Modal vs Lambda vs Cerebrium vs Replicate

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

Your tool
Modal
vs
Competitor 1
Lambda
Competitor 2
Cerebrium
Competitor 3
Replicate
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Make main Remove
Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
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Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
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1Mvisits/mo
MoM change
▲ 5.7%
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▼ 3.1%
6-month growth
+13.6%
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-30.2%
Global rank web
#43,856
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#39,584
Avg. last 3 months
960K
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1.1M
Bounce rate lower is better
37%
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35%
Pages / visit
6.6
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5.6
Visit duration
5m 31s
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5m 09s
Traffic sources
● Direct 94% · ● Referral 5%
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● Direct 92% · ● Referral 6%
ModalLambdaCerebriumReplicate
0415.2K830.4K1.2M1.7MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1M100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$250per month · free tier available
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$100per 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
Starter FreeTeam $250/moEnterprise Custom
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Hobby FreeStandard $100/moEnterprise Custom
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Capabilities input → output
Input
Code
CodeData
Code
ImagesText
Output
Apps
Apps
Apps
AudioImagesTextVideo
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 ToolsOpen Source AI Models
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
1
1
9
Developer tools
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GPU infrastructure
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APIs
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Inference
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Development
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API integrations
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Models
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Image generation
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LLM development
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Performance optimization
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Video generation
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
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Saves
0
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Reviews
0
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Prompts
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.