Lambda vs LangGraph vs Muapi vs Modal

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

Your tool
Lambda
vs
Competitor 1
LangGraph
Competitor 2
Muapi
Competitor 3
Modal
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 LangGraph
langchain.com
LangGraph is an open-source agent runtime and low-level orchestration framework for building AI agents that behave reliably on complex tasks.
Make main Remove
Competitor Muapi
muapi.ai
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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318.3Kvisits/mo
972.8Kvisits/mo
MoM change
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▲ 5.7%
6-month growth
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+13.6%
Global rank web
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#43,856
Avg. last 3 months
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318.3K
960K
Bounce rate lower is better
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37%
Pages / visit
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6.6
Visit duration
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5m 31s
Traffic sources
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● Direct 94% · ● Referral 5%
LambdaLangGraphMuapiModal
0291.9K583.7K875.6K1.2MMuapi · 318.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MMuapi · 318.3KModal · 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
Paid
Freemium
Starting price
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$39per month · free tier available
$10per month
$250per 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
Developer FreePlus $39/moEnterprise Custom
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
Code
ImagesText
Code
Output
Apps
Apps
AudioImagesVideo
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
8
6
6
Developer tools
GPU infrastructure
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APIs
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Agent creation
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Agents
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Agent memory
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Image generation
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Inference
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Video generation
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Workflows
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3D models
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Agent collaboration
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Development
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LLM development
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Model training
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Music creation
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Performance optimization
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Self hosted
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
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.