Modal vs Baseten vs Beam vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Baseten
Competitor 2
Beam
Competitor 3
Cerebrium
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Competitor Baseten
baseten.co
Models to production fast
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 Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
355.4Kvisits/mo
—
—
MoM change
▲ 5.7%
▲ 21.3%
—
—
6-month growth
+13.6%
+73.3%
—
—
Global rank web
#43,856
#113,597
—
—
Avg. last 3 months
960K
304.6K
—
—
Bounce rate lower is better
37%
39%
—
—
Pages / visit
6.6
4.1
—
—
Visit duration
5m 31s
1m 53s
—
—
Traffic sources
● Direct 94% · ● Referral 5%
● Direct 89% · ● Referral 9%
—
—
ModalBasetenBeamCerebrium
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
Free tier
$89per month · free tier available
$100per month · free tier available
Free tier
Free trial
–
–
–
–
API access
Plans
Starter FreeTeam $250/moEnterprise Custom
Basic CustomPro CustomEnterprise Custom
Developer FreeTeam $89/moGrowth Custom
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
AudioText
Code
Code
Output
Apps
AudioImagesText
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
6
3
1
Developer tools
GPU infrastructure
–
–
Inference
–
–
APIs
–
–
Development
–
–
Cloud infrastructure
–
–
–
Models
–
–
–
Web service deployment
–
–
–
Performance optimization
–
–
–
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.