Lambda vs CapCut 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
CapCut
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.
Remove
Competitor CapCut
capcut.com
The video editor everyone uses
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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49.1Mvisits/mo
318.3Kvisits/mo
972.8Kvisits/mo
MoM change
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▼ 1.0%
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▲ 5.7%
6-month growth
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-8.8%
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+13.6%
Global rank web
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#964
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#43,856
Avg. last 3 months
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50.4M
318.3K
960K
Bounce rate lower is better
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43%
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37%
Pages / visit
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3.6
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6.6
Visit duration
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3m 09s
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5m 31s
Traffic sources
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● Direct 83% · ● Referral 16%
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● Direct 94% · ● Referral 5%
LambdaCapCutMuapiModal
016.3M32.5M48.8M65.1MCapCut · 54.6MCapCut · 65.1MCapCut · 63.5MCapCut · 52.7MCapCut · 53.8MCapCut · 51.2MCapCut · 53MCapCut · 52.5MCapCut · 49.6MCapCut · 49.1MMuapi · 318.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10M100MCapCut · 54.6MCapCut · 65.1MCapCut · 63.5MCapCut · 52.7MCapCut · 53.8MCapCut · 51.2MCapCut · 53MCapCut · 52.5MCapCut · 49.6MCapCut · 49.1MMuapi · 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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$9.99per 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
Free FreeStandard $9.99/moPro $19.99/mo
Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
DataCode
AudioVideoTextImages
TextImages
Code
Output
Apps
VideoImagesAudio
VideoImagesAudio
Apps
Skill level
Advanced
Beginner-friendly
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Image EditingImage GenerationVideo CreationVideo Editing+11 more
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
12
6
6
Developer tools
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GPU infrastructure
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Video generation
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APIs
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Image generation
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Video editing
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Background removal
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Inference
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Multilingual subtitle creation
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Short videos
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Text to speech
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Video background removal
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Video subtitles
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3D models
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Development
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Image editing
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Model training
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Music creation
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Performance optimization
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Transcription
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Video shortening
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 2
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
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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.