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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

1,258 listings found

2006 Chrysler Sebring Limited

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

2006 Chrysler Sebring Limited

Phoenix, AZ

UnscoredInsufficient · 0
$3,50075,612 mi

Phoenix, AZ

2007 Volkswagen Eos 2.0T

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

2007 Volkswagen Eos 2.0T

Phoenix, AZ

UnscoredInsufficient · 0
$3,995170,775 mi

Phoenix, AZ

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Coolidge, AZ

UnscoredInsufficient · 0
$4,499156,471 mi

Coolidge, AZ

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Mesa, AZ

UnscoredInsufficient · 0
$4,80099,205 mi

Mesa, AZ

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Phoenix, AZ

UnscoredInsufficient · 0
$4,95076,835 mi

Phoenix, AZ

2005 Chrysler Sebring Limited

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

2005 Chrysler Sebring Limited

Flagstaff, AZ

UnscoredInsufficient · 0
$4,990124,537 mi

Flagstaff, AZ

2004 Ford Mustang Deluxe

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

2004 Ford Mustang Deluxe

Glendale, AZ

UnscoredInsufficient · 0
$4,999132,304 mi

Glendale, AZ

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Fountain Hills, AZ

UnscoredInsufficient · 0
$5,150117,380 mi

Fountain Hills, AZ

2003 Ford Thunderbird Premium

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

2003 Ford Thunderbird Premium

Phoenix, AZ

UnscoredInsufficient · 0
$5,195130,391 mi

Phoenix, AZ

2008 Saturn Sky Red Line

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

2008 Saturn Sky Red Line

Phoenix, AZ

UnscoredInsufficient · 0
$5,25096,000 mi

Phoenix, AZ

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Phoenix, AZ

UnscoredInsufficient · 0
$5,500105,181 mi

Phoenix, AZ

2019 MINI Convertible Base

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

2019 MINI Convertible Base

Phoenix, AZ

UnscoredInsufficient · 0
$5,950122,472 mi

Phoenix, AZ

2002 Mercedes-Benz CLK-Class CLK320

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

2002 Mercedes-Benz CLK-Class CLK320

Mesa, AZ

UnscoredInsufficient · 0
$5,953117,560 mi

Mesa, AZ

2012 Mitsubishi Eclipse Spyder SE

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

2012 Mitsubishi Eclipse Spyder SE

Tucson, AZ

UnscoredInsufficient · 0
$5,988101,000 mi

Tucson, AZ

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

Tucson, AZ

UnscoredInsufficient · 4
$5,990111,040 mi

Comparison: 4 similar vehicles

Tucson, AZ

2013 Volkswagen Eos Sport

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

2013 Volkswagen Eos Sport

Phoenix, AZ

UnscoredInsufficient · 0
$5,995147,260 mi

Phoenix, AZ

2009 Chrysler Sebring LX

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

2009 Chrysler Sebring LX

Bullhead City, AZ

UnscoredInsufficient · 0
$5,995183,245 mi

Bullhead City, AZ

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Phoenix, AZ

UnscoredInsufficient · 0
$5,995160,275 mi

Phoenix, AZ

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Somerton, AZ

UnscoredInsufficient · 0
$5,995110,274 mi

Somerton, AZ

2006 Chrysler Sebring Touring

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

2006 Chrysler Sebring Touring

Casa Grande, AZ

UnscoredInsufficient · 0
$5,995105,704 mi

Casa Grande, AZ

2001 Mercedes-Benz SLK 320

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

2001 Mercedes-Benz SLK 320

Phoenix, AZ

UnscoredInsufficient · 0
$5,99587,957 mi

Phoenix, AZ

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Tucson, AZ

UnscoredInsufficient · 0
$6,40096,702 mi

Tucson, AZ

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Tucson, AZ

UnscoredInsufficient · 0
$6,490144,500 mi

Tucson, AZ

2007 MINI Cooper S

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

2007 MINI Cooper S

Phoenix, AZ

UnscoredInsufficient · 0
$6,75076,283 mi

Phoenix, AZ

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Phoenix, AZ

UnscoredInsufficient · 0
$6,95095,000 mi

Phoenix, AZ

2002 Mercedes-Benz SLK-Class SLK320

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

2002 Mercedes-Benz SLK-Class SLK320

Tucson, AZ

UnscoredInsufficient · 0
$6,97963,084 mi

Tucson, AZ

2008 Audi S4 Base

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

2008 Audi S4 Base

Tucson, AZ

UnscoredInsufficient · 0
$6,990117,976 mi

Tucson, AZ

2012 Audi TT Premium Plus

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

2012 Audi TT Premium Plus

Phoenix, AZ

UnscoredInsufficient · 0
$6,995158,698 mi

Phoenix, AZ

2006 Pontiac Solstice Base

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

2006 Pontiac Solstice Base

Chandler, AZ

UnscoredInsufficient · 0
$6,99592,337 mi

Chandler, AZ

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