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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

247 listings found

2006 Volkswagen New Beetle 2.5

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Volkswagen New Beetle 2.5

Fort Smith, AR

UnscoredInsufficient · 0
$2,500187,185 mi

Fort Smith, AR

2008 Pontiac Solstice Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Pontiac Solstice Base

Conway, AR

UnscoredInsufficient · 0
$4,000116,900 mi

Conway, AR

2012 FIAT 500 Pop

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 FIAT 500 Pop

Cabot, AR

UnscoredInsufficient · 0
$4,999121,387 mi

Cabot, AR

2000 Jaguar XK Series XKR Convertible

Image from the dealer's site. OAV does not own, control, or store dealer images.

2000 Jaguar XK Series XKR Convertible

Fayetteville, AR

UnscoredInsufficient · 0
$5,00086,000 mi

Fayetteville, AR

2005 Nissan 350Z Roadster Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Nissan 350Z Roadster Touring

Van Buren, AR

UnscoredInsufficient · 0
$5,900150,000 mi

Van Buren, AR

2004 Mercedes-Benz SLK-Class SLK320

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Mercedes-Benz SLK-Class SLK320

Hot Springs, AR

UnscoredInsufficient · 0
$5,999138,452 mi

Hot Springs, AR

2000 Mazda MX-5 Special Edition

Image from the dealer's site. OAV does not own, control, or store dealer images.

2000 Mazda MX-5 Special Edition

Salesville, AR

UnscoredInsufficient · 0
$6,000125,762 mi

Salesville, AR

2003 Jaguar XK Series XK8 Convertible

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Jaguar XK Series XK8 Convertible

Pine Bluff, AR

UnscoredInsufficient · 0
$6,50057,000 mi

Pine Bluff, AR

1997 Chevrolet Camaro RS

Image from the dealer's site. OAV does not own, control, or store dealer images.

1997 Chevrolet Camaro RS

Fort Smith, AR

UnscoredInsufficient · 0
$6,900210,797 mi

Fort Smith, AR

2003 Audi TT Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Audi TT Base

Malvern, AR

UnscoredInsufficient · 0
$6,930145,035 mi

Malvern, AR

2008 MINI Cooper S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 MINI Cooper S

Fayetteville, AR

UnscoredInsufficient · 0
$6,99569,245 mi

Fayetteville, AR

2004 BMW 3 Series 325

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 BMW 3 Series 325

Bentonville, AR

UnscoredInsufficient · 0
$6,999215,000 mi

Bentonville, AR

2006 Pontiac Solstice Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Pontiac Solstice Base

Fayetteville, AR

UnscoredInsufficient · 0
$7,99588,209 mi

Fayetteville, AR

2002 Ford Thunderbird Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Ford Thunderbird Premium

Ozark, AR

UnscoredInsufficient · 0
$7,99975,368 mi

Ozark, AR

2000 BMW Z3 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2000 BMW Z3 Base

Austin, AR

UnscoredInsufficient · 0
$9,50060,380 mi

Austin, AR

2005 Nissan 350Z Roadster Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Nissan 350Z Roadster Touring

Cabot, AR

UnscoredInsufficient · 0
$9,987101,535 mi

Cabot, AR

2013 Chrysler 200 Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Chrysler 200 Limited

DeWitt, AR

UnscoredInsufficient · 4
$9,995136,215 mi

Comparison: 4 similar vehicles

DeWitt, AR

2010 Ford Mustang V6 Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Mustang V6 Premium

Springdale, AR

UnscoredInsufficient · 0
$9,995166,273 mi

Springdale, AR

2005 Chrysler PT Cruiser GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Chrysler PT Cruiser GT

Fayetteville, AR

UnscoredInsufficient · 0
$10,12358,717 mi

Fayetteville, AR

2005 BMW Z4 2.5

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 BMW Z4 2.5

Springdale, AR

UnscoredInsufficient · 0
$10,95053,000 mi

Springdale, AR

1999 Chevrolet Corvette Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

1999 Chevrolet Corvette Base

Sherwood, AR

UnscoredLimited · 10
$10,995145,000 mi

Comparison: 10 similar vehicles

Sherwood, AR

2006 Nissan 350Z Roadster Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Nissan 350Z Roadster Touring

Hot Springs, AR

UnscoredInsufficient · 0
$10,99980,818 mi

Hot Springs, AR

2003 Mazda Miata Cloth

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Mazda Miata Cloth

Fayetteville, AR

UnscoredInsufficient · 0
$10,99976,050 mi

Fayetteville, AR

2000 Mazda MX-5 Special Edition

Image from the dealer's site. OAV does not own, control, or store dealer images.

