kitio.aiWeights & Biases vs UbiOps
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Weights & Biases starts at $60/mo and UbiOps 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
- Experiment tracking
- Hyperparameter sweeps
- Model registry
- Weave LLM tracing
- Reports
- Model deployment and serving
- Hybrid and multi-cloud orchestration
- On-demand GPUs
- Workload scaling
- NVIDIA AI Enterprise integration
| Feature | Weights & Biases | UbiOps |
|---|---|---|
| Best for | Experiment tracking and LLM observability, now part of CoreWeave | Model serving and orchestration for private AI on any infrastructure |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Freemium |
| Starting price | $60/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | CoreWeave | Dutch Analytics B.V. |
| Based in | United States | Netherlands |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Weights & Biases starts at $60/mo and UbiOps starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Free
Free
- Experiment tracking for individuals
- Limited storage
Pro
$60/mo
- Starting price
- Team collaboration features
- Higher usage limits
Enterprise
Contact sales
- SSO and advanced security
- Dedicated support
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
Weights & Biases
- Industry-standard experiment tracking
- Polished dashboards
- Covers training and LLM apps
- Pricing jumps for larger teams
- Weave ingestion billed by size
- Sign-in moved to CoreWeave
UbiOps
- Runs on-premise, hybrid or multi-cloud
- No Kubernetes management needed
- Track record in regulated industries
- Paid plan prices are not published
- Built for engineering teams, not beginners
- Smaller community than big cloud ML tools
Which one should you choose?
Choose Weights & Biases if you want:
- Industry-standard experiment tracking
- Polished dashboards
- Covers training and LLM apps
Watch out: pricing jumps for larger teams.
Choose UbiOps if you want:
- Runs on-premise, hybrid or multi-cloud
- No Kubernetes management needed
- Track record in regulated industries
Watch out: paid plan prices are not published.
Weights & Biases vs UbiOps FAQ
What is the difference between Weights & Biases and UbiOps?
Weights & Biases: Experiment tracking and LLM observability, now part of CoreWeave. UbiOps: Model serving and orchestration for private AI on any infrastructure. Both are models & apis tools.
Is Weights & Biases or UbiOps cheaper?
Weights & Biases starts at $60/mo and UbiOps starts at See pricing page. Check both pricing pages for current plans.
Do Weights & Biases and UbiOps have free plans?
Weights & Biases: Yes. UbiOps: Yes.
Who makes Weights & Biases?
Weights & Biases is made by CoreWeave, based in United States.
Who makes UbiOps?
UbiOps is made by Dutch Analytics B.V., based in Netherlands.
Which should I choose, Weights & Biases or UbiOps?
Choose Weights & Biases if you value industry-standard experiment tracking and polished dashboards. Choose UbiOps if you value runs on-premise, hybrid or multi-cloud and no kubernetes management needed.