Lambda vs Shotstack vs Muapi vs Submagic

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
Submagic
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 Submagic
submagic.co
Submagic is an AI video editor for short-form content.
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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
Paid
Starting price
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$39per month
$10per month
$12per month
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
Starter $12/moPro $23/moBusiness $41/moCustom Custom
Capabilities input → output
Input
CodeData
CodeImagesVideo
ImagesText
Web pagesVideo
Output
Apps
Video
AudioImagesVideo
Video
Skill level
Advanced
Advanced
Advanced
Beginner-friendly
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI API
Video EditingWriting & ContentAI Subtitle GeneratorAI Video Editor+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
2
4
6
12
Developer tools
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Video generation
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APIs
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Video editing
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GPU infrastructure
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Video subtitles
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Caption videos
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Image generation
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Multilingual subtitle creation
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Short videos
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Video repurposing
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Video shortening
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3D models
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Music creation
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TikTok captions
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TikTok videos
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Video effects
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YouTube shorts
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Community on aitoolstime
Rating
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no ratings yet
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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.