uFlow for data science and modeling teams
Take your model from notebook to decision, without rewriting it and without migrating your data science stack.
For a modeling team, the question isn't whether the engine has AI, but whether it forces you to move your work. uFlow runs and governs your models; it doesn't ask you to abandon the tools where you already train them.
From notebook to production
You put your scoring or ML model to work deciding in production without rewriting it and without maintaining your own Python or R environments. It runs within the policy, alongside your rules and bureau and alternative data.
- Your model in production, no rewrite.
- No Python or R environments to maintain.
- The model decides within the policy.
Monitoring and validation
You track your models' performance in production with metrics and drift alerts, and validate a new version against the current one with champion/challenger before replacing it. Every version is recorded.
- Performance metrics and drift alerts.
- Champion/challenger to validate versions.
- Versioning of every model change.
What stays in your stack
uFlow is the model's execution and governance layer, not a replacement for your data science: training, data exploration and model development stay in your team's tools. That avoids lock-in and respects how you already work.
Everything you need to know
Do I have to retrain or migrate my models to uFlow?+
No. You train where you already work (your notebook, Python or R) and uFlow runs that model in production. Separating training from execution is, moreover, sound model risk management practice.
Can I monitor the model's performance in production?+
Yes. The platform tracks performance with real-time metrics and drift alerts, to catch when a model loses accuracy and adjust it in time.
What analysis stays outside the platform?+
Custom model training and deep exploratory analytics stay in your team's tools. uFlow covers execution, monitoring and governance of the model within the decision.
Start growing with uFlow
Transform your credit assessment process with the decision engine.