenTelemetry integration

Only in JFrog Artifactory

Nothing recorded that Cerebrium does not also cover.

What people use each for

The jobs each tool is most often brought in to do.

Cerebrium

  • Deploying voice agents and conversational AI applicationsnot JFrog Artifactory
  • Video and image model serving with low latencynot JFrog Artifactory
  • LLM inference and completion endpointsnot JFrog Artifactory
  • Real-time embeddings and vector database operationsnot JFrog Artifactory
  • Distributed model training with hyperparameter sweepsnot JFrog Artifactory

JFrog Artifactory

  • Governing AI models and agents in single source of truthnot Cerebrium
  • Syncing artifacts across federated repositories in multiple sitesnot Cerebrium
  • Blocking risky and non-compliant open-source packages proactivelynot Cerebrium
  • Automating source code vulnerability remediation in real-timenot Cerebrium
  • Collecting compliance evidence throughout software lifecyclenot Cerebrium

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

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

JFrog Artifactory

  • Pro tier limited-time pricing at $50/month (regular rate $150/month); overages charged per GB at tiered rates
  • Enterprise+ plan requires custom quote; specific pricing not published
  • Consumption-based model adds unpredictability to monthly costs for variable storage needs

Pricing, plan by plan

Cerebrium

Free
  • HobbyFree
    • 3 user seats
    • Up to 3 deployed apps
    • 5 GPU concurrency
  • Standard$100/month
    • Unlimited seats and apps
    • 30 GPU concurrency
    • Custom domains
  • Enterprise$undefined/custom
    • Unlimited resources
    • Volume discounts
    • Dedicated support
  • GPU Compute$undefined/per-second
    • T4: $0.000164/s
    • H100: $0.00167/s

JFrog Artifactory

Free
  • Pro$50/month
    • Limited-time offer pricing (regularly $150/month)
    • 25 GB storage included monthly
    • Tiered overage pricing: $1.25 per GB at 25-1,204 GB usage
  • Enterprise X$950/month
    • 125 GB storage included
    • High availability and artifact federation
    • SSO and advanced security scanning included

Which should you pick?

Choose Cerebrium if

  • You need ultra-fast cold starts.
  • You want to start without paying.
  • You work on Cloud, Docker.
  • You also want elastic scaling.
Cerebrium review

Choose JFrog Artifactory if

  • You want to start without paying.
JFrog Artifactory review

Questions people ask

Is Cerebrium or JFrog Artifactory better?
Neither clearly leads. Cerebrium starts at Free and JFrog Artifactory at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cerebrium or JFrog Artifactory?
Cerebrium starts at Free and JFrog Artifactory at Free.
Does Cerebrium or JFrog Artifactory run on more platforms?
Cerebrium runs on Cloud, Docker. JFrog Artifactory runs on Web.
Can I use Cerebrium for free?
Both have a free tier, so you can try either at no cost before committing.
What is Cerebrium best used for?
Cerebrium is most often used 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. Of those, deploying voice agents and conversational ai applications and video and image model serving with low latency are not what JFrog Artifactory is typically brought in for.
What can Cerebrium do that JFrog Artifactory cannot?
Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover.

Answered from the vendors’ own pages

Cerebrium: 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.

Source
JFrog Artifactory: How much does JFrog Artifactory cost?

JFrog Artifactory Pro is currently $50 per month (limited-time rate; regular $150/month) with 25 GB included and $1.25 per GB for overages. Enterprise X starts at $950 per month with 125 GB included. Enterprise+ plans use custom pricing available through sales.

Source
Cerebrium: How 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.

Source
JFrog Artifactory: What are JFrog's data storage limits?

JFrog Artifactory charges based on consumption: Pro includes 25 GB monthly with tiered overage costs ($1.25/GB at 25-1,204 GB, $1.00/GB at 1,204-2,024 GB, $0.75/GB above 2,024 GB). Enterprise X includes 125 GB with similar tiered overages for additional storage.

Source
Cerebrium: What 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.

Source
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