For private credit, warehouse and floor plan lenders
Private credit and floor plan: the car moves, the tape doesn’t
Funds, warehouse lenders, loan pool investors and floor plan lenders see their collateral through data tapes, borrowing base reports and periodic lot checks. Between those reports, a financed car can be sold, titled in another state, pledged again or shipped overseas without the lender knowing.
$800M
Alleged gap between the collateral Tricolor pledged ($2.2B) and the real collateral it held ($1.4B), August 2025
$10.4B
Estimated U.S. auto lending fraud exposure in 2025, a record
Quarterly
Minimum frequency for floor plan checks in OCC bank examiner guidance
Sources: U.S. Attorney’s Office, Southern District of New York, CEO, CFO, COO Charged In Connection With Billion-Dollar Collapse Of Tricolor Auto; Point Predictive, 2026 Auto Lending Fraud Trends Report, pp. 4, 5, 10, 12, 19; Office of the Comptroller of the Currency, Comptroller’s Handbook: Floor Plan Lending, Version 1.2, pp. 4, 9, 18 to 19.
The short answer
How does vehicle collateral go missing in private credit and floor plan lending?
Usually between reports. A dealer sells a financed unit without paying off the line, floors one car with two lenders, or borrows against a car that is not there. Behind loan pools, cars are re-titled, financed again or shipped overseas while payments stay current. Data tapes, borrowing base reports and quarterly lot checks see it late.
Key facts
Federal prosecutors allege that by August 2025, Tricolor had pledged about $2.2 billion of collateral to lenders and investors while holding about $1.4 billion of real collateral. U.S. Attorney’s Office, 2025
The SEC alleges Tricolor raised more than $1.9 billion by selling asset-backed securities, and more than $945 million in principal was still owed to investors when it filed for bankruptcy. U.S. Securities and Exchange Commission, 2026
OCC guidance says selling out of trust usually occurs when a dealer is short of cash, and calls for floor plan checks at least quarterly. Office of the Comptroller of the Currency, 2017
Most states do not notify lienholders when a title is transferred or a lien is removed. Point Predictive, 2026
Dark panels mark findings from VINify’s fraud team. Everything else is sourced.
01 · After Tricolor
What did the Tricolor collapse reveal about auto collateral?
That reported collateral can drift far from real collateral before anyone checks. Tricolor, a Texas used-car dealer and subprime lender, filed for Chapter 7 bankruptcy on September 10, 2025. Federal prosecutors allege it had pledged about $2.2 billion of collateral against about $1.4 billion of real collateral, in part by pledging the same collateral to more than one lender.
The SEC alleges Tricolor told securitization investors that pooled loans were not pledged elsewhere, and manipulated loan data so loans in default looked current. In early 2026, noteholders sued the banks that provided its warehouse lines (short-term credit that funds loans before securitization) and underwrote its bonds, alleging they ignored red flags raised in 2022 and 2024 audits. These are allegations, not court findings.
$1.9B+
Raised by Tricolor through asset-backed securities since at least 2020, per the SEC
$945M+
Principal still owed to those investors when Tricolor filed for bankruptcy, per the SEC
Question for your team
If collateral in a facility we fund were pledged elsewhere, which of our checks would show it, and when?
Sources: U.S. Attorney’s Office, Southern District of New York, CEO, CFO, COO Charged In Connection With Billion-Dollar Collapse Of Tricolor Auto; U.S. Securities and Exchange Commission, SEC Charges Former Executives With Fraud in Connection With $1.9 Billion Collapse of Subprime Auto Lender Tricolor; Hogan Lovells, Colorblind? Investors Allege Tricolor’s Lenders and Underwriters Ignored Persistent Red Flags.
02 · Floor plan
How do floor plan lenders lose collateral to fraud?
Through units that are sold, double financed or never there. Floor plan lending is inventory financing: the lender advances funds for each vehicle a dealer stocks, and the dealer repays that advance when the vehicle sells. Selling out of trust means selling a unit without sending the payoff, and OCC guidance says it usually occurs when a dealer is short of cash.
