Thinking Machines Tinker vs Nebius Token Factory vs Baseten vs Fireworks AI

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

Your tool
Thinking Machines Tinker
vs
Competitor 1
Nebius Token Factory
Competitor 2
Baseten
Competitor 3
Fireworks AI
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
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Competitor Nebius Token Factory
nebius.com
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
Make main Remove
Competitor Baseten
baseten.co
Models to production fast
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
963.1Kvisits/mo
355.4Kvisits/mo
713.6Kvisits/mo
MoM change
▲ 181.3%
▲ 20.8%
▲ 21.3%
▼ 21.1%
6-month growth
+372.8%
+60.3%
+73.3%
+62.9%
Global rank web
#55,584
#61,989
#113,597
#55,462
Avg. last 3 months
672K
793.3K
304.6K
743.7K
Bounce rate lower is better
51%
44%
39%
43%
Pages / visit
2.6
3.5
4.1
3.6
Visit duration
1m 57s
2m 23s
1m 53s
2m 40s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 70% · ● Referral 26%
● Direct 89% · ● Referral 9%
● Direct 91% · ● Referral 6%
Thinking Machines TinkerNebius Token FactoryBasetenFireworks AI
0264.4K528.7K793.1K1.1MThinking 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 · 1.1MNebius Token Factory · 549.1KNebius Token Factory · 562.2KNebius Token Factory · 563.4KNebius Token Factory · 600.7KNebius Token Factory · 590.2KNebius Token Factory · 677.5KNebius Token Factory · 619.3KNebius Token Factory · 797.4KNebius Token Factory · 963.1KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4KFireworks 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 · 713.6K100K1M10MThinking 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 · 1.1MNebius Token Factory · 549.1KNebius Token Factory · 562.2KNebius Token Factory · 563.4KNebius Token Factory · 600.7KNebius Token Factory · 590.2KNebius Token Factory · 677.5KNebius Token Factory · 619.3KNebius Token Factory · 797.4KNebius Token Factory · 963.1KBaseten · 141.4KBaseten · 136.4KBaseten · 197.3KBaseten · 205KBaseten · 246.2KBaseten · 247.6KBaseten · 265.6KBaseten · 292.9KBaseten · 355.4KFireworks 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
—
Free tier
Free tier
Free tier
Free tier
–
Free trial
–
–
–
–
API access
–
Plans
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Basic CustomPro CustomEnterprise Custom
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
DataCode
TextCode
AudioText
TextImagesCode
Output
Text
TextCode
TextImagesAudio
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
6
6
7
APIs
Developer tools
Inference
–
Models
–
LLM development
–
Fine-Tuning
–
–
Development
–
–
GPU infrastructure
–
–
–
Web service deployment
–
–
–
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
–
–
–
–

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.