kitio.aiFireworks AI vs Nebius Token Factory
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Fireworks AI starts at See pricing page and Nebius Token Factory starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Serverless model API
- Dedicated GPU deployments
- Reinforcement fine-tuning
- Multi-LoRA serving
- Function calling
- Fast and Base model flavors
- OpenAI-compatible API
- Fine-tuning
- Dedicated endpoints
- Zero data retention
| Feature | Fireworks AI | Nebius Token Factory |
|---|---|---|
| Best for | Fast inference and fine-tuning platform for open models | Production inference and fine-tuning for open models on Nebius cloud |
| Category | Models & APIs | Models & APIs |
| Pricing model | Paid | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | No | No |
| Made by | Fireworks AI | Nebius |
| Based in | United States | Netherlands |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Fireworks AI starts at See pricing page and Nebius Token Factory starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Serverless
Per 1M tokens
- No setup, no cold starts
- Fine-tuned models at base price
On-demand GPUs
$8.00 / hr (H100)
- Billed per GPU second
- H100, H200, B200, B300 options
- No charge for start-up time
Enterprise
Contact sales
- Higher rate limits
- Faster speeds, lower costs
- Region-restricted deployments
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Fireworks AI
- Low latency on popular models
- Strong fine-tuning tools
- Quick support for new open models
- Dedicated GPUs are costly
- Fewer image models than rivals
- Docs assume ML experience
Nebius Token Factory
- Simple speed versus cost choice
- European data centers
- Strong uptime focus
- Name change confuses users
- Smaller catalog than routers
- Fewer media models
Which one should you choose?
Choose Fireworks AI if you want:
- Low latency on popular models
- Strong fine-tuning tools
- Quick support for new open models
Watch out: dedicated gpus are costly.
Choose Nebius Token Factory if you want:
- Simple speed versus cost choice
- European data centers
- Strong uptime focus
Watch out: name change confuses users.
Fireworks AI vs Nebius Token Factory FAQ
What is the difference between Fireworks AI and Nebius Token Factory?
Fireworks AI: Fast inference and fine-tuning platform for open models. Nebius Token Factory: Production inference and fine-tuning for open models on Nebius cloud. Both are models & apis tools.
Is Fireworks AI or Nebius Token Factory cheaper?
Fireworks AI starts at See pricing page and Nebius Token Factory starts at See pricing page. Check both pricing pages for current plans.
Do Fireworks AI and Nebius Token Factory have free plans?
Fireworks AI: No. Nebius Token Factory: No.
Who makes Fireworks AI?
Fireworks AI is made by Fireworks AI, based in United States.
Who makes Nebius Token Factory?
Nebius Token Factory is made by Nebius, based in Netherlands.
Which should I choose, Fireworks AI or Nebius Token Factory?
Choose Fireworks AI if you value low latency on popular models and strong fine-tuning tools. Choose Nebius Token Factory if you value simple speed versus cost choice and european data centers.