Rivac LabsModel Versioning & Registry Management
"Which model is actually running in production, and what data and code produced it" is a surprisingly hard question to answer once a team has more than one model and more than one environment. This service builds a structured model registry that ties every version to its training data, code commit, hyperparameters, and eval results, so lineage is traceable and rollback is a known path instead of a guess. It's for teams juggling multiple models or model versions across staging and production with no single source of truth for what's deployed where. The deliverable is a registry that makes reproducing, auditing, or rolling back any model version a lookup, not an investigation.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose how models are currently tracked, versioned, and promoted across training, staging, and production.
- 2
Pilot a structured registry on one model family, linking each version to its training data, code, and eval results.
- 3
Review the registry schema and promotion/rollback workflow with ML engineering before extending it further.
- 4
Roll out the registry across all production models, with rollback paths tested and documented for each.
What You Get
Deliverables from this engagement
- Centralized model registry with full version lineage
- Linked training data, code, and eval results per model version
- Tested rollback procedure for every production model
- Documented model promotion workflow from training to production
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about Model Versioning & Registry ManagementMost engagements like this start as a $500–$2,500 pilot — see full pricing.