Thinking Machines Tinker vs Anyscale vs Fireworks AI vs Unsloth 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
Anyscale
Competitor 2
Fireworks AI
Competitor 3
Unsloth 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
Remove
Competitor Anyscale
anyscale.com
Scale AI effortlessly
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
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
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
79.1Kvisits/mo
713.6Kvisits/mo
1.5Mvisits/mo
MoM change
▲ 181.3%
▼ 25.4%
▼ 21.1%
▲ 47.7%
6-month growth
+372.8%
-21.0%
+62.9%
+22.2%
Global rank web
#55,584
#330,039
#55,462
#57,929
Avg. last 3 months
672K
90.4K
743.7K
1.3M
Bounce rate lower is better
51%
42%
43%
48%
Pages / visit
2.6
3.3
3.6
2.4
Visit duration
1m 57s
1m 53s
2m 40s
1m 53s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 81% · ● Referral 15%
● Direct 91% · ● Referral 6%
● Direct 62% · ● Referral 38%
Thinking Machines TinkerAnyscaleFireworks AIUnsloth AI
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 · 1.1MAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KFireworks 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 · 713.6KUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5M10K100K1M10MThinking 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 · 1.1MAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KFireworks 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 · 713.6KUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Free
Starting price
—
—
Free tier
Free
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
Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Free FreePro Contact for pricingEnterprise Contact for pricing
Capabilities input → output
Input
CodeData
CodeData
TextImagesCode
TextImagesData
Output
Text
Data
TextCode
VideoTextImages
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer ToolsOpen Source AI Models
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
0
7
3
Fine-Tuning
–
LLM development
–
Developer tools
–
APIs
–
–
Inference
–
–
–
Models
–
–
–
Development
–
–
–
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.