SambaNova Cloud vs Hugging Face vs Replicate vs APIMart

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

Your tool
SambaNova Cloud
vs
Competitor 1
Hugging Face
Competitor 2
Replicate
Competitor 3
APIMart
Compare
4 tools · best value per row highlighted
Your tool SambaNova Cloud
cloud.sambanova.ai
SambaNova Cloud is an inference service where developers call open-source models through an API that follows the OpenAI chat completions format.
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Competitor Hugging Face
huggingface.co
The GitHub for machine learning
Make main Remove
Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Competitor APIMart
apimart.ai
Developers wanting access to hundreds of AI models without juggling multiple API keys need something different than ChatGPT's single-model approach
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
31.2Mvisits/mo
1Mvisits/mo
326.9Kvisits/mo
MoM change
—
▲ 10.7%
▼ 3.1%
▲ 23.2%
6-month growth
—
+18.4%
-30.2%
+278.0%
Global rank web
—
#1,410
#39,584
#145,689
Avg. last 3 months
—
28.8M
1.1M
291K
Bounce rate lower is better
—
42%
35%
40%
Pages / visit
—
6.3
5.6
4.7
Visit duration
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5m 01s
5m 09s
3m 21s
Traffic sources
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● Direct 81% · ● Referral 18%
● Direct 92% · ● Referral 6%
● Direct 95% · ● Referral 5%
SambaNova CloudHugging FaceReplicateAPIMart
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 · 31.2MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MAPIMart · 11.8KAPIMart · 36.6KAPIMart · 73.1KAPIMart · 75.8KAPIMart · 86.5KAPIMart · 186.8KAPIMart · 327.6KAPIMart · 280.9KAPIMart · 265.3KAPIMart · 326.9K10K100K1M10M100MHugging 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 · 31.2MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MAPIMart · 11.8KAPIMart · 36.6KAPIMart · 73.1KAPIMart · 75.8KAPIMart · 86.5KAPIMart · 186.8KAPIMart · 327.6KAPIMart · 280.9KAPIMart · 265.3KAPIMart · 326.9KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
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Freemium
Freemium
Free
Starting price
Free tier
$9per month · free tier available
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Free
Free tier
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Free trial
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–
–
–
API access
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Plans
Free Custom/moDeveloper Custom/moEnterprise Custom
Free FreePro $9/moTeam $20/moStorage $8/mo+1 more
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Usage-Based Pricing Custom/usage-based
Capabilities input → output
Input
ImagesText
VideoTextImagesAudio
ImagesText
TextImages
Output
Text
VideoTextImagesAudio3D
VideoTextImagesAudio
ImagesAudioTextVideo
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI API
Development & CodeAI APIAI Developer ToolsLarge Language Models (LLMs)+1 more
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI API
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
4
6
9
6
APIs
Developer tools
Large language models
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Models
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–
API integrations
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–
Image generation
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–
Development
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–
LLM development
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–
Video generation
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–
Inference
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–
–
LLM gateway
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–
–
LLM training
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 2
▲ 0
▲ 0
Saves
0
1
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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–
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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.