Ugo ChukwuAI & Financial Systems

Work

Systems built around money, risk and machine decisions.

Each project below states its status plainly. Production work is anonymised where required; prototypes, benchmarks and reference implementations are labelled as such rather than dressed up as deployed systems.

ProductionAnonymised production caseValidated prototypeReference implementationBenchmark
Payments / Finance OpsReference impl.

Multi-Processor Payment Reconciliation

Transactions, settlements, refunds, fees and payment events from multiple processors normalised into one auditable ledger with automated matching and an exception queue.

Python · FastAPI · PostgresCase study →
Revenue RecoveryValidated prototype

Failed Payment Recovery Engine

Failed recurring payments handled by failure type — classification, configurable retry strategies, customer notification and escalation instead of one blunt retry schedule.

Python · webhooks · PostgresCase study →
Financial IntelligenceValidated prototype

90-Day Cash Flow Engine

Cash-position modelling, 90-day forecasting, scenario simulation, runway monitoring and threshold alerts built on operational financial data.

Python · Postgres · SQLCase study →
Applied AI / EvaluationBenchmark

AI Evaluation Harness

Reproducible datasets, repeatable runs, model comparison, metric tracking and explicit decision thresholds — the difference between an impressive demo and a shippable decision.

Python · CI · model APIsCase study →
Risk Data InfrastructureValidated prototype

iOS Risk Data Foundry

Risk-data collection and pipeline infrastructure, with a reproducible feature-engineering benchmark on a public fraud dataset.

Python · XGBoost · DockerCase study →

Additional work

Summary entries only — these do not have case-study pages.

Revenue Leakage System

Revenue assurance and billing validation.

Validated prototype

Marketplace Take-Rate Leak Detector

Transaction and marketplace-fee validation.

Reference impl.

CashFlow90

Financial forecasting and scenario analysis.

Validated prototype
All repositories on GitHub