Modal vs Thinking Machines Tinker vs Fireworks AI vs Medjed AI

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
Fireworks AI
Competitor 3
Medjed AI
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
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
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Competitor Medjed AI
medjed.ai
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
1.1Mvisits/mo
713.6Kvisits/mo
—
MoM change
▲ 5.7%
▲ 181.3%
▼ 21.1%
—
6-month growth
+13.6%
+372.8%
+62.9%
—
Global rank web
#43,856
#55,584
#55,462
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Avg. last 3 months
960K
672K
743.7K
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Bounce rate lower is better
37%
51%
43%
0%
Pages / visit
6.6
2.6
3.6
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Visit duration
5m 31s
1m 57s
2m 40s
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Traffic sources
● Direct 94% · ● Referral 5%
● Direct 81% · ● Referral 15%
● Direct 91% · ● Referral 6%
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ModalThinking Machines TinkerFireworks AIMedjed AI
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 · 1.1MFireworks 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 · 713.6K100K1M10MModal · 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 · 1.1MFireworks 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
Paid
Starting price
$250per month · free tier available
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Free tier
$2.39per month
Free tier
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Free trial
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API access
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Plans
Starter FreeTeam $250/moEnterprise Custom
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
H100 PCIe 80GB $2.39H100 NVL 94GB $2.79H100 SXM 80GB $2.69H200 141GB $3.79+1 more
Capabilities input → output
Input
Code
CodeData
CodeImagesText
CodeData
Output
Apps
Text
CodeText
Data
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 · 1 shared · core   partial
Tasks covered
6
4
7
4
Developer tools
APIs
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Fine-Tuning
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GPU infrastructure
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Inference
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LLM development
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Development
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Cloud computing
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Cloud infrastructure
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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
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▲ 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.