Rivac LabsCredit & Underwriting Risk Models
Traditional credit scoring leaves money on the table — good borrowers get declined because a generic bureau score doesn't capture their real risk, while thin-file applicants get rejected outright. This service builds a custom credit-risk or underwriting model trained on your own loss history and alternative data sources, so approval decisions reflect how borrowers actually behave with your specific product, not a one-size-fits-all score. It's for lenders and insurers who want to expand approvals responsibly, price risk more precisely, or automate a manual underwriting queue without losing rigor. Every model ships with the documentation a regulator or auditor will ask for, including a clear explanation of what drives each decision. The outcome is more approvals at the same risk tolerance, or the same approvals at lower loss rates.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose current approval rates, loss rates, and where the existing scoring approach is over- or under-predicting risk.
- 2
Build a pilot model on historical loan or policy data and back-test it against known outcomes before any live decisions change.
- 3
Review model performance, fairness, and explainability with underwriting and compliance before it touches a single application.
- 4
Launch in shadow mode alongside current underwriting, with a human override on every automated decision until confidence is earned.
What You Get
Deliverables from this engagement
- Trained credit or underwriting risk model with documented features
- Back-tested performance report against historical outcomes
- Explainability documentation for regulatory and audit review
- Shadow-mode comparison against current underwriting decisions
- Ongoing model monitoring for drift as your portfolio changes
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 Credit & Underwriting Risk ModelsMost engagements like this start as a $500–$2,500 pilot — see full pricing.