Understand the story behind the numbers.

Deep financial modeling, banking telemetry, and cash-flow fingerprinting that convert raw statements into decision certainty.

Cash-Flow Fingerprint Analysis

Analyzes 12 to 36 months of transaction-level bank data to uncover true operational cash dynamics beyond reported accounting figures.

  • ✓ Categorization of operating inflows, vendor outflows, and statutory dues
  • ✓ Identification of high-value unusual credits and non-business transfers
  • ✓ Continuous average bank balance (ABB) tracking and volatility scoring
  • ✓ Inward and outward EMI bounce telemetry with reason breakdown

Longitudinal Ratio & Margin Normalization

Standardizes disparate accounting formats into a consistent, audit-grade longitudinal financial model.

  • ✓ Multi-year revenue, EBITDA, PAT, and operating margin trends
  • ✓ Working capital cycle decomposition (Debtor, Creditor, Inventory days)
  • ✓ Debt service coverage ratio (DSCR) and interest coverage calculations
  • ✓ Contingent liability and off-balance-sheet commitment analysis

Dynamic Scenario & Sensitivity Modeling

Evaluates borrower repayment durability against macro and sector-specific operational shocks.

  • ✓ Revenue drop sensitivity: models DSCR impact at 10%, 20%, 30% contraction
  • ✓ Interest rate hike impact on repayment capacity
  • ✓ Working capital stretch simulation and liquidity buffer analysis
  • ✓ Sectoral benchmark comparisons against peer performance cohorts

Build the next generation of lending.

Bring us a real credit workflow. See how Lucien unifies applications, documents, financials, policy, and human judgment into one continuously verified operating layer.

Evidence-Backed Provenance
Policy-Aware Decisioning
Human Accountability
Enterprise Deployment