Lambda vs CrewAI vs Pipedream vs Beam

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
Pipedream
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 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.
Competitor Pipedream
pipedream.com
Pipedream is an integration layer for AI agents.
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
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476.6Kvisits/mo
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MoM change
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▼ 10.3%
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6-month growth
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-5.3%
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Global rank web
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#107,487
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Avg. last 3 months
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564.3K
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Bounce rate lower is better
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46%
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Pages / visit
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2.6
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Visit duration
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1m 32s
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Traffic sources
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● Direct 75% · ● Referral 23%
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LambdaCrewAIPipedreamBeam
0171.3K342.6K513.9K685.2KCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6K100K1MCrewAI · 408.9KCrewAI · 417.1KCrewAI · 521.4KCrewAI · 503.5KCrewAI · 610.1KCrewAI · 646.1KCrewAI · 685.2KCrewAI · 531.1KCrewAI · 476.6KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Paid
Free
Freemium
Freemium
Starting price
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Free
$99per month · free tier available
$89per month · free tier available
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
Free FreeStartup $99/moBusiness Custom
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
CodeData
Text
Code
Code
Output
Apps
AppsCode
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
9
7
6
Developer tools
GPU infrastructure
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Agents
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Agent creation
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APIs
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Workflows
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API integrations
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Agent collaboration
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Cloud infrastructure
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MCP
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Agent management
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Cloud computing
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No-code
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Agent testing
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Development
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Model training
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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
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Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
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.