Beam vs Lambda vs Jules 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
Jules
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 Jules
jules.google
An AI coding assistant that works while you sleep sounds like science fiction, but Jules runs continuously in the cloud doing exactly that
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
280.8Kvisits/mo
972.8Kvisits/mo
MoM change
—
—
▼ 27.6%
▲ 5.7%
6-month growth
—
—
-46.5%
+13.6%
Global rank web
—
—
#198,101
#43,856
Avg. last 3 months
—
—
435.9K
960K
Bounce rate lower is better
—
—
49%
37%
Pages / visit
—
—
1.6
6.6
Visit duration
—
—
42s
5m 31s
Traffic sources
—
—
● Direct 71% · ● Referral 28%
● Direct 94% · ● Referral 5%
BeamLambdaJulesModal
0291.9K583.7K875.6K1.2MJules · 804.2KJules · 742.5KJules · 525.1KJules · 315.3KJules · 476.6KJules · 638.7KJules · 388.1KJules · 280.8KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MJules · 804.2KJules · 742.5KJules · 525.1KJules · 315.3KJules · 476.6KJules · 638.7KJules · 388.1KJules · 280.8KModal · 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
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
CodeText
Code
Output
Apps
Apps
Code
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Coding Assistant
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
3
6
6
GPU infrastructure
–
Developer tools
–
Development
–
–
APIs
–
–
Cloud infrastructure
–
–
–
Coding
–
–
–
Agents
–
–
–
Cloud computing
–
–
–
Code reviews
–
–
–
Inference
–
–
–
Testing
–
–
–
Model training
–
–
–
Performance optimization
–
–
–
UI testing
–
–
–
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.