MODEL-AS-A-SERVICE FOR LENDERS

 Credit risk models for every stage of lending

Use lender-specific credit risk model outputs across underwriting, offer setting, servicing and portfolio monitoring while keeping decisions in your control.
Approve more borrowers
Add a clearer view of financial capacity, including for thin-file and no-file applicants.
Manage risk and returns
Improve risk separation, optimize exposure, and support more disciplined pricing.
Identify and act on risk earlier
Spot signs of stress sooner and support proactive servicing decisions.

Choose the model output you need

Use the models where they add the most value

Carrington Labs does not replace your origination, decisioning or servicing systems. Our models provide decision-ready credit risk signals that can sit alongside your bureau data, policy rules, scorecards and existing credit risk models.

1. Send data
Use customer-permissioned transaction data, open banking data where available, or lender context for tailored models.
2. Receive model outputs
Get scores, segments, risk drivers, recommendations or borrower health signals through API, batch or partner integrations.
3. Apply within your policy
Use the outputs to inform approvals, referrals, pricing, limits, servicing actions or portfolio monitoring while retaining control over final decisions.

Start with one use case. Scale across the lifecycle.

Start with a priority workflow

Begin with a focused use case, such as thin-file underwriting, second-look reviews, offer optimization, or early risk detection.

Validate the model output

Test model performance against your portfolio data to understand where stronger risk signals could support better credit decisions.

Expand across decision points

Once validated, apply Carrington Labs model outputs across more products, portfolios, or lifecycle stages.

FAQs

Does Carrington Labs replace our existing lending systems?
No. Carrington Labs is designed to fit alongside your existing underwriting, decisioning, offer-setting, and servicing workflows. It adds a credit risk analytics layer rather than replacing your core systems or policy framework.
What solutions does Carrington Labs offer?
Carrington Labs offers five core solutions: Cashflow Score, Credit Risk Model, Credit Offer Engine, Financial Health Summary, and Cashflow Servicing. Together, they support underwriting, loan and limit sizing, post-origination monitoring, and early warning risk management across the borrower lifecycle.
Does Carrington Labs make lending decisions?
No. Carrington Labs provides analytics outputs that support lender judgment. You retain control over policy, decisioning, cutoffs, and workflow execution.
Can we start with one solution and expand later?
Yes. Carrington Labs is modular by design, so lenders can start with one use case, such as underwriting, offer optimization, or monitoring, and expand over time as needed.
What data does Carrington Labs use?
Carrington Labs works with a range of diverse data sources, including customer-permissioned transaction data (open banking where available). For some tailored models, lender context can also be added to align outputs to your products, definitions, and strategy.
Is Carrington Labs only for underwriting?
No. Carrington Labs supports lending decisions across the borrower lifecycle, including underwriting, limit and pricing strategy, post-origination monitoring, and early warning risk detection.
How quickly can we get started?
Timing depends on data readiness and workflow mapping, but generally Carrington Labs can pilot a tailored credit risk model in days and onboard a lender in weeks.