2000 Mazda MX-5 Special Edition

Springdale, AR

UnscoredInsufficient · 0
$11,48855,023 mi

Springdale, AR

2017 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Mustang EcoBoost Premium

Siloam Springs, AR

Fair PriceLimited · 13
$11,500149,600 mi

Market: $11,500 – $19,998

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 333 days listed (based on current market benchmarks)

Siloam Springs, AR

2014 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Chevrolet Camaro 1LT

Sherwood, AR

UnscoredInsufficient · 3
$11,700130,000 mi

Comparison: 3 similar vehicles

Sherwood, AR

2003 Mercedes-Benz SL-Class SL500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Mercedes-Benz SL-Class SL500

Springdale, AR

Salvage title
$11,77788,913 mi

Springdale, AR

2007 Ford Mustang GT Deluxe

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Mustang GT Deluxe

Salem, AR

UnscoredLimited · 6
$11,900122,022 mi

Comparison: 6 similar vehicles

Salem, AR

2006 Mazda MX-5 Miata Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mazda MX-5 Miata Base

Hope, AR

UnscoredInsufficient · 0
$11,90034,561 mi

Hope, AR

2015 MINI Cooper S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 MINI Cooper S

Cabot, AR

UnscoredInsufficient · 0
$11,99958,313 mi

Cabot, AR

2011 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Mercedes-Benz E-Class E350

Cabot, AR

UnscoredInsufficient · 0
$12,124105,873 mi

Cabot, AR

2011 Lexus IS 250

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Lexus IS 250

Conway, AR

UnscoredInsufficient · 0
$12,900139,430 mi

Conway, AR

1998 Ford Mustang GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

1998 Ford Mustang GT

Texarkana, AR

UnscoredInsufficient · 0
$12,900146,820 mi

Texarkana, AR

2017 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Mustang EcoBoost Premium

Camden, AR

UnscoredInsufficient · 3
$12,932137,199 mi

Comparison: 3 similar vehicles

Camden, AR

2001 Toyota MR2 Spyder Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Toyota MR2 Spyder Base

Hope, AR

UnscoredInsufficient · 0
$12,950107,045 mi

Hope, AR

2014 MINI Cooper Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 MINI Cooper Base

West Memphis, AR

UnscoredInsufficient · 0
$12,99075,115 mi

West Memphis, AR

2002 Ford Thunderbird Deluxe

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Ford Thunderbird Deluxe

DeWitt, AR

UnscoredInsufficient · 0
$12,995122,006 mi

DeWitt, AR

2012 BMW 3 Series 328i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 BMW 3 Series 328i

Rogers, AR

UnscoredInsufficient · 0
$12,99959,819 mi

Rogers, AR

2008 Mazda MX-5 Miata Grand Touring Hard Top

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mazda MX-5 Miata Grand Touring Hard Top

Corning, AR

UnscoredInsufficient · 0
$12,999144,510 mi

Corning, AR

2015 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Camaro 1LT

Fort Smith, AR

Fair PriceModerate · 21
$13,500175,314 mi

Market: $7,950 – $18,295

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Fort Smith, AR

2015 Mercedes-Benz E-Class E400

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Mercedes-Benz E-Class E400

Little Rock, AR

UnscoredInsufficient · 0
$13,500106,830 mi

Little Rock, AR

2015 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Camaro 1LT

Harrison, AR

Fair PriceLimited · 11
$13,900112,947 mi

Market: $7,950 – $16,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Harrison, AR

2010 Mazda MX-5 Miata Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Mazda MX-5 Miata Sport

West Memphis, AR

UnscoredInsufficient · 0
$13,99088,427 mi

West Memphis, AR

2002 Ford Thunderbird Deluxe

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Ford Thunderbird Deluxe

Bryant, AR

UnscoredInsufficient · 0
$14,500117,354 mi

Bryant, AR

2004 Ford Thunderbird Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford Thunderbird Premium

Malvern, AR

UnscoredInsufficient · 0
$14,90053,257 mi

Malvern, AR

2018 Chevrolet Camaro 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Chevrolet Camaro 2LT

Cabot, AR

UnscoredInsufficient · 0
$14,995107,228 mi

Cabot, AR

2016 Ford Mustang V6

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Mustang V6

Searcy, AR

UnscoredLimited · 6
$15,450114,848 mi

Comparison: 6 similar vehicles

Searcy, AR

2002 Ford Thunderbird Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Ford Thunderbird Premium

Conway, AR

UnscoredInsufficient · 0
$15,90045,010 mi

Conway, AR

2017 Buick Cascada Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Buick Cascada Premium

West Memphis, AR

UnscoredInsufficient · 0
$15,99068,479 mi

West Memphis, AR

2012 BMW 3 Series 328i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 BMW 3 Series 328i

West Memphis, AR

UnscoredInsufficient · 0
$15,99068,131 mi

West Memphis, AR

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market. Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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