LoanPilot

Scoring layers

How the rules are organised into a top-to-bottom decision pipeline.

Scoring layers

Rules are grouped into layers that run top to bottom — a knockout stops the file before it reaches scoring. In the engine UI the layers are numbered sequentially over the layers that actually have rules, so there is never a confusing gap.

LayerWhat it does
Fraud & integrityDocument tampering, name-mismatch and mule checks. A hit sends the file to manual review.
Credit knockoutsBureau red-flags and score floors that stop a file before scoring.
Scorecard & scenariosThe points each signal adds or removes — this builds the credit score.
Affordability & offerCaps the EMI and loan amount the income and balances can support (FOIR, ABB cover).
AI reviewThe AI reads the statement for anomalies and advises; it never sets the number.

Eligibility (not shipped by default)

An "Eligibility" layer — minimum age, income floor, employment type, geography — is intentionally empty by default: an age or income cut-off that shipped on would reject real applicants no lender chose to exclude. Eligibility is per-lender; the variables exist (age/gender/employment are derived from the bureau and the statement) so you can add the rules you need.

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