Thinking Machines Tinker vs Cerebrium vs Together AI vs Fireworks AI
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Thinking Machines Tinker
vs Thinking Machines Tinker
Competitor 1
Cerebrium
Cerebrium
Competitor 2
Together AI
Together AI
Competitor 3
Fireworks AI
Fireworks AICompare
4 tools · best value per row highlighted
Your tool
Thinking Machines Tinker
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
Cerebrium
Cerebrium
cerebrium.ai
Cerebrium is a serverless GPU platform for running AI workloads in production.
Traffic estimated monthly website traffic
Monthly visits
1.1Mvisits/mo
—
785.1Kvisits/mo
713.6Kvisits/mo
MoM change
▲ 181.3%
—
▼ 6.4%
▼ 21.1%
6-month growth
+372.8%
—
+1.9%
+62.9%
Global rank web
#55,584
—
#60,843
#55,462
Avg. last 3 months
672K
—
794.7K
743.7K
Bounce rate lower is better
51%
—
42%
43%
Pages / visit
2.6
—
3.2
3.6
Visit duration
1m 57s
—
1m 57s
2m 40s
Traffic sources
● Direct 81% · ● Referral 15%
—
● Direct 77% · ● Referral 21%
● Direct 91% · ● Referral 6%
Thinking Machines TinkerCerebriumTogether AIFireworks AI
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
—
$100per month · free tier available
$1.99per month
Free tier
Free tier
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–
Free trial
–
–
–
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
Serverless Inference $0.30/usage-basedDedicated Inference GPU $3.99/usage-basedGPU Clusters $1.99/usage-basedFine-Tuning $0.34/usage-based
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
DataCode
Code
CodeTextImagesAudio
TextImagesCode
Output
Text
Apps
VideoTextImagesCodeAudio
TextCode
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 3 shared · core partial
Tasks covered
4
4
8
7
APIs
Developer tools
LLM development
Fine-Tuning
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Inference
–
–
GPU infrastructure
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–
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.