Lambda vs Shotstack vs Muapi vs LangGraph

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

Your tool
Lambda
vs
Competitor 1
Shotstack
Competitor 2
Muapi
Competitor 3
LangGraph
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 Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
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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
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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.
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Traffic estimated monthly website traffic
Monthly visits
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318.3Kvisits/mo
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MoM change
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6-month growth
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Global rank web
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Avg. last 3 months
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318.3K
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Bounce rate lower is better
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Pages / visit
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Visit duration
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Traffic sources
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Pricing
Model
Paid
Freemium
Paid
Freemium
Starting price
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$39per month
$10per month
$39per 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
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Developer FreePlus $39/moEnterprise Custom
Capabilities input → output
Input
CodeData
CodeImagesVideo
ImagesText
Code
Output
Apps
Video
AudioImagesVideo
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI API
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
5
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8
Developer tools
APIs
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Video generation
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Agent creation
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Agents
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GPU infrastructure
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Video editing
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Agent memory
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Image generation
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Personalized videos
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Workflows
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3D models
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Agent collaboration
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LLM development
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Model training
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Music creation
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Self hosted
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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.