applied_ml · financial_infrastructure

Custom machine-learning systems for the hardest problems in payments.

Neuroadam Labs designs and deploys bespoke ML infrastructure for fintechs and financial institutions — graph neural networks, gradient-boosted ensembles and transformer sequence models running at sub-100ms inference to lift authorization rates, intercept fraud in real time, and make compliance explainable and audit-ready.

Start a conversation → What we build

// areas_of_specialization

Authorization-Rate Uplift

Reinforcement-learning routing policies and causal uplift models that recover declines — optimizing BIN-level retry cascades, network tokenization and issuer-response signals against a calibrated revenue objective.

uplift modelingRL routingcausal inference

Real-Time Fraud Detection

Graph neural networks and gradient-boosted ensembles scoring transactions in sub-100ms — trained on adversarial examples, isotonic-calibrated, and tuned along the precision-recall frontier to your chargeback and loss tolerances.

GNNsXGBoostadversarial robustness

Compliance Models & Systems

Entity-resolution, embedding-based link analysis and sequence models for AML, KYC and transaction monitoring — fully SHAP-explainable, drift-monitored, and documented to withstand regulatory and model-risk review.

entity resolutionSHAPAML / KYC

<100ms

p99 inference latency

100%

explainable & auditable

24/7

drift & model monitoring

1st

party — your data, your stack

Bespoke models, production-grade MLOps.

Every engagement starts from your data distribution, your risk appetite and your stack. We own the full lifecycle — feature engineering and real-time feature stores, Bayesian hyperparameter search, training and evaluation, then deployment behind streaming inference with continuous drift detection, automated retraining and full observability. The deliverable is a system that holds up under production load and regulatory scrutiny — not a notebook.

Let's talk.

Tell us about the problem — authorization lift, a fraud model, a transaction-monitoring system, or something adjacent. Messages route to contact@neuroadam.com and we reply directly.