Hugging Face vs ModelScope vs Cohere vs Modal

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

Your tool
Hugging Face
vs
Competitor 1
ModelScope
Competitor 2
Cohere
Competitor 3
Modal
Compare
4 tools · best value per row highlighted
Your tool Hugging Face
huggingface.co
The GitHub for machine learning
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Competitor 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.
Make main Remove
Competitor Cohere
cohere.com
Enterprise AI for business language
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
31.2Mvisits/mo
—
773.1Kvisits/mo
972.8Kvisits/mo
MoM change
▲ 10.7%
—
▼ 14.2%
▲ 5.7%
6-month growth
+18.4%
—
+68.3%
+13.6%
Global rank web
#1,410
—
#72,961
#43,856
Avg. last 3 months
28.8M
—
758K
960K
Bounce rate lower is better
42%
—
51%
37%
Pages / visit
6.3
—
2.5
6.6
Visit duration
5m 01s
—
2m 21s
5m 31s
Traffic sources
● Direct 81% · ● Referral 18%
—
● Direct 78% · ● Referral 20%
● Direct 94% · ● Referral 5%
Hugging FaceModelScopeCohereModal
07.8M15.6M23.4M31.2MHugging 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 · 31.2MCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10M100MHugging 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 · 31.2MCohere · 579.9KCohere · 616.7KCohere · 446KCohere · 459.3KCohere · 505.7KCohere · 536.7KCohere · 599.7KCohere · 901.3KCohere · 773.1KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
—
Freemium
Freemium
Starting price
$9per month · free tier available
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Free tier
$250per month · free tier available
Free tier
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Free trial
–
–
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API access
–
–
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Plans
Free FreePro $9/moTeam $20/moStorage $8/mo+1 more
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Trial FreeProduction Custom/usage-basedModel Vault Custom/mo
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
AudioVideoTextImages
VideoTextImagesAudio
TextDocumentsAudio
Code
Output
VideoTextImagesAudio3D
VideoTextImagesAudio
DataText
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer ToolsLarge Language Models (LLMs)+1 more
Development & CodeLarge Language Models (LLMs)Open Source AI Models
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
6
9
6
Models
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Large language models
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APIs
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Developer tools
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Development
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LLM development
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LLM training
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GPU infrastructure
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–
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Agents
–
–
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Chatbots
–
–
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Customer support chatbot
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–
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Inference
–
–
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Models management
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–
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Performance optimization
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–
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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
▲ 2
▲ 0
▲ 0
▲ 0
Saves
1
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

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.