Beam vs Lambda vs ModelScope vs Modal

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

Your tool
Beam
vs
Competitor 1
Lambda
Competitor 2
ModelScope
Competitor 3
Modal
Compare
4 tools · best value per row highlighted
Your tool 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.
Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor ModelScope
modelscope.cn
ModelScope is an open-source model community and hosting hub founded in June 2022 by the Institute for Intelligent Computing together with the CCF Open Source Development Committee.
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
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%
BeamLambdaModelScopeModal
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
Paid
—
Freemium
Starting price
$89per month · free tier available
—
—
$250per month · free tier available
Free tier
–
–
Free trial
–
–
–
–
API access
–
–
Plans
Developer FreeTeam $89/moGrowth Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
—
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
AudioImagesTextVideo
Code
Output
Apps
Apps
AudioImagesTextVideo
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeLarge Language Models (LLMs)Open Source AI Models
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
3
6
6
Developer tools
GPU infrastructure
–
APIs
–
–
Cloud infrastructure
–
–
–
Models
–
–
–
Cloud computing
–
–
–
Inference
–
–
–
Development
–
–
–
LLM development
–
–
–
LLM training
–
–
–
Large language models
–
–
–
Model training
–
–
–
Models management
–
–
–
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.