Financial Modelling · Estonia

Financial Models.
Built for Production.

Pricing engines, credit risk analytics, decision flows, and custom financial models for lenders, businesses, and private clients.

Custom Python ModelsDecision EngineRisk-Based PricingCredit & AML ScoringPD / LGD / EADStress TestingA/B TestingModel MonitoringData QualitySQL & Data WarehousingLTV / CAC ModellingMicroservicesGit CI/CDAI-Assisted DevelopmentAlgorithmic TradingIFRS 9
What We Build

End-to-End Decision Engineering

01

Custom Python Models

Models designed around your problem, or existing Excel models rebuilt in Python - reproducible, scalable, and shaped to your requirements.

02

Decision Engines

Complete decision flows for European lending markets, covering knockout rules, registry integrations, and credit & AML scoring, running in daily production.

03

Risk-Based Pricing

Interest rate and return calculators that price each applicant segment to target return, monitored in real time.

04

A/B Testing

Statistically validated experiments on credit decision variables, sized and powered to detect real effects.

05

Data Quality

Automated validation frameworks keeping model inputs accurate, complete, and audit-ready under GDPR.

06

Credit Risk Models

PD, LGD, and EAD modelling, ICAAP stress testing, IFRS 9, and IRB model integration.

Technical Depth

Built for Scale
& Reliability

  • Production Python, SQL, and microservice APIs
  • Git CI/CD with automated and performance testing
  • Live monitoring, alerting, and recalibration
  • Documentation and validation ready for audit and regulators
  • AI-assisted development - working models in days, reviewed and validated by hand
How We Work

From Design to Live Production

01

Scope

Requirements, data availability, and regulatory constraints mapped to a decision architecture.

02

Model

Research-led development built on established statistical methods - from credit risk and pricing to customer lifetime value - backtested, validated, and documented for business impact.

03

Build

Microservice implementation, APIs, SQL and data-warehouse integration, and connections to registries and scoring providers.

04

Monitor

Staged rollout, live monitoring, A/B test execution, and iterative model updates.

Get in Touch

Ready to Build
Smarter Decisions?

Whether you need a one-off model or ongoing support, tell us about your project - we respond within one business day.

Founder
Mathias Luik · Risk & Pricing EngineerLinkedIn

Send a Message