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Home/Services/Industry — Financial Services
// Industry — Financial Services

Risk models that pass audit.

Fraud detection, credit risk modeling, algorithmic trading, regulatory compliance. AI built for financial services with explainability and auditability.

FRAUD DETECTION · TRANSACTION NETWORK · TX_4F820 · REAL-TIMEUSERacct_8429TX1$142TX2$89TX3$524TX4$2,847RISK: 0.89RISK FACTORSVelocity: 0.42Location: 0.31TRANSACTION DETAILSAmount: $2,847.00USD · Card presentRisk score: 0.89⚠ HIGH RISKVelocity: UNUSUAL4 transactions in 12 minLocation: New York, NY412 km from last transactionDEVICE INFODevice: NEWFirst use · iOS 17.2IP: 142.251.xxx.xxxDECISION: DECLINEDFlagged for reviewCardholder notification sentReview queue: HIGH PRIORITYANALYZING
/ F.1

Fraud Detection

Real-time transaction monitoring, anomaly detection, and fraud pattern recognition across payments, lending, and trading.

// Details

  • Real-time transaction scoring
  • Anomaly detection in transaction patterns
  • Account takeover detection
  • Money laundering detection (AML)

// Output formats

JSON APIKafkaParquetSQL
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Credit Risk & Underwriting

Credit scoring models, default prediction, and automated underwriting with regulatory compliance (FCRA, ECOA).

// Details

  • Alternative credit scoring (thin-file)
  • Default probability modeling (PD, LGD)
  • Income and employment verification
  • Model explainability (SHAP, LIME)

// Output formats

JSONCSVModel cardsAudit reports
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Algorithmic Trading & Market Analysis

Quantitative strategies, market sentiment analysis, and execution optimization for trading desks.

// Details

  • Market sentiment from news and social media
  • Price prediction and alpha generation
  • Execution optimization (VWAP, TWAP)
  • Risk factor modeling

// Output formats

FIX protocolTime-series DBParquet
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Regulatory Compliance

Model risk management (SR 11-7), bias testing, audit trail generation, and regulatory reporting.

// Details

  • Model documentation and governance
  • Bias and fairness testing
  • Stress testing and scenario analysis
  • Regulatory reporting automation

// Output formats

PDF reportsJSONSQLAudit logs
// Work with us

Ready to ship? Let's scope it together.

Whether it's labeled data, a fine-tuned model, a RAG pipeline, or an agent running in production — bring us the brief. We'll scope it, price it, and tell you honestly if we're the right team. Inside 48 hours, no commitment.