Modal vs Thinking Machines Tinker vs Cerebrium

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

Your tool
Modal
vs
Competitor 1
Thinking Machines Tinker
Competitor 2
Cerebrium
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Competitor Thinking Machines Tinker
thinkingmachines.ai
A training API that hands control of model fine-tuning to researchers while someone else deals with the servers and scaling headaches
Competitor Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
1.1Mvisits/mo
—
MoM change
▲ 5.7%
▲ 181.3%
—
6-month growth
+13.6%
+372.8%
—
Global rank web
#43,856
#55,584
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Avg. last 3 months
960K
672K
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Bounce rate lower is better
37%
51%
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Pages / visit
6.6
2.6
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Visit duration
5m 31s
1m 57s
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Traffic sources
● Direct 94% · ● Referral 5%
● Direct 81% · ● Referral 15%
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ModalThinking Machines TinkerCerebrium
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1M100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KThinking Machines Tinker · 421.8KThinking Machines Tinker · 345.6KThinking Machines Tinker · 223.7KThinking Machines Tinker · 298.7KThinking Machines Tinker · 303.2KThinking Machines Tinker · 582.5KThinking Machines Tinker · 375.9KThinking Machines Tinker · 1.1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
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
Plans
Starter FreeTeam $250/moEnterprise Custom
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Hobby FreeStandard $100/moEnterprise Custom
Capabilities input → output
Input
Code
CodeData
Code
Output
Apps
Text
Apps
Skill level
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
4
1
Developer tools
APIs
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Fine-Tuning
–
–
GPU infrastructure
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Inference
–
–
LLM development
–
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Development
–
–
Performance optimization
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–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
0
0
0
Verified listing
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–
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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.