Thinking Machines Tinker vs Axolotl vs Atomic Chat 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
Axolotl
Competitor 2
Atomic Chat
Competitor 3
Nebius Token Factory
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 Axolotl
axolotl.ai
Axolotl is a free, open-source tool for fine-tuning large language models.
Make main Remove
Competitor Atomic Chat
atomic.chat
No rate limits. No subscription. No cloud.
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
—
49.6Kvisits/mo
963.1Kvisits/mo
MoM change
▲ 181.3%
—
▲ 4,135.2%
▲ 20.8%
6-month growth
+372.8%
—
—
+60.3%
Global rank web
#55,584
—
#697,143
#61,989
Avg. last 3 months
672K
—
16.9K
793.3K
Bounce rate lower is better
51%
—
53%
44%
Pages / visit
2.6
—
1.8
3.5
Visit duration
1m 57s
—
25s
2m 23s
Traffic sources
● Direct 81% · ● Referral 15%
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● Direct 41% · ● Search 28%
● Direct 70% · ● Referral 26%
Thinking Machines TinkerAxolotlAtomic ChatNebius Token Factory
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 · 1.1MAtomic Chat · 1.2KAtomic Chat · 49.6KNebius 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 · 963.1K1K10K100K1M10MThinking 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 · 1.1MAtomic Chat · 1.2KAtomic Chat · 49.6KNebius 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 · 963.1KDec '25Jan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
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Freemium
Starting price
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Free
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Free tier
Free tier
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Free trial
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–
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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
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Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Capabilities input → output
Input
CodeData
CodeData
CodeDocumentsText
CodeText
Output
Text
Code
CodeText
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Chatbots & CompanionsDevelopment & CodeAI ChatbotOpen Source AI Models
Development & CodeAI API
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
7
8
6
APIs
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LLM development
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Developer tools
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Fine-Tuning
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Large language models
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Chatbots
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Inference
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LLM training
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Local AI
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Chatting
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GPU infrastructure
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Model training
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Agents
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Chatbot building
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Llama 3 on mac
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Models
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Self hosted
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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.