Modal vs Replicate vs RunPod vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Replicate
Competitor 2
RunPod
Competitor 3
Cerebrium
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Competitor RunPod
runpod.io
Cheap GPUs on demand
Make main Remove
Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
1Mvisits/mo
2.8Mvisits/mo
—
MoM change
▲ 5.7%
▼ 3.1%
▲ 14.2%
—
6-month growth
+13.6%
-30.2%
+19.0%
—
Global rank web
#43,856
#39,584
#19,060
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Avg. last 3 months
960K
1.1M
2.5M
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Bounce rate lower is better
37%
35%
32%
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Pages / visit
6.6
5.6
7.4
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Visit duration
5m 31s
5m 09s
8m 19s
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Traffic sources
● Direct 94% · ● Referral 5%
● Direct 92% · ● Referral 6%
● Direct 78% · ● Referral 21%
—
ModalReplicateRunPodCerebrium
0701.3K1.4M2.1M2.8MModal · 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 · 1MRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8M100K1M10MModal · 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 · 1MRunPod · 1.8MRunPod · 1.9MRunPod · 1.9MRunPod · 1.9MRunPod · 2.4MRunPod · 2.3MRunPod · 2.3MRunPod · 2.2MRunPod · 2.5MRunPod · 2.8MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
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—
$100per month · free tier available
Free tier
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Free trial
–
–
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API access
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Plans
Starter FreeTeam $250/moEnterprise Custom
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Pods (Community Cloud) Custom/hourServerless Custom/hourClusters Custom/hourStorage Custom/mo
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
ImagesText
CodeData
Code
Output
Apps
AudioImagesTextVideo
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
9
4
1
Developer tools
Development
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GPU infrastructure
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APIs
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Inference
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API integrations
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Cloud infrastructure
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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
▲ 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.