Thinking Machines Tinker vs Modal vs Fireworks AI vs Microsoft Azure

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

Your tool
Thinking Machines Tinker
vs
Competitor 1
Modal
Competitor 2
Fireworks AI
Competitor 3
Microsoft Azure
Compare
4 tools · best value per row highlighted
Your tool 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
Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Competitor Microsoft Azure
azure.microsoft.com
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
972.8Kvisits/mo
713.6Kvisits/mo
6.9Mvisits/mo
MoM change
▲ 181.3%
▲ 5.7%
▼ 21.1%
▲ 8.9%
6-month growth
+372.8%
+13.6%
+62.9%
+3.8%
Global rank web
#55,584
#43,856
#55,462
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Avg. last 3 months
672K
960K
743.7K
6.6M
Bounce rate lower is better
51%
37%
43%
68%
Pages / visit
2.6
6.6
3.6
1.7
Visit duration
1m 57s
5m 31s
2m 40s
1m 29s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 94% · ● Referral 5%
● Direct 91% · ● Referral 6%
● Direct 65% · ● Referral 31%
Thinking Machines TinkerModalFireworks AIMicrosoft Azure
01.8M3.6M5.4M7.2MThinking 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 · 1.1MModal · 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 · 713.6KMicrosoft Azure · 6MMicrosoft Azure · 5.9MMicrosoft Azure · 6.6MMicrosoft Azure · 6.6MMicrosoft Azure · 7.2MMicrosoft Azure · 6.2MMicrosoft Azure · 6.6MMicrosoft Azure · 6.3MMicrosoft Azure · 6.9M100K1M10MThinking 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 · 1.1MModal · 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 · 713.6KMicrosoft Azure · 6MMicrosoft Azure · 5.9MMicrosoft Azure · 6.6MMicrosoft Azure · 6.6MMicrosoft Azure · 7.2MMicrosoft Azure · 6.2MMicrosoft Azure · 6.6MMicrosoft Azure · 6.3MMicrosoft Azure · 6.9MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
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$250per month · free tier available
Free tier
Free tier
Free tier
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Free trial
–
–
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API access
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Plans
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Starter FreeTeam $250/moEnterprise Custom
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
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Capabilities input → output
Input
DataCode
Code
TextImagesCode
DocumentsTextImagesCodeAudio
Output
Text
Apps
TextCode
TextImagesCodeAudio
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 · 2 shared · core   partial
Tasks covered
4
6
7
7
APIs
Developer tools
Fine-Tuning
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Inference
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LLM development
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Development
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Azure
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–
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GPU infrastructure
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–
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Cloud computing
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Cloud infrastructure
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–
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Models
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–
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Image recognition
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–
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Large language models
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–
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Performance optimization
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–
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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.