Thinking Machines Tinker vs Modal vs Fireworks AI vs Nebius Token Factory
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Thinking Machines Tinker
vs Thinking Machines Tinker
Competitor 1
Modal
Modal
Competitor 2
Fireworks AI
Fireworks AI
Competitor 3
Nebius Token Factory
Nebius Token FactoryCompare
4 tools · best value per row highlighted
Your tool
Thinking Machines Tinker
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
Nebius Token Factory
Nebius Token Factory
nebius.com
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
972.8Kvisits/mo
713.6Kvisits/mo
963.1Kvisits/mo
MoM change
▲ 181.3%
▲ 5.7%
▼ 21.1%
▲ 20.8%
6-month growth
+372.8%
+13.6%
+62.9%
+60.3%
Global rank web
#55,584
#43,856
#55,462
#61,989
Avg. last 3 months
672K
960K
743.7K
793.3K
Bounce rate lower is better
51%
37%
43%
44%
Pages / visit
2.6
6.6
3.6
3.5
Visit duration
1m 57s
5m 31s
2m 40s
2m 23s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 94% · ● Referral 5%
● Direct 91% · ● Referral 6%
● Direct 70% · ● Referral 26%
Thinking Machines TinkerModalFireworks AINebius Token Factory
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
—
$250per month · free tier available
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
Starter FreeTeam $250/moEnterprise Custom
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Capabilities input → output
Input
CodeData
Code
CodeImagesText
CodeText
Output
Text
Apps
CodeText
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 2 shared · core partial
Tasks covered
4
6
7
6
APIs
Developer tools
Inference
–
LLM development
–
Fine-Tuning
–
–
GPU infrastructure
–
–
Models
–
–
Development
–
–
Performance optimization
–
–
–
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.