Groq vs Hugging Face vs Replicate vs SambaNova Cloud
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Groq
vs
Groq
Competitor 1
Hugging Face
Hugging Face
Competitor 2
Replicate
Replicate
Competitor 3
SambaNova Cloud
SambaNova CloudCompare
4 tools · best value per row highlighted
Competitor
SambaNova Cloud
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.
Traffic estimated monthly website traffic
Monthly visits
4.2Mvisits/mo
31.2Mvisits/mo
1Mvisits/mo
—
MoM change
▼ 12.2%
▲ 10.7%
▼ 3.1%
—
6-month growth
+19.4%
+18.4%
-30.2%
—
Global rank web
#9,344
#1,410
#39,584
—
Avg. last 3 months
4.1M
28.8M
1.1M
—
Bounce rate lower is better
32%
42%
35%
—
Pages / visit
6.1
6.3
5.6
—
Visit duration
3m 48s
5m 01s
5m 09s
—
Traffic sources
● Direct 78% · ● Referral 20%
● Direct 81% · ● Referral 18%
● Direct 92% · ● Referral 6%
—
GroqHugging FaceReplicateSambaNova Cloud
Pricing
Model
Paid
Freemium
Freemium
—
Starting price
—
$9per month · free tier available
—
Free tier
Free tier
–
–
Free trial
–
–
–
API access
–
–
–
Plans
—
Free FreePro $9/moTeam $20/moStorage $8/mo+1 more
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Free Custom/moDeveloper Custom/moEnterprise Custom
Capabilities input → output
Input
TextAudio
TextVideoImagesAudio
ImagesText
ImagesText
Output
AudioText
VideoTextImagesAudio3D
VideoTextImagesAudio
Text
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core partial
Tasks covered
3
6
9
1
APIs
Development
–
Large language models
–
–
Models
–
–
Developer tools
–
–
API integrations
–
–
–
Inference
–
–
–
Image generation
–
–
–
LLM development
–
–
–
LLM training
–
–
–
Video generation
–
–
–
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
–
–
–
–
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.