Thinking Machines Tinker vs Cerebrium vs Unsloth 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
Competitor 1
Cerebrium
Competitor 2
Unsloth AI
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 Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Make main Remove
Competitor Unsloth AI
unsloth.ai
A machine learning engineer needs to fine-tune Llama 3 on a single NVIDIA T4 GPU but keeps hitting out-of-memory errors
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
—
1.5Mvisits/mo
963.1Kvisits/mo
MoM change
▲ 181.3%
—
▲ 47.7%
▲ 20.8%
6-month growth
+372.8%
—
+22.2%
+60.3%
Global rank web
#55,584
—
#57,929
#61,989
Avg. last 3 months
672K
—
1.3M
793.3K
Bounce rate lower is better
51%
—
48%
44%
Pages / visit
2.6
—
2.4
3.5
Visit duration
1m 57s
—
1m 53s
2m 23s
Traffic sources
● Direct 81% · ● Referral 15%
—
● Direct 62% · ● Referral 38%
● Direct 70% · ● Referral 26%
Thinking Machines TinkerCerebriumUnsloth AINebius Token Factory
0392.3K784.5K1.2M1.6MThinking 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 · 1.1MUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5MNebius 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 · 1.1MUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5MNebius 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
Freemium
Free
Freemium
Starting price
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$100per month · free tier available
Free
Free tier
Free tier
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Free trial
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–
–
–
API access
–
–
Plans
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Hobby FreeStandard $100/moEnterprise Custom
Free FreePro Contact for pricingEnterprise Contact for pricing
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Capabilities input → output
Input
CodeData
Code
DataImagesText
CodeText
Output
Text
Apps
ImagesTextVideo
CodeText
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer ToolsOpen Source AI Models
Development & CodeAI API
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
4
3
6
LLM development
Developer tools
APIs
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Fine-Tuning
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GPU infrastructure
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Inference
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–
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Models
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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.