DENIS
Denis Kataev, founder of ForCar
Founder & Editor · Serial Solopreneur

Denis Kataev

Denis Kataev is a serial solopreneur and the founder of ForCar. With 15+ years in software engineering and 10 years in SEO, he builds data-driven products end to end — backed by a sharp eye for design. At ForCar he mines proprietary vehicle datasets, turning raw numbers into buying advice you can actually trust.

267Guides
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Guides by Denis

267 articles
Average number of open recalls found per car in user garages
VIN & History

We Checked 105 Cars Our Readers Actually Own. They Carry 5.9 Open Recalls Each.

Every argument about unclaimed recalls uses national estimates. We have something better: the actual cars our readers saved to their garage, and what was still open on them.

Aug 17, 2026 · 2 min
Odometer rollback found across duplicate used car listings
Buying Guides

We Found 209 Cars Whose Odometer Went Backwards Between Two Listings

Odometer fraud is usually discussed in the abstract. We track the same VINs across listings, so for once here is what it looks like in the raw data — including how far the numbers moved.

Aug 17, 2026 · 2 min
How long recalls take to be announced after a car is built
Reliability

A Clean Recall Check Today Means Nothing. A Third of Recalls Arrive Five Years Late.

Recall numbers carry a hidden date stamp. I used it to measure how long a defect stays undiscovered — and the answer changes what a clean report is actually worth.

Aug 17, 2026 · 2 min
Used car valuation sample size — pricing models with few listings
Depreciation & Value

When Only Four People Are Selling Your Car, the Price Guide Is Guessing

Valuation tools return a number for any car you type in. For a lot of model years, that number is built on a handful of listings — and the fewer there are, the more certain it looks.

Aug 17, 2026 · 2 min
City versus highway MPG gap by engine size
Ownership Costs

A V12 Loses 56% of Its Economy in Traffic. A Three-Cylinder Loses 20%.

Every car is rated twice — once for town, once for the open road. The gap between those two numbers isn't constant, and it gets punishing exactly where you'd expect it to hurt most.

Aug 17, 2026 · 2 min
VIN checks by vehicle age — where buyers focus attention
VIN & History

People Run 217,000 Checks on Cars Built Since 2020. On Pre-2000 Cars, 13,000.

I sorted every VIN lookup by how old the car was. Attention piles up on nearly-new vehicles and thins out exactly where a car's history starts to be worth reading.

Aug 16, 2026 · 2 min
EPA smog rating explained — how it differs from fuel economy
Ownership Costs

Your Window Sticker Has Two Green Scores. They Don't Agree.

Every new car sticker carries two environmental scores, and buyers read them as the same thing. I compared them across 23,996 ratings and found they measure different problems — with different answers.

Aug 16, 2026 · 2 min
Automatic vs manual transmission fuel economy at matched engine size
Ownership Costs

The Automatic Is More Economical Than the Manual. It Has Been for Years.

Everyone who learned to drive before about 2010 knows the manual uses less fuel. I compared them at matched engine sizes across thousands of EPA ratings, and the manual loses almost every time.

Aug 16, 2026 · 2 min
Vehicle curb weight range — heaviest and lightest on the road
Reliability

The Heaviest Vehicle on the Road Weighs as Much as Five of the Lightest

Two vehicles sharing the same lane can differ in mass by a factor of five. Star ratings never account for it, because cars are only ever tested against others their own size.

Aug 16, 2026 · 3 min
Collision insurance premium by state
Ownership Costs

Repairing Your Own Car Costs Twice as Much to Insure in DC as in Hawaii

Collision cover is the part of a policy that pays to fix your car after you hit something. What it costs varies by more than double across the country, and for reasons that have nothing to do with weather.

Aug 16, 2026 · 2 min
Average fuel economy by EPA vehicle class
Comparisons

Small SUVs Are the Most Economical Class in America. That Says More About the Classes Than the Cars.

The EPA sorts every car into an official class. Rank those classes by fuel economy and the result makes no physical sense — until you look at which powertrains land in which box.

Aug 15, 2026 · 2 min
Fuel economy by drivetrain — AWD, FWD, RWD and 4WD compared
Ownership Costs

All-Wheel Drive Uses Less Fuel Than Rear-Wheel Drive. Considerably Less.

Driving four wheels instead of two costs fuel — that's the assumption behind every AWD-versus-2WD comparison. The EPA figures say something else entirely, and the reason has nothing to do with drivetrains.

Aug 15, 2026 · 2 min