In a 2019 federal case, a former employee of a Texas dealer group pleaded guilty in a $50 million floor plan scheme. Prosecutors described out-of-trust sales, sale dates falsified before audits, VINs of sold cars floored again and, finally, cars already pledged to other lenders.
Sold out of trust
A unit is sold and the payoff is held back, often to cover a cash shortfall.
Dummy flooring
Borrowing against a unit that is not on the lot, for example by reusing the VIN of a car already sold.
Double flooring
Financing the same unit with more than one lender, so two lenders count one car.
Audit-day cover
Sale dates are falsified before a lot check, so units sold out of trust look recently sold.
The new-car title and ship
A new car with no history looks clean, and no one expects a lien. Its certificate of origin goes to a state that titles quickly, and it is titled and shipped in days while still listed in inventory. Where it shows: a title on a car still in inventory, then an export filing.
Question for your team
If a unit on a dealer’s line were titled in another state tomorrow, how long until we knew?
Sources: Office of the Comptroller of the Currency, Comptroller’s Handbook: Floor Plan Lending, Version 1.2, pp. 4, 9, 18 to 19; U.S. Attorney’s Office, Northern District of Texas, Eighth Reagor-Dykes Defendant Pleads Guilty to Wire Fraud Conspiracy; dark panel, VINify field experience.
03 · Loan pools
How does vehicle fraud reach a loan pool after funding?
Through the vehicle and its title, often while payments stay current. After funding, a lien can be removed, the car re-titled in another state, financed again or shipped overseas. Most states do not notify lienholders when a title is transferred or a lien is removed, so the servicer, the facility lender and the noteholders can all miss it.
Point Predictive finds that more than 70% of early payment defaults show evidence of origination fraud, which suggests some losses booked as credit losses are fraud that was never identified. That distorts the loss history a pool is priced on.
70%+
Early payment defaults showing evidence of origination fraud
5,621
Bust-out cases in 2025 (several lenders used at once, with no intent to repay), up 83% since 2021
One car, three loans
An unsold car on a dealer lot is financed outside the dealer, then refinanced twice more, each time with the first payment deferred. Three loans, one car that never moved, and every loan looks current. Where it shows: a second lienholder, often in another state.
Question for your team
When loans in a pool default early, does anyone check what happened to the vehicles before the loss is booked as credit?
Sources: Point Predictive, 2026 Auto Lending Fraud Trends Report, pp. 4, 5, 10, 12, 19; dark panel, VINify field experience.
04 · Why it’s found late
Why do funds and floor plan lenders find out late?
Because each party sees a different slice, and the title sits between them. The originator services the loans, the facility lender reads borrower-prepared reports, the custodian holds the files and the floor plan lender visits the lot. A title can change in another state without reaching any of them.
- Data tapes and borrowing base reports (statements of eligible collateral) come from the borrower.
- Lot checks are periodic: at least quarterly in OCC guidance.
- Servicing tracks payments, not vehicles, so a current loan raises no alert.
- Most states do not notify lienholders of a title transfer or lien removal.
- Exporting a car with a recorded lien needs the lienholder’s written consent, but a washed title (a clean title on a car that still secures a loan) removes that check.
Question for your team
Between borrowing base reports, who is watching the vehicles?
Sources: Office of the Comptroller of the Currency, Comptroller’s Handbook: Floor Plan Lending, Version 1.2, pp. 4, 9, 18 to 19; Point Predictive, 2026 Auto Lending Fraud Trends Report, pp. 4, 5, 10, 12, 19; Electronic Code of Federal Regulations, 19 CFR Part 192, Export of Used Self-Propelled Vehicles.
Federally authorized title monitoring
How VINify helps funds and floor plan lenders
VINify monitors the title on every vehicle in the pools and inventory you finance across state lines, every 48 hours. We flag fraud signals (new titles in other states, illegal export and impound activity), and our team tells you what to do next.
Others pull a one-time title report. VINify keeps monitoring, every 48 hours.
VINify can’t eliminate fraud. It makes fraud hard enough that it stops being worth it.
Start with 100 VINs
Send up to 100 VINs. We check for new titles in other states, illegal export and impound activity, then deliver a portfolio risk assessment, at no cost to qualified lenders. We review every request before we start.
