Modal vs Anyscale vs Fireworks AI vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Anyscale
Competitor 2
Fireworks AI
Competitor 3
Cerebrium
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Anyscale
anyscale.com
Scale AI effortlessly
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
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
79.1Kvisits/mo
713.6Kvisits/mo
—
MoM change
▲ 5.7%
▼ 25.4%
▼ 21.1%
—
6-month growth
+13.6%
-21.0%
+62.9%
—
Global rank web
#43,856
#330,039
#55,462
—
Avg. last 3 months
960K
90.4K
743.7K
—
Bounce rate lower is better
37%
42%
43%
—
Pages / visit
6.6
3.3
3.6
—
Visit duration
5m 31s
1m 53s
2m 40s
—
Traffic sources
● Direct 94% · ● Referral 5%
● Direct 81% · ● Referral 15%
● Direct 91% · ● Referral 6%
—
ModalAnyscaleFireworks AICerebrium
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
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Free tier
$100per month · free tier available
Free tier
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Free trial
–
–
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API access
Plans
Starter FreeTeam $250/moEnterprise Custom
Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
CodeImagesText
Code
Output
Apps
Data
CodeText
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
5
7
4
GPU infrastructure
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APIs
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Developer tools
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Development
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LLM development
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Inference
–
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Fine-Tuning
–
–
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Model training
–
–
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Cloud computing
–
–
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Models
–
–
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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
▲ 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.