If your lender denies you, the worst move is applying to a lender with identical behavior. Pick a lender that thinks differently. This engine compares 15 behavioral features across 11 major FHA lenders using cosine similarity.
These lenders behave like your selected lender. If it denied you, these likely will too.
These lenders behave most differently. If your lender denied you, start here.
See which lender's DNA actually matches your borrower profile — before you apply.
Route with Zai — free →Methodology: Each lender is represented as a 15-dimensional feature vector: 2025 denial rate, 2024 denial rate, year-over-year trend, volatility, LSI score, overlay risk, climate sensitivity (CSS), CLTV cliff (+pp at 85% LTV), DTI cliff (+pp at 44-45% DTI), mid-risk disparity, high-risk disparity, OFI score, refi volume ratio, purchase sensitivity, and cash instability. Vectors are min-max normalized and compared using cosine similarity. Score of 1.0 = identical behavior, 0.0 = completely orthogonal. Source: CFPB HMDA 2025, FRC internal analysis.
Prices and rates are widely reported. Whether a lender says yes is not. In the complete 2025 federal record, denial rates across the 100 largest FHA lenders ran from 1.8% to 78.7% — same programme, same year.
And it is not simply who applies where: standardizing on state, loan amount, income, debt-to-income and loan-to-value, applicant mix explains only a 2.7× range in expected outcomes.
CFPB HMDA 2025, computed by FinanceRateCalc. Covers the highest-volume lenders published per market, not all lenders. Historical observations, not predictions. CC BY 4.0, not independently reproduced.