A unit still on a dealer’s line
A new title in another state on a floor-planned unit is a reason to call the dealer before the next lot check.
A loan that still looks current
A new title in another state on a vehicle behind a performing loan can mean the lien was removed or the car was financed again.
Collateral leaving the country
An illegal export flag on a vehicle you hold a lien on points to collateral that may be leaving the country.
A car in impound
Impound activity means storage fees can build against your recovery. On a floor-planned unit, it also means the car is not on the lot.
Questions worth asking
What should private capital and floor plan teams ask about vehicle risk?
The answers often sit between teams, so these are worth asking together.
- 1Between borrowing base reports, who is watching the vehicles behind our facilities?
- 2Before we fund a facility or buy into a pool, do we check the vehicles’ title records, or only the tape?
- 3If a unit on a dealer’s line were titled in another state tomorrow, how long until we knew?
- 4If a vehicle behind a loan in our pool were financed again by another lender, would we know?
- 5If a vehicle in our collateral were filed for export, could we act before it left the country?
- 6When loans in a pool default early, does anyone check what happened to the vehicles before the loss is booked as credit?
- 7Which of these signals reach us today, and how soon: a new title in another state, an export filing or an impound record?
For the data and the schemes behind these questions, read After Funding: When the Lender Is the Last to Know.
Frequently asked questions
What is floor plan lending?
Floor plan lending is inventory financing for dealers. The lender advances funds for each vehicle a dealer stocks and holds the title documents or a security interest. The dealer repays each advance when that vehicle sells. Selling a unit without sending the payoff is called selling out of trust, and lenders check dealer lots periodically to catch it.
What are dummy flooring and double flooring?
Dummy flooring is borrowing against a unit that is not on the lot, for example by reusing the VIN of a car already sold. Double flooring is financing the same unit with more than one lender. Both appear in a 2019 federal case in which a former employee of a Texas dealer group pleaded guilty in a $50 million floor plan scheme.
What happened at Tricolor?
Tricolor, a Texas used-car dealer and subprime lender, filed for Chapter 7 bankruptcy on September 10, 2025. Federal prosecutors allege it had pledged about $2.2 billion of collateral while holding about $1.4 billion, partly by pledging the same collateral to more than one lender. Former executives have been charged by federal prosecutors and by the SEC.
How does VINify help private credit and floor plan lenders?
VINify monitors the title on every vehicle in the pools and inventory you finance across state lines, every 48 hours. We flag fraud signals (new titles in other states, illegal export and impound activity), and our team tells you what to do next. Others pull a one-time title report. VINify keeps monitoring, every 48 hours. VINify can’t eliminate fraud. It makes fraud hard enough that it stops being worth it.
Can VINify tell us if a VIN is pledged to another facility?
Not directly. VINify monitors the vehicle’s title, not other lenders’ tapes or borrowing bases, and a loan pledged twice can leave the title unchanged. When a car is financed again and titled in another state, that new title is one of the signals we flag. To see what your collateral shows today, request a 100-VIN audit.
Sources
- U.S. Attorney’s Office, Southern District of New York, CEO, CFO, COO Charged In Connection With Billion-Dollar Collapse Of Tricolor Auto (2025).
- U.S. Securities and Exchange Commission, SEC Charges Former Executives With Fraud in Connection With $1.9 Billion Collapse of Subprime Auto Lender Tricolor (2026).
- Hogan Lovells, Colorblind? Investors Allege Tricolor’s Lenders and Underwriters Ignored Persistent Red Flags (2026).
- Office of the Comptroller of the Currency, Comptroller’s Handbook: Floor Plan Lending, Version 1.2, pp. 4, 9, 18 to 19 (2017).
- U.S. Attorney’s Office, Northern District of Texas, Eighth Reagor-Dykes Defendant Pleads Guilty to Wire Fraud Conspiracy (2019).
- Point Predictive, 2026 Auto Lending Fraud Trends Report, pp. 4, 5, 10, 12, 19 (2026).
- Electronic Code of Federal Regulations, 19 CFR Part 192, Export of Used Self-Propelled Vehicles (2026).
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