ModelScope vs Cohere vs Hugging Face vs Vertex AI Model Garden

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

Your tool
ModelScope
vs
Competitor 1
Cohere
Competitor 2
Hugging Face
Competitor 3
Vertex AI Model Garden
Compare
4 tools · best value per row highlighted
Your tool ModelScope
modelscope.cn
ModelScope is an open-source model community and hosting hub founded in June 2022 by the Institute for Intelligent Computing together with the CCF Open Source Development Committee.
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Competitor Cohere
cohere.com
Enterprise AI for business language
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Competitor Hugging Face
huggingface.co
The GitHub for machine learning
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Competitor Vertex AI Model Garden
cloud.google.com
Vertex AI Model Garden is Google Cloud's catalog for finding, customizing and deploying machine learning models in one place.
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Traffic estimated monthly website traffic
Monthly visits
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773.1Kvisits/mo
31.2Mvisits/mo
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MoM change
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▼ 14.2%
▲ 10.7%
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6-month growth
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+68.3%
+18.4%
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Global rank web
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#72,961
#1,410
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Avg. last 3 months
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758K
28.8M
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Bounce rate lower is better
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51%
42%
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Pages / visit
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2.5
6.3
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Visit duration
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2m 21s
5m 01s
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Traffic sources
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● Direct 78% · ● Referral 20%
● Direct 81% · ● Referral 18%
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ModelScopeCohereHugging FaceVertex AI Model Garden
07.8M15.6M23.4M31.2MCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1KHugging Face · 21.9MHugging Face · 24MHugging Face · 24.9MHugging Face · 23.3MHugging Face · 26.4MHugging Face · 30.3MHugging Face · 27.4MHugging Face · 27.1MHugging Face · 28.2MHugging Face · 31.2M100K1M10M100MCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1KHugging Face · 21.9MHugging Face · 24MHugging Face · 24.9MHugging Face · 23.3MHugging Face · 26.4MHugging Face · 30.3MHugging Face · 27.4MHugging Face · 27.1MHugging Face · 28.2MHugging Face · 31.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
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Freemium
Freemium
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Starting price
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Free tier
$9per month · free tier available
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Free tier
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Free trial
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API access
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Plans
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Trial FreeProduction Custom/usage-basedModel Vault Custom/mo
Free FreePro $9/moTeam $20/moStorage $8/mo+1 more
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Capabilities input → output
Input
AudioVideoTextImages
TextDocumentsAudio
AudioVideoTextImages
TextImagesAudio
Output
VideoTextImagesAudio
TextData
VideoTextImagesAudio3D
VideoTextImagesAudio
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeLarge Language Models (LLMs)Open Source AI Models
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeAI APIAI Developer ToolsLarge Language Models (LLMs)+1 more
Development & CodeAI APILarge Language Models (LLMs)Open Source AI Models
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
9
6
6
Large language models
Models
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APIs
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Developer tools
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LLM development
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Models management
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Development
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LLM training
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Agents
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Chatbots
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Customer support chatbot
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LLM comparison
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Model training
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Productivity
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
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▲ 2
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Saves
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1
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Reviews
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Prompts
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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.