Modal vs Fireworks AI vs Groq vs Cerebras Inference

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

Your tool
Modal
vs
Competitor 1
Fireworks AI
Competitor 2
Groq
Competitor 3
Cerebras Inference
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Competitor Groq
groq.com
AI inference at unprecedented speed
Make main Remove
Competitor Cerebras Inference
cerebras.ai
Cerebras Inference is a cloud API for running large language models at very high speed on the Cerebras Wafer-Scale Engine.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
713.6Kvisits/mo
4.2Mvisits/mo
—
MoM change
▲ 5.7%
▼ 21.1%
▼ 12.2%
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6-month growth
+13.6%
+62.9%
+19.4%
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Global rank web
#43,856
#55,462
#9,344
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Avg. last 3 months
960K
743.7K
4.1M
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Bounce rate lower is better
37%
43%
32%
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Pages / visit
6.6
3.6
6.1
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Visit duration
5m 31s
2m 40s
3m 48s
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Traffic sources
● Direct 94% · ● Referral 5%
● Direct 91% · ● Referral 6%
● Direct 78% · ● Referral 20%
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ModalFireworks AIGroqCerebras Inference
01.2M2.4M3.6M4.8MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KFireworks 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 · 713.6KGroq · 1.4MGroq · 1.9MGroq · 2.1MGroq · 2.5MGroq · 3.5MGroq · 3.7MGroq · 3.6MGroq · 3.4MGroq · 4.8MGroq · 4.2M100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KFireworks 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 · 713.6KGroq · 1.4MGroq · 1.9MGroq · 2.1MGroq · 2.5MGroq · 3.5MGroq · 3.7MGroq · 3.6MGroq · 3.4MGroq · 4.8MGroq · 4.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Paid
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Starting price
$250per month · free tier available
Free tier
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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
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
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Capabilities input → output
Input
Code
CodeImagesText
AudioText
CodeText
Output
Apps
CodeText
AudioText
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Development & CodeAI API
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
7
3
4
APIs
Developer tools
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Development
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Inference
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Large language models
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LLM development
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Fine-Tuning
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GPU infrastructure
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Models
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–
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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.