Car Ownership Decision Engines

cars.zone / research
190+ figures · sealed & dated
Automotive ownership decision engines

The true cost of every car, plotted and proven.

Ownership, measured — not guessed. We plot the full five-year cost from verified data: what the car is worth, what it costs you, and the moment your spend passes its value. Every point sourced to a primary issuer.

Verified model · AAA YDC 2025
Five-year cost of ownership · representative $32,000 vehicle
Worth at yr 5
$15,360
You've spent
$43,140
Underwater to
yr 2.4
Car's worth
Cumulative spend
Spend exceeds worth
Hover across the curve to read any year
Ask the trajectory — the instrument redraws, no reload
Start here · flagship engine

Auto Loan Decision Engine

Is this car purchase financially sound? One score across six factors — from how long you'll owe more than it's worth, to the true five-year cost — built entirely on sealed AAA data.

Open the engine
The six factors it scores
Months underwater~14 mo
Interest burdentier-based
Depreciation$4,334/yr
Insurance$1,694/yr
5-year total cost$43,140
Ownership risk0–100
The moat, shown not claimed

Every number has a receipt. Here's one.

We don't ask you to trust the word "verified." Each figure in the instrument is read from its issuer, dated, and hashed. This is what one looks like.

Sealed figure · receipt Verified
$1,694/ yr
Full-coverage auto insurance, annual average
issuerAAA — Your Driving Costs 2025
read fromaaa.com · p.4, table 1
captured2026-06-13
tierPrimary · sealed
sha256 a3f2c8e19b7d…4f0e62 · anchored in provenance index
The number on the curve and the number in the source are the same number — and we prove it.
Primary issuers only. AAA, Experian, IRS, iSeeCars — read from the source, never an aggregator's summary.
Sourced vs computed, never blurred. A figure from AAA says AAA. A curve we model says modeled.
Updates flow through. When the issuer republishes, every engine that uses the figure updates.
honest by design 8 primary sources · 190+ sealed figures · last verified 2026
AS

About the Author — Ashvin J. Sonani

Founder & Lead Researcher at Cars.Zone. Data analyst and domain investor with 28+ years of internet experience, specializing in actionable conclusions from complex, multi-variable automotive datasets across insurance, depreciation, and total cost of ownership. Analyses are built from primary industry sources — AAA, Kelley Blue Book, Edmunds, Experian, iSeeCars — never aggregator summaries, and cross-verified before publication.

Connect on LinkedIn · Updated July 2026 · Data verified against AAA Your Driving Costs 2025