Services Work Process About
Credit Intelligence & AI Infrastructure

We build the systems
that power smarter
lending decisions.

Rizq Labs partners with alternative lenders and fintechs to design, build, and deploy credit decisioning infrastructure — from risk models to pricing engines to deployment frameworks that let you test safely and move fast.

See our work
$0M+
Avg. annual originations influenced
0%
Avg. reduction in offer generation time
0%
Avg. increase in funded volume
0%
Avg. default rate reduction
What We Build

End-to-end credit
decisioning infrastructure

01

Credit Risk Model Development

Proprietary scoring models built for your book — not generic off-the-shelf solutions. From feature engineering to validation, calibrated to your customer profile and risk appetite.

Scorecard DesignML ModelingModel ValidationVintage Analysis
02

Dynamic Pricing Engine

Risk-tiered pricing grids that maximize yield without blowing up default rates. Built with the middleware infrastructure to deploy, monitor, and adjust in real time.

Pricing Grid ArchitectureYield OptimizationRisk-Based PricingOffer Engine
03

A/B Testing & Deployment Framework

A decisioning infrastructure that lets you safely test new models and strategies without risking your book. Champion/challenger testing, traffic splitting, and live monitoring built in.

Champion/ChallengerStrategy TestingSafe DeploymentMLOps
04

Portfolio Analytics & Monitoring

Real-time performance visibility across your book. Vintage curves, charge-off diagnostics, early FPD signals, and renewal detection — so you see problems before they become losses.

Vintage CurvesCharge-off ForecastingEarly Warning SystemsDashboard Build
05

AI-Powered Underwriting Automation

Automate the parts of underwriting that don't need a human. AI merchant qualification, business insight generation, and decisioning logic that cuts time-to-decision without increasing risk.

AI AgentsMerchant QualificationDocument ParsingAuto-Decisioning
06

Data Infrastructure & Pipeline Architecture

The plumbing underneath everything else. ETL pipelines, data warehouse architecture, DBT transformations, and the analytics infrastructure your team actually needs to move fast.

DBTETL PipelinesSnowflake / BigQueryData Reliability
Selected Work

Results that move
the real numbers

Alternative Lending
Full System Rebuild

End-to-End Credit Decisioning System Rebuild

Rebuilt proprietary pricing automation engine and risk models from the ground up for a $400M+ annual originations lender. Designed the full middleware layer for offer generation, model deployment, and A/B testing infrastructure.

90%
Faster offer generation
17%
Funded volume increase
8%
Default reduction
Alternative Lending
Market Expansion

High-Risk Merchant Expansion Framework

Designed a risk framework to unlock a previously inaccessible merchant segment. Built the scoring logic, pricing grid, and monitoring infrastructure to enter the segment profitably while containing downside risk.

$14M
New funded volume
412%
Average yield
Alternative Lending
Marketing x Credit Integration

Credit-Marketing Efficiency Framework

Engineered a novel Credit x Marketing metric linking ad spend directly to credit quality outcomes. Enabled marketing budget optimization without sacrificing portfolio performance.

11%
Reduction in mCPF
Banking / Fraud
Fraud Detection Infrastructure

Fraud Detection System — Major Latin American Bank

Designed and implemented fraud detection models and data pipeline infrastructure for one of Latin America's largest financial institutions, operating at significant transaction volume scale.

Enterprise
Scale deployment
Hospitality / Revenue Mgmt
Dynamic Pricing Rebuild

Dynamic Pricing Model Rebuild — Global Hospitality Brand

Rebuilt the pricing model for high-value inventory segments, incorporating competitive intelligence and dynamic adjustments. The same pricing logic principles that drive credit decisioning — applied to revenue management.

13%
Revenue increase
7%
Spoilage reduction
Who We Work With

Built for the lenders
moving fast

Alternative Lenders
MCA, revenue-based financing, and term loan operators looking to sharpen decisioning and scale intelligently.
Fintech Startups
Early and growth-stage fintechs building credit products who need infrastructure without the enterprise overhead.
Specialty Finance
Auto, equipment, and healthcare finance operators with complex risk profiles that generic solutions can't handle.
Banks & Credit Unions
Traditional institutions modernizing their credit infrastructure and data pipelines to compete in an AI-first market.
How We Engage

From discovery
to deployment

01

Discovery & Audit

We start with a structured audit of your current credit stack — scoring logic, pricing architecture, data infrastructure, and deployment process. Most engagements begin here at a fixed fee.

02

Diagnosis & Roadmap

We deliver a clear assessment of where your system is leaving money on the table or carrying unnecessary risk, with a prioritized roadmap for what to fix first.

03

Build & Deploy

We don't just advise — we build. Models, pricing grids, middleware, and deployment infrastructure delivered and deployed in your environment by the people who designed it.

04

Monitor & Optimize

Post-deployment, we stay engaged. Portfolio monitoring, model performance tracking, and ongoing optimization so the system improves over time rather than decays.

Ready to build a
smarter credit system?

Send us a brief note on what you're working on. We'll tell you honestly where we can move the needle and what it would take to get there.