Cerebrium vs Beam vs CoreWeave vs Modal

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Cerebrium
vs
Competitor 1
Beam
Competitor 2
CoreWeave
Competitor 3
Modal
Compare
4 tools · best value per row highlighted
Your tool Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Competitor Beam
beam.cloud
Beam is a cloud runtime for AI workloads that offers serverless GPUs, task queues and sandboxes through a Python, TypeScript and Go SDK.
Competitor CoreWeave
coreweave.com
CoreWeave is a cloud built specifically for AI workloads, offering GPU and CPU compute, storage, networking, managed services and bare metal servers on NVIDIA hardware.
Competitor Modal
modal.com
Run AI code without infrastructure
Traffic estimated monthly website traffic
Monthly visits
—
—
—
972.8Kvisits/mo
MoM change
—
—
—
▲ 5.7%
6-month growth
—
—
—
+13.6%
Global rank web
—
—
—
#43,856
Avg. last 3 months
—
—
—
960K
Bounce rate lower is better
—
—
—
37%
Pages / visit
—
—
—
6.6
Visit duration
—
—
—
5m 31s
Traffic sources
—
—
—
● Direct 94% · ● Referral 5%
CerebriumBeamCoreWeaveModal
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$100per month · free tier available
$89per month · free tier available
—
$250per month · free tier available
Free tier
–
Free trial
–
–
–
–
API access
Plans
Hobby FreeStandard $100/moEnterprise Custom
Developer FreeTeam $89/moGrowth Custom
On-Demand GPU (e.g. HGX H100 8x) $49.24Spot GPU CustomCPU instances CustomStorage & networking Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Code
Code
CodeData
Code
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
4
6
3
6
GPU infrastructure
Developer tools
–
APIs
–
Cloud infrastructure
–
–
Cloud computing
–
–
Inference
–
–
–
Development
–
–
–
LLM development
–
–
–
Performance optimization
–
–
–
Virtual computing
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.