May 18

Primer on Dealer Participation Programs and F&I Reinsurance

The Real Structure Behind F&I Profit Walkaway, Profit Share, Reinsurance, and DOWCs Most dealers know F&I products generate profit, but far fewer understand how F&I participation structures determine where that profit actually ends up. Some models pay upfront. Others pay over time. Some allow participation in underwriting. Others don’t. If you don’t understand the structure, […]

May 11

First Dollar CLIP vs. Failure-to-Perform CLIP: A Complete Guide to Risk Transfer in Automotive Warranty Programs

The automotive warranty industry runs on a layered system of risk transfer. When a customer purchases a Vehicle Service Contract (VSC), a GAP waiver, or another ancillary F&I product, the transaction creates a chain of financial relationships that determines who holds risk, who controls reserves, who earns underwriting profit, and who ultimately pays claims if […]

Apr 14

What the War in Iran Means for DTC and Dealership Marketers

Dark Sky Data | Market Intelligence | April 2026 A military conflict involving Iran doesn’t stay in the Middle East. It travels through oil markets, into consumer prices, and eventually into the cost of a car repair, a mortgage payment, and a household’s appetite for protection products. For performance marketers in the home warranty, VSC, […]

Mar 16

A Primer on Auto F&I Reinsurance

An overview of the structure, mechanics, and financial dynamics behind dealer participation programs for Finance & Insurance products. Contents Introduction The Auto F&I Product Landscape The Reinsurance Framework Program Structures Financial Mechanics Earnings Curves Reserves & Collateral Reading a Ceding Statement Trust Account Distributions Controlled Groups & Tax Considerations Glossary of Key Terms Introduction Auto […]

Mar 6

Why CPA Always Rises When You Scale (and What to Do Instead)

As marketing spend increases, cost per acquisition almost always rises. This is not typically a failure of creative, vendors, or execution. It is a structural outcome driven by audience saturation and expansion beyond your highest-probability customers. The strongest prospects convert first. As additional dollars are deployed into weaker segments, conversion rates decline and CPA increases. […]