Head-to-head · Model Registry Software
W&B Registry vs JFrog ML
W&B Registry leads on 1 check, JFrog ML on 0, and 5 are even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreW&B Registry · 8.8/10
- Free planonly W&B Registry
- Free trialonly W&B Registry
- Most featuresW&B Registry · 5 of 6
W&B Registry scores higher on our rubric for model registry software: 8.8 against 8.6 out of 10; our editors rank them #4 and #6.
W&B Registry offers free plan; JFrog ML doesn't.
W&B Registry is the better fit for teams managing model artifacts at scale. JFrog ML is the better fit for teams prioritizing secure model supply chains.
- W&B Registry fits best
Teams managing model artifacts at scale
- JFrog ML fits best
Teams prioritizing secure model supply chains
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Side by side
| Feature | W&B Registry 8.8/10 Visit ↗ | JFrog ML 8.6/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.8 | 8.6 |
| Ranking | #4 in Model Registry Software | #6 in Model Registry Software |
| Best for | Teams managing model artifacts at scale | Teams prioritizing secure model supply chains |
| Pricing model | Free plan + paid | Paid |
| Starting price | $60/mo | — |
| Free plan | ✓ (best) | — |
| Free trial | 30 days | — |
| Deployment | Cloud, Self-hosted | Cloud, Self-hosted |
| Platforms | Web, Windows, macOS, Linux | Web |
| Support | Email, Live chat, Community, Docs | Docs |
| Integrations | 20,000+ integrations | 4 integrations |
| Built for | Small business, Mid-market, Enterprise | Mid-market, Enterprise |
| Features W&B Registry 5/6 · JFrog ML 4/6 | ||
| Model versioning | ✓ | ✓ |
| Approval workflows | Not checked yet | Not checked yet |
| Model lineage | ✓ | ✓ |
| Deployment tracking | ✓ | ✓ |
| Model aliases | ✓ (best) | Not checked yet |
| Artifact storage | ✓ | ✓ |
| Our review | ||
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| Our verdict | W&B Registry is a model and dataset repository for machine learning and MLOps teams. It organizes artifact versions into registries and collections, tracks lineage and change history, supports lifecycle aliases, and provides permissions… Read the review → |
JFrog ML is an MLOps platform for data scientists, ML engineers, AI developers, and DevOps teams. Its centralized model registry supports the path from research to production, with model building, training, testing, packaging, deployment,… Read the review → |
Strengths and trade-offs
W&B Registry — where it wins
- Tracks model and dataset versions, lineage, aliases, and artifact history
- Supports promotion across candidate, staging, and production lifecycle stages
- Offers self-hosted deployment and enterprise governance options
Where it doesn't
- Pro starts at $60 per month for team access controls and automations
- Free includes community support rather than priority email and chat support
- Advanced governance features are concentrated in Enterprise tiers
JFrog ML — where it wins
- Immutable model and artifact versioning through JFrog Artifactory
- Canary, A/B, and shadow deployment strategies
- Security scanning with JFrog Xray and approval governance
Where it doesn't
- No free plan
- Pricing requires contact with sales
- Broader MLOps scope may exceed registry-only needs
- W&B Registry8.8/10 · Free plan · 30-day trial
A registry for versioning, lineage, governance, and lifecycle management of ML artifacts.
Visit W&B RegistryFull verdict → - JFrog ML8.6/10 · Pricing on request
A centralized registry for teams that need governed, versioned model delivery.
Visit JFrog MLFull verdict →
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All model registry software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update