Lambda vs Muapi vs Submagic vs Modal

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

Your tool
Lambda
vs
Competitor 1
Muapi
Competitor 2
Submagic
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 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 Submagic
submagic.co
Submagic is an AI video editor for short-form content.
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
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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
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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%
LambdaMuapiSubmagicModal
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
Paid
Paid
Freemium
Starting price
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$10per month
$12per 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
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Starter $12/moPro $23/moBusiness $41/moCustom Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
ImagesText
Web pagesVideo
Code
Output
Apps
AudioImagesVideo
Video
Apps
Skill level
Advanced
Advanced
Beginner-friendly
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Video EditingWriting & ContentAI Subtitle GeneratorAI Video Editor+1 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
6
14
6
Developer tools
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GPU infrastructure
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APIs
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Video generation
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Video editing
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Video subtitles
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Caption videos
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Image generation
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Inference
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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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Development
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Model training
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Music creation
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Performance optimization
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Social media management
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TikTok captions
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TikTok videos
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Video avatars
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Video effects
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YouTube shorts
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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.