Lambda vs Beam vs Modal vs Google Colab

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

Your tool
Lambda
vs
Competitor 1
Beam
Competitor 2
Modal
Competitor 3
Google Colab
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.
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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.
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Competitor Modal
modal.com
Run AI code without infrastructure
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Competitor Google Colab
colab.research.google.com
A data science student needs to train a neural network for her thesis but her laptop overheats after 20 minutes
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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972.8Kvisits/mo
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MoM change
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▲ 5.7%
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6-month growth
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+13.6%
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Global rank web
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#43,856
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Avg. last 3 months
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960K
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Bounce rate lower is better
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37%
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Pages / visit
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6.6
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Visit duration
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5m 31s
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Traffic sources
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● Direct 94% · ● Referral 5%
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LambdaBeamModalGoogle Colab
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
Paid
Freemium
Freemium
Free
Starting price
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$89per month · free tier available
$250per month · free tier available
Free
Free tier
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Free trial
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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
Developer FreeTeam $89/moGrowth Custom
Starter FreeTeam $250/moEnterprise Custom
Free FreeProFree Pro Plan for US College Students Free
Capabilities input → output
Input
CodeData
Code
Code
CodeData
Output
Apps
Apps
Apps
CodeData
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeResearch & AnalyticsAI Developer ToolsAI For Data Analytics
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
3
6
6
8
GPU infrastructure
Developer tools
Model training
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APIs
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Cloud infrastructure
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Jupyter notebooks
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Cloud computing
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Coding
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Data science
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Inference
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Collaborative research
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Data analysis
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Development
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Performance optimization
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Virtual computing
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Community on aitoolstime
Rating
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Upvotes
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Saves
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Reviews
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Prompts
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Verified listing
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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.