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Cloud · head to head

Cerebrium vs ChatGPT

Cerebrium logo

Cerebrium

Cloud

Serverless GPU infrastructure for real-time AI inference and applications

From
Free
Rated
-
Full reviewWebsite
ChatGPT logo

ChatGPT

AI

AI-powered conversational assistant for productivity and creativity

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Cerebrium free Hobby tier limited to 3 apps and 5 GPU concurrency; ChatGPT openAI's own pricing page, as captured by the Internet Archive in 2023, listed ChatGPT Plus at $20 per user per month, Team at $25 to $30 per user per month with a minimum of 2 users, and Enterprise available only from 150 users. The live page refuses automated reads, so these are 2023 figures and the tiers have changed since.
  • They diverge on capability: Cerebrium covers Ultra-fast cold starts, ChatGPT covers Natural language conversation.

Where they differ

Only the attributes on which Cerebrium and ChatGPT actually diverge.

Attributes where Cerebrium and ChatGPT differ
AttributeCerebriumChatGPT
Pricing modelFreemium with monthly plans and per-second compute chargesfreemium
PlatformsCloud, DockerWeb, Ios, Android, Api
CategoryCloudAI
FoundedUnknown2015

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 ChatGPT

  • Natural language conversation
  • Code generation and debugging
  • Text analysis and summarization
  • Creative writing assistance
  • Math and problem solving
  • Language translation
  • Research assistance
  • Image generation (DALL-E)

What people use each for

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

Cerebrium

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

ChatGPT

  • Content creationnot Cerebrium
  • Code assistancenot Cerebrium
  • Research and analysisnot Cerebrium
  • Learning and educationnot Cerebrium
  • Creative writingnot 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

ChatGPT

  • OpenAI's own pricing page, as captured by the Internet Archive in 2023, listed ChatGPT Plus at $20 per user per month, Team at $25 to $30 per user per month with a minimum of 2 users, and Enterprise available only from 150 users. The live page refuses automated reads, so these are 2023 figures and the tiers have changed since.

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

ChatGPT

Free
  • FreeFree
    • Access to GPT-3.5
    • Standard response speed
    • Regular model updates
  • ChatGPT Plus$20/month
    • Access to GPT-4
    • Faster response times
    • Priority access during peak times

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 ChatGPT if

  • You need natural language conversation.
  • You want to start without paying.
  • You work on Web, Ios, Android, Api.
  • You also want code generation and debugging.
ChatGPT review

Questions people ask

Is Cerebrium or ChatGPT better?
Neither clearly leads. Cerebrium starts at Free and ChatGPT at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cerebrium or ChatGPT?
Cerebrium starts at Free and ChatGPT at Free.
Does Cerebrium or ChatGPT run on more platforms?
Cerebrium runs on Cloud, Docker. ChatGPT runs on Web, Ios, Android, Api.
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 ChatGPT is typically brought in for.
What can Cerebrium do that ChatGPT cannot?
Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover. ChatGPT covers Natural language conversation, Code generation and debugging, Text analysis and summarization, Creative writing assistance.

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
ChatGPT: Does ChatGPT offer a free plan?

Yes, ChatGPT offers a free tier. You can chat with the AI, generate text, and use basic features without paying, though premium plans are available for enhanced capabilities.

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
ChatGPT: What are ChatGPT's paid plans and pricing?

ChatGPT mentions plans and pricing options on its website, but specific pricing details are not visible from the cached homepage. Visit chatgpt.com/auth/login to view current subscription options and rates.

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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