Lambda vs Muapi vs Replicate vs CometAPI

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
Replicate
Competitor 3
CometAPI
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 Replicate
replicate.com
Run open-source AI without managing servers
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Competitor CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
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Traffic estimated monthly website traffic
Monthly visits
—
318.3Kvisits/mo
1Mvisits/mo
302.3Kvisits/mo
MoM change
—
—
▼ 3.1%
▲ 9.9%
6-month growth
—
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-30.2%
-16.5%
Global rank web
—
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#39,584
#157,147
Avg. last 3 months
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318.3K
1.1M
295.7K
Bounce rate lower is better
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35%
46%
Pages / visit
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—
5.6
2.9
Visit duration
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5m 09s
38s
Traffic sources
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● Direct 92% · ● Referral 6%
● Direct 69% · ● Referral 30%
LambdaMuapiReplicateCometAPI
0415.2K830.4K1.2M1.7MMuapi · 318.3KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3K100K1M10MMuapi · 318.3KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Paid
Freemium
Freemium
Starting price
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$10per month
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$4per 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
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Capabilities input → output
Input
DataCode
TextImages
ImagesText
TextImages
Output
Apps
VideoImagesAudio
VideoTextImagesAudio
TextVideoImages
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI API
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
6
9
6
Developer tools
APIs
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Image generation
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Video generation
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API integrations
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GPU infrastructure
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LLM gateway
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Inference
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Models
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3D models
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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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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
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.