Cerebrium vs Lambda vs CometAPI vs fal.ai

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

Your tool
Cerebrium
vs
Competitor 1
Lambda
Competitor 2
CometAPI
Competitor 3
fal.ai
Compare
4 tools · best value per row highlighted
Your tool Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Competitor CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Competitor fal.ai
fal.ai
fal is an inference service for generative media.
Traffic estimated monthly website traffic
Monthly visits
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302.3Kvisits/mo
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MoM change
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▲ 9.9%
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6-month growth
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-16.5%
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Global rank web
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#157,147
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Avg. last 3 months
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295.7K
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Bounce rate lower is better
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46%
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Pages / visit
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2.9
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Visit duration
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38s
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Traffic sources
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● Direct 69% · ● Referral 30%
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CerebriumLambdaCometAPIfal.ai
0208.6K417.2K625.8K834.4KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3K100K1MCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KDec '25Jan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
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Starting price
$100per month · free tier available
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$4per month · free tier available
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Free tier
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Free trial
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API access
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Plans
Hobby FreeStandard $100/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Model APIs (pay-per-use) CustomServerless GPUs Custom
Capabilities input → output
Input
Code
CodeData
ImagesText
ImagesText
Output
Apps
Apps
ImagesTextVideo
3DAudioImagesVideo
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
4
3
6
9
Developer tools
GPU infrastructure
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APIs
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Image generation
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Video generation
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Model training
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LLM gateway
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API integrations
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3D models
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Audio generation
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LLM development
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Models management
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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
0
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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.