Fireworks AI vs Nebius Token Factory vs Cerebras Inference vs SambaNova Cloud

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

Your tool
Fireworks AI
vs
Competitor 1
Nebius Token Factory
Competitor 2
Cerebras Inference
Competitor 3
SambaNova Cloud
Compare
4 tools · best value per row highlighted
Your tool Fireworks AI
fireworks.ai
Production AI infrastructure
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Competitor Nebius Token Factory
nebius.com
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
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Competitor Cerebras Inference
cerebras.ai
Cerebras Inference is a cloud API for running large language models at very high speed on the Cerebras Wafer-Scale Engine.
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Competitor 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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Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
963.1Kvisits/mo
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MoM change
▼ 21.1%
▲ 20.8%
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6-month growth
+62.9%
+60.3%
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Global rank web
#55,462
#61,989
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Avg. last 3 months
743.7K
793.3K
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Bounce rate lower is better
43%
44%
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Pages / visit
3.6
3.5
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Visit duration
2m 40s
2m 23s
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Traffic sources
● Direct 91% · ● Referral 6%
● Direct 70% · ● Referral 26%
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Fireworks AINebius Token FactoryCerebras InferenceSambaNova Cloud
0240.8K481.5K722.3K963.1KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6KNebius Token Factory · 549.1KNebius Token Factory · 562.2KNebius Token Factory · 563.4KNebius Token Factory · 600.7KNebius Token Factory · 590.2KNebius Token Factory · 677.5KNebius Token Factory · 619.3KNebius Token Factory · 797.4KNebius Token Factory · 963.1K100K1MFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6KNebius Token Factory · 549.1KNebius Token Factory · 562.2KNebius Token Factory · 563.4KNebius Token Factory · 600.7KNebius Token Factory · 590.2KNebius Token Factory · 677.5KNebius Token Factory · 619.3KNebius Token Factory · 797.4KNebius Token Factory · 963.1KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
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Starting price
Free tier
Free tier
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Free tier
Free tier
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Free trial
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API access
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Plans
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
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Free Custom/moDeveloper Custom/moEnterprise Custom
Capabilities input → output
Input
CodeImagesText
CodeText
CodeText
ImagesText
Output
CodeText
CodeText
CodeText
Text
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI API
Development & CodeAI API
Development & CodeAI API
Tasks what each tool can do · 3 shared · core   partial
Tasks covered
7
6
4
4
APIs
Developer tools
LLM development
Inference
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Large language models
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Models
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Fine-Tuning
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GPU infrastructure
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Development
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
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.