Lambda vs Modal vs GitHub Copilot vs Beam

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

Your tool
Lambda
vs
Competitor 1
Modal
Competitor 2
GitHub Copilot
Competitor 3
Beam
Compare
4 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Competitor Modal
modal.com
Run AI code without infrastructure
Competitor GitHub Copilot
github.com
Your AI pair programmer that actually knows the codebase
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.
Traffic estimated monthly website traffic
Monthly visits
—
972.8Kvisits/mo
637.9Mvisits/mo
—
MoM change
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▲ 5.7%
▲ 3.7%
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6-month growth
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+13.6%
+19.3%
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Global rank web
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#43,856
#49
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Avg. last 3 months
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960K
629.7M
—
Bounce rate lower is better
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37%
36%
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Pages / visit
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6.6
5.9
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Visit duration
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5m 31s
6m 26s
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Traffic sources
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● Direct 94% · ● Referral 5%
● Direct 83% · ● Referral 15%
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LambdaModalGitHub CopilotBeam
0159.5M318.9M478.4M637.9MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9M100K1M10M100M1BModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KGitHub Copilot · 484.3MGitHub Copilot · 504MGitHub Copilot · 542.6MGitHub Copilot · 534.8MGitHub Copilot · 634.3MGitHub Copilot · 631MGitHub Copilot · 636.1MGitHub Copilot · 615.2MGitHub Copilot · 637.9MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
—
$250per month · free tier available
$4per month · free tier available
$89per month · free tier available
Free tier
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Free trial
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–
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API access
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Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Starter FreeTeam $250/moEnterprise Custom
Free FreeTeam $4/moEnterprise $21/mo
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
CodeData
Code
CodeText
Code
Output
Apps
Apps
Code
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
6
9
6
GPU infrastructure
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Developer tools
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APIs
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Cloud infrastructure
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Code autocompletion
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–
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Coding
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–
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Agents
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Cloud computing
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–
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Code reviews
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–
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Coding in VS Code
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–
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Inference
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–
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Vs code
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–
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Agent management
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–
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Debugging
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–
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Development
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–
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Model training
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Performance optimization
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Terminal
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–
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Virtual computing
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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
2
0
Verified listing
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–
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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.