llama.cpp vs Defapi vs Shotstack vs Thinking Machines Tinker

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
llama.cpp
vs
Competitor 1
DDefapi
Competitor 2
Shotstack
Competitor 3
Thinking Machines Tinker
Compare
4 tools · best value per row highlighted
Your tool llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
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Competitor DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
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Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor 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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Traffic estimated monthly website traffic
Monthly visits
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2.4Kvisits/mo
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1.1Mvisits/mo
MoM change
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▼ 42.6%
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▲ 181.3%
6-month growth
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-86.2%
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+372.8%
Global rank web
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#4,650,820
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#55,584
Avg. last 3 months
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4.8K
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672K
Bounce rate lower is better
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36%
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51%
Pages / visit
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1.4
—
2.6
Visit duration
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7s
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1m 57s
Traffic sources
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—
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● Direct 81% · ● Referral 15%
llama.cppDefapiShotstackThinking Machines Tinker
0264.4K528.7K793.1K1.1MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KThinking 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 · 1.1M1K10K100K1M10MDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KThinking 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 · 1.1MDec '25Jan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Paid
Freemium
Freemium
Starting price
Free
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$39per month
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Free tier
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Free trial
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API access
Plans
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Gemini 3.1 Pro Preview $1/$6/per requestClaude Sonnet 4.6 $1.5/$7.5/per requestClaude Opus 4.6 $2.5/$12.5/per requestSora 2 Stable $0.175+/per request+2 more
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
Inkling-Small Prefill $0.58/usage-basedInkling-Small Sample $0.12/usage-basedVarious Model Training Custom/usage-based
Capabilities input → output
Input
ImagesText
AudioImagesText
CodeImagesVideo
CodeData
Output
Text
AudioImagesText
Video
Text
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
4
5
4
APIs
Developer tools
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LLM development
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API integrations
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Fine-Tuning
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Local AI
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Video editing
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API management
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Large language models
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Personalized videos
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Self hosted
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Video generation
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API security
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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
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Saves
0
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Reviews
0
0
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Prompts
0
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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.