Is Cerebrium or Modal better?

Neither clearly leads. Cerebrium starts at Free and Modal at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Cerebrium or Modal?

Cerebrium starts at Free and Modal at Free.

Does Cerebrium or Modal run on more platforms?

Cerebrium runs on Cloud, Docker. Modal runs on Cloud, 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 Modal is typically brought in for.

What can Cerebrium do that Modal cannot?

Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover. Modal covers Serverless GPUs, Python functions, Auto-scaling, Fast cold starts.

Cloud · head to head

Cerebrium vs Modal

Cerebrium

Cloud

Serverless GPU infrastructure for real-time AI inference and applications

From: Free
Rated: -

Full review Website

Modal

Cloud functions for AI and ML

From: Free
Rated: -

Full review Website

The short version

Each has a real cost: Cerebrium free Hobby tier limited to 3 apps and 5 GPU concurrency; Modal the Team plan carries a $250 monthly base fee and returns only $100 of that as free credits, so $150 is a flat charge before any compute
They diverge on capability: Cerebrium covers Ultra-fast cold starts, Modal covers Serverless GPUs.
Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Cerebrium and Modal actually diverge.

Attributes where Cerebrium and Modal differ
Attribute	Cerebrium	Modal
Pricing model	Freemium with monthly plans and per-second compute charges	usage-based
Platforms	Cloud, Docker	Cloud, Api
Category	Cloud	AI
Founded	Unknown	2021

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 Modal

Serverless GPUs
Python functions
Auto-scaling
Fast cold starts
Python SDK
GitHub Actions
Cloud storage
Cloud support

What people use each for

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

Cerebrium

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

Modal

Running serverless GPU workloads for model inference and trainingnot Cerebrium
Executing Python functions on cloud compute without managing serversnot 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

Modal

The Team plan carries a $250 monthly base fee and returns only $100 of that as free credits, so $150 is a flat charge before any compute
Compute is billed per second across separate GPU and CPU meters, so total cost depends on execution time rather than any fixed rate
The Starter plan's $30 monthly free credit is the only allowance below the paid base fee
Enterprise volume discounts are custom and unpublished

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

Modal

Free

StarterFree
- 3 seats
- 100 containers
- 10 GPU concurrency
Team$250/month
- Unlimited seats
- 5,000 containers
- 50 GPU concurrency
Enterprise$null/custom
- Custom seats, containers, and GPU concurrency

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 Modal if

You need serverless gpus.
You want to start without paying.
You work on Cloud, Api.
You also want python functions.

Modal review

Questions people ask

Is Cerebrium or Modal better?: Neither clearly leads. Cerebrium starts at Free and Modal at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cerebrium or Modal?: Cerebrium starts at Free and Modal at Free.
Does Cerebrium or Modal run on more platforms?: Cerebrium runs on Cloud, Docker. Modal runs on Cloud, 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 Modal is typically brought in for.
What can Cerebrium do that Modal cannot?: Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover. Modal covers Serverless GPUs, Python functions, Auto-scaling, Fast cold starts.

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

Modal: How much does Modal cost?

Modal uses pay-as-you-go pricing with Team plan at 250 USD/month base. Starter includes 30 USD/month free credits; Team includes 100 USD/month free credits. Compute charges per second for CPU cores, memory, and GPU instances.

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

Modal: Is there a free tier?

Yes, Starter plan is free plus 30 USD/month in compute credits included monthly for new users.

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

Modal: What are the seat limits?

Starter plan includes 3 seats; Team plan provides unlimited seats; Enterprise tier has custom seat allocations.

Source

Cerebrium vs Modal

Cerebrium

Modal

The short version

Where they differ

What each one covers

Only in Cerebrium

Only in Modal

What people use each for

Cerebrium

Modal

Where each one falls short

Cerebrium

Modal

Pricing, plan by plan

Cerebrium

Modal

Which should you pick?

Choose Cerebrium if

Choose Modal if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Cerebrium

More on Modal

Keep looking

Other head to heads