Notes on intake, verification, and the speed of yes.
Research and operator notes on intake, verification, and the economics of lending speed — from the team building the rails.
Borrower Fallout: The Silent Leak in Mortgage Pipelines
Borrower fallout held at 21.5% to 23.6% of US mortgage applications every year from 2019 to 2024. Why hedging and intake count it differently.
The Economics of Floor Time: What 45 Saved Minutes Is Actually Worth
A worked single-store model of what saved F&I time is worth, and the dealership efficiency metrics that decide when the answer is zero.
Why Auto Lending Abandonment Spikes at the Identity Step
Identity verification drop-off is the steepest loss in an auto application. What NIST, DHS and government test data show about why capture fails.
Borrower Fallout: The Silent Leak in Mortgage Pipelines
Borrower fallout held at 21.5% to 23.6% of US mortgage applications every year from 2019 to 2024. Why hedging and intake count it differently.
10 min readThe Economics of Floor Time: What 45 Saved Minutes Is Actually Worth
A worked single-store model of what saved F&I time is worth, and the dealership efficiency metrics that decide when the answer is zero.
9 min readWhy Auto Lending Abandonment Spikes at the Identity Step
Identity verification drop-off is the steepest loss in an auto application. What NIST, DHS and government test data show about why capture fails.
8 min read
From Test Drive to Term Sheet: Mapping the Auto Finance Customer Journey
The auto finance customer journey mapped end to end, with published timing where it exists, honest blanks where it does not, and the dealer-lender seam.
8 min read
The Dealer Group Stack: What 50 Rooftops Need That One Doesn't
Dealer group software requirements are an architecture, not a bigger licence: configuration hierarchy, reporting roll-ups, and a vendor-neutral checklist.
10 min read
QR Codes on the Showroom Floor: Small Pattern, Big Numbers
What a dealership QR code application really changes: an earlier start, cleaner self-entered data, and why throughput is not where the value sits.
8 min read
Buying a Car Entirely Online: The Steps That Still Happen in Store
Buying a car entirely online is finished by about 7% of US buyers. Five years of Cox Automotive data on which steps stop, and why.
7 min read
The F&I Office Is the Bottleneck: Rebuilding the Last Hour of Car Buying
What the last hour of a car purchase is actually for, and what F&I process improvement looks like when the buyer arrives already verified.
10 min read
The Reusable Applicant Profile: One Application, Many Doors
A reusable tenant profile is verified once and shared many times. What the evidence says about custody, staleness and whether landlords accept it.
8 min read
The Professional Tenant Problem: Patterns, Not Prejudice
Serial non-payment is rare and most arrears is a bad year. What CMHC, Statistics Canada and eviction-record research show about professional tenant claims.
8 min read
Tenant Screening Beyond the Credit Check: How Independent Sources Combine
A credit score is validated against credit repayment, not rent. What tenant screening beyond a credit check establishes, source by source.
8 min read
The Underwriter's Inbox: Counting a Day at the Desk
Underwriting workflow efficiency, counted. A composite day built from interruption research and queueing theory, with every assumption marked as one.
9 min read
Loan Origination Data Quality Decides Coverage, Not Accuracy
Published lift research favours the model, not the data. Where loan origination data quality decides more, and the three numbers that would settle it.
8 min read
Rent-to-Income Is a Blunt Instrument. Capacity-to-Pay Is a Scalpel
The 30% rule began as a subsidized-rent formula. A rent to income ratio alternative built on Canadian data, and where the ratio still wins.
7 min read
Alternative Data That Actually Works (and the Kind That Doesn't)
Nine categories of alternative data graded on one evidence standard. What bank, education and utility data actually prove, and where the research stops.
8 min read
The Stips Problem: Why Conditional Approvals Go to Die
Conditional approvals die between yes and funding. What US mortgage data shows about the loan stipulations process, and what nobody publishes.
8 min read
Thin Files, Thick Lives: Underwriting the Credit-Invisible
Who is credit-invisible in Canada, what a newcomer's file actually holds, and what thin file underwriting produced where it was measured.
10 min read
Cash-Flow Underwriting: A Practitioner's Guide
A cash flow underwriting guide to the pipeline: data acquisition, categorization error, income recognition, policy versioning and live monitoring.
10 min read
What Auto Dealers Taught Us About Point-of-Sale Fraud
Point-of-sale fraud in vehicle finance is mostly misstatement. What the showroom teaches lenders about auto dealer fraud prevention in minutes.
9 min read
Fraud Velocity Checks: Catching Rings Before the Third Application
Fraud velocity checks compare applications to each other. The signal catalogue, entity resolution basics, threshold limits, and who a false link harms.
10 min read
The Template Problem: Document Fraud Detection at Population Scale
Thousands of unrelated files, one shared origin. What document fraud detection can only see when files are compared against each other at scale.
9 min read
Fraud Moves Downstream: Intake Is the Cheapest Fraud Control in Loan Origination
Fraud prevention in loan origination is cheapest before funding. What published costs, recovery rates and detection lags show, false positives included.
7 min read
First-Party Fraud: When the Applicant Is Real and Lying
First party fraud lending losses come from real applicants misstating income and intent. What the data shows, and what source verification settles.
10 min read
Liveness Checks Explained: How Machines Know You're You
How selfie-match, liveness checks and injection-attack defence work in identity verification, and what the published standards actually test.
