Cerebrium vs Lambda vs fal.ai vs Modal

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
fal.ai
Competitor 3
Modal
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.
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor fal.ai
fal.ai
fal is an inference service for generative media.
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Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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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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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%
CerebriumLambdafal.aiModal
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
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Freemium
Starting price
$100per month · free tier available
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$250per month · free tier available
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
Model APIs (pay-per-use) CustomServerless GPUs Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
ImagesText
Code
Output
Apps
Apps
3DAudioImagesVideo
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
3
9
6
GPU infrastructure
Developer tools
APIs
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Model training
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Image generation
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Inference
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Video generation
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3D models
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Audio generation
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Development
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LLM development
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Models management
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Performance optimization
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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.