Thinking Machines Tinker vs Atomic Chat vs Anyscale 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
Atomic Chat
Competitor 2
Anyscale
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
Competitor Atomic Chat
atomic.chat
No rate limits. No subscription. No cloud.
Competitor Anyscale
anyscale.com
Scale AI effortlessly
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
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
49.6Kvisits/mo
79.1Kvisits/mo
1.5Mvisits/mo
MoM change
▲ 181.3%
▲ 4,135.2%
▼ 25.4%
▲ 47.7%
6-month growth
+372.8%
—
-21.0%
+22.2%
Global rank web
#55,584
#697,143
#330,039
#57,929
Avg. last 3 months
672K
16.9K
90.4K
1.3M
Bounce rate lower is better
51%
53%
42%
48%
Pages / visit
2.6
1.8
3.3
2.4
Visit duration
1m 57s
25s
1m 53s
1m 53s
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 41% · ● Search 28%
● Direct 81% · ● Referral 15%
● Direct 62% · ● Referral 38%
Thinking Machines TinkerAtomic ChatAnyscaleUnsloth 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 · 1.1MAtomic Chat · 1.2KAtomic Chat · 49.6KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KUnsloth AI · 517KUnsloth AI · 574.8KUnsloth AI · 698.3KUnsloth AI · 1.3MUnsloth AI · 1.6MUnsloth AI · 1.1MUnsloth AI · 1.2MUnsloth AI · 1MUnsloth AI · 1.5M1K10K100K1M10MThinking 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 · 49.6KAnyscale · 98.7KAnyscale · 93.3KAnyscale · 86.3KAnyscale · 89.2KAnyscale · 100.1KAnyscale · 67.9KAnyscale · 72KAnyscale · 86KAnyscale · 106.1KAnyscale · 79.1KUnsloth 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
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Freemium
Free
Starting price
—
—
—
Free
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
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Free Trial FreePay-as-you-go Custom/moCommitted Custom/mo
Free FreePro Contact for pricingEnterprise Contact for pricing
Capabilities input → output
Input
DataCode
TextDocumentsCode
CodeData
TextImagesData
Output
Text
TextCode
Data
VideoTextImages
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
8
5
3
LLM development
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Fine-Tuning
–
–
APIs
–
–
Developer tools
–
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Chatbots
–
–
–
GPU infrastructure
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–
–
Local AI
–
–
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Model training
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–
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Chatting
–
–
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Cloud computing
–
–
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Large language models
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–
–
Agents
–
–
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Chatbot building
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–
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Development
–
–
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Llama 3 on mac
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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.