Modal vs OpenAI API vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
OpenAI API
Competitor 2
Cerebrium
Competitor 3
Suggested competitors for Modal: Baseten86% RunPod85% Beam82% Replicate80% Anyscale78% Together AI76% Fireworks AI74% Medjed AI70%
Compare
3 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor OpenAI API
platform.openai.com
The API powering the AI ecosystem
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
15.2Mvisits/mo
—
MoM change
▲ 5.7%
▲ 4.6%
—
6-month growth
+13.6%
-2.4%
—
Global rank web
#43,856
—
—
Avg. last 3 months
960K
15.2M
—
Bounce rate lower is better
37%
34%
—
Pages / visit
6.6
5.4
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Visit duration
5m 31s
3m 56s
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Traffic sources
● Direct 94% · ● Referral 5%
● Direct 82% · ● Referral 15%
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ModalOpenAI APICerebrium
04.7M9.4M14.1M18.7MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KOpenAI API · 18.7MOpenAI API · 16.7MOpenAI API · 16.5MOpenAI API · 15.6MOpenAI API · 15.9MOpenAI API · 15.1MOpenAI API · 15.7MOpenAI API · 14.6MOpenAI API · 15.2M100K1M10M100MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KOpenAI API · 18.7MOpenAI API · 16.7MOpenAI API · 16.5MOpenAI API · 15.6MOpenAI API · 15.9MOpenAI API · 15.1MOpenAI API · 15.7MOpenAI API · 14.6MOpenAI API · 15.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
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
–
–
API access
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Plans
Starter FreeTeam $250/moEnterprise Custom
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Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
AudioDocumentsImagesText
Code
Output
Apps
AudioCodeImagesTextVideo
Apps
Skill level
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APILarge Language Models (LLMs)
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
4
3
GPU infrastructure
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APIs
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Developer tools
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LLM development
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Inference
–
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Large language models
–
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API integrations
–
–
Development
–
–
Performance optimization
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–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
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.