7 min read
The Doctored Paystub Economy: Inside Document Tampering at Scale
What tamper detection inspects when a doctored paystub arrives, why AI-edited files now beat it, and where document checks stop.
8 min read
Synthetic Identities: The Fraud That Doesn't Look Like Fraud
Synthetics behave well for years, then bust out. What Federal Reserve, GAO and FinCEN evidence says about synthetic identity fraud detection.
10 min read
Accessibility Is a Revenue Strategy, Not a Compliance Checkbox
27% of Canadians have a disability and a third of form inputs are unlabelled. Accessible intake converts better for everyone, and the data says why.
5 min read
Why “Just Email Us the Documents” Is a Conversion Killer
The moment a flow exits to email, completion, data structure and security all degrade at once. What happens at each of those three, and why.
6 min read
Resume-ability: The Most Underrated Feature in Intake Design
Most abandonment looks like refusal and behaves like interruption. What the interruption research shows, and a sequence for building save-and-resume.
8 min read
Dead Ends, Dark Doorways: UX Anti-Patterns in Financial Applications
A rogues' gallery of the interface patterns that break financial applications, the mechanism of loss behind each, and the pattern that replaces it.
8 min read
Field Count Is Destiny: The Brutal Math of Form Length
Every field is a tax on completion. What the measured evidence supports about form length, what it doesn't, and how prefill rewrites the equation.
6 min read
The Abandonment Curve: Where Applications Die, Step by Step
Identity, documents, bank connection and consent fail at very different rates. What step-level evidence exists, what doesn't, and how to measure your own.
8 min read
How Companies Are Losing Revenue to UX (a Field Guide)
A field guide to the specific interface failures that bleed revenue in financial applications, what each one costs, and the pattern that replaces it.
11 min read
Speed vs. Diligence Is a False Trade-Off
Fintech mortgage lenders processed 20% faster with defaults 25% lower. Why manual process creates the gaps automation closes.
5 min read
From One Hour to Fifteen Minutes: Anatomy of a Floor-Time Collapse
Buyers spend under three hours at a dealership and two thirds wait for F&I. Where that hour goes, what moves off the desk, and what nobody has measured.
7 min read
Latency Budgets for Lending: Borrowing an Engineering Discipline
Engineers assign milliseconds to every service and enforce them. The same method applied to intake steps, and exactly where the analogy stops.
8 min read
Same-Day Funding Is Becoming Table Stakes. The Intake Layer Decides Who Can Offer It
The rails now settle in seconds. What stops same-day funding is verification, not payments. Where Canada, the US and UK stand on real-time settlement.
10 min read
The 24-Hour Rule: Application Momentum and the Physics of Drop-Off
Completion probability decays every hour an application sits. What three separate research literatures say about momentum, and what transfers to lending.
8 min read
Why the Fastest Quote Wins Even When It's Not the Best Offer
About 77% of mortgage borrowers apply to only one lender. The behavioural mechanisms behind that, and how much of the research transfers to lending.
6 min read
Time-to-Yes: The Metric That Predicts Lending Market Share
Approval quality being equal, time-to-yes predicts who wins the borrower. Why borrowers race rather than shop, and why the number belongs beside loss rate.
5 min read
Every Minute of Application Time Has a Price. Here's How to Calculate Yours
A model for pricing the minutes in your application flow: volume, drop-off sensitivity, value per file. With a worked example for your own numbers.
8 min read
The Advantage of Speed, in Hard Numbers
Fintech lenders process about 20% faster with 25% lower defaults. The measurable case for speed in lending, including the evidence that cuts against it.
6 min read
NSF Events, Revenue Variability, and Other Signals Hiding in Plain Sight
Firms with volatile expense patterns exit at 21% against 3%. A working catalogue of cash-flow risk signals, what the evidence supports, and where it stops.
6 min read
The API Economy of Financial Data: Who Owns the Pipes
A regulator's own words: most third-party financial data access runs through a handful of aggregators. Mapping the stack and where power sits.
8 min read
Open Banking in the UK vs. Canada: Five Years of Lessons We Can Import
The UK took four years to reach 4.5 million users, then compounded to 18.8 million. What that curve suggests for Canada, and where it breaks down.
7 min read
Consent Architecture: Designing Bank-Connection Flows People Actually Complete
Half of bank-connection journeys went uncompleted, and 77% of people didn't feel informed by consent terms. A playbook for intake's highest-stakes screen.
6 min read
The 12-Month Window: What a Year of Bank Transactions Reveals That a Credit Pull Can't
Income stability, negative balance events and unreported obligations sit in a year of transactions. What the 12-month window holds, and what isn't proven.
5 min read
Cash-Flow Data Won't Replace the Credit Score. It Completes It.
Combined bureau and cash-flow models beat either alone. Cash-flow data on its own doesn't reliably beat the score. What the research actually found.
5 min read
Instant Bank Verification vs. PDF Statements: A File-Quality Autopsy
Same applicant, two collection methods, two very different files. A side-by-side anatomy of statements against source-verified bank data.
6 min read
Screen Scraping Is Dying. What Replaces It Matters More Than You Think
Canada's Consumer-Driven Banking Act bans credential sharing, but the prohibition isn't in force. What that means for lenders relying on bank data today.
6 min read