Thinking Machines Tinker vs Modal 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
Competitor 1
Modal
Competitor 2
Nebius Token Factory
Competitor 3
Suggested competitors for Thinking Machines Tinker: Together AI80% Fireworks AI75% Unsloth AI70% OpenAI API62% RunPod62% Baseten62% Anyscale62% Replicate60%
Compare
3 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 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
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
972.8Kvisits/mo
963.1Kvisits/mo
MoM change
▲ 181.3%
▲ 5.7%
▲ 20.8%
6-month growth
+372.8%
+13.6%
+60.3%
Global rank web
#55,584
#43,856
#61,989
Avg. last 3 months
672K
960K
793.3K
Bounce rate lower is better
51%
37%
44%
Pages / visit
2.6
6.6
3.5
Visit duration
1m 57s
5m 31s
2m 23s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 94% · ● Referral 5%
● Direct 70% · ● Referral 26%
Thinking Machines TinkerModalNebius Token Factory
0291.9K583.7K875.6K1.2MThinking 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 · 972.8KNebius 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 · 963.1K100K1M10MThinking 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 · 972.8KNebius 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 · 963.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Starting price
—
$250per month · free tier available
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
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Capabilities input → output
Input
CodeData
Code
CodeText
Output
Text
Apps
CodeText
Skill level
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
6
6
APIs
Developer tools
GPU infrastructure
–
Inference
–
LLM development
–
Fine-Tuning
–
–
Development
–
–
Models
–
–
Performance optimization
–
–
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
–
–
–

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.