Fireworks AI vs Nebius Token Factory vs Replicate vs Cerebras Inference
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Fireworks AI
vs Fireworks AI
Competitor 1
Nebius Token Factory
Nebius Token Factory
Competitor 2
Replicate
Replicate
Competitor 3
Cerebras Inference
Cerebras InferenceCompare
4 tools · best value per row highlighted
Competitor
Nebius Token Factory
Nebius Token Factory
nebius.com
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
Competitor
Cerebras Inference
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.
Traffic estimated monthly website traffic
Monthly visits
713.6Kvisits/mo
963.1Kvisits/mo
1Mvisits/mo
—
MoM change
▼ 21.1%
▲ 20.8%
▼ 3.1%
—
6-month growth
+62.9%
+60.3%
-30.2%
—
Global rank web
#55,462
#61,989
#39,584
—
Avg. last 3 months
743.7K
793.3K
1.1M
—
Bounce rate lower is better
43%
44%
35%
—
Pages / visit
3.6
3.5
5.6
—
Visit duration
2m 40s
2m 23s
5m 09s
—
Traffic sources
● Direct 91% · ● Referral 6%
● Direct 70% · ● Referral 26%
● Direct 92% · ● Referral 6%
—
Fireworks AINebius Token FactoryReplicateCerebras Inference
Pricing
Model
Freemium
Freemium
Freemium
—
Starting price
Free tier
Free tier
—
—
Free tier
–
–
Free trial
–
–
–
–
API access
–
–
Plans
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Preemptible GPU Instances CustomOn-Demand GPU Instances CustomCPU-Only Instances $0.05
Public Models Custom/usage-basedPrivate Models Custom/usage-based
—
Capabilities input → output
Input
CodeImagesText
CodeText
ImagesText
TextCode
Output
CodeText
TextCode
VideoTextImagesAudio
TextCode
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 3 shared · core partial
Tasks covered
7
6
9
4
APIs
Developer tools
LLM development
Inference
–
Models
–
Development
–
–
Fine-Tuning
–
–
–
API integrations
–
–
–
GPU infrastructure
–
–
–
Large language models
–
–
–
Image generation
–
–
–
Video generation
–
–
–
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
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.