Lambda vs CrewAI 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
CrewAI
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 CrewAI
crewai.com
CrewAI is a multi-agent platform that covers the full agent lifecycle for businesses: discover what to automate, build agents, govern them in production and optimize them over time.
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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
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Traffic estimated monthly website traffic
Monthly visits
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476.6Kvisits/mo
972.8Kvisits/mo
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MoM change
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▼ 10.3%
▲ 5.7%
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6-month growth
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-5.3%
+13.6%
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Global rank web
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#107,487
#43,856
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Avg. last 3 months
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564.3K
960K
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Bounce rate lower is better
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46%
37%
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Pages / visit
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2.6
6.6
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Visit duration
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1m 32s
5m 31s
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Traffic sources
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● Direct 75% · ● Referral 23%
● Direct 94% · ● Referral 5%
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LambdaCrewAIModalGoogle Colab
0291.9K583.7K875.6K1.2MCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Free
Freemium
Free
Starting price
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Free
$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
Basic FreeEnterprise $0
Starter FreeTeam $250/moEnterprise Custom
Free FreeProFree Pro Plan for US College Students Free
Capabilities input → output
Input
CodeData
Text
Code
CodeData
Output
Apps
AppsCode
Apps
CodeData
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Developer Tools+2 more
Development & CodeAI APIAI Developer Tools
Development & CodeResearch & AnalyticsAI Developer ToolsAI For Data Analytics
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
9
6
8
Developer tools
GPU infrastructure
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Model training
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Development
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Agent collaboration
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Agent creation
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Agents
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Jupyter notebooks
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Agent management
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Coding
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Data science
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Inference
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No-code
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Workflows
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APIs
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Agent testing
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Collaborative research
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Data analysis
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Performance optimization
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Community on aitoolstime
Rating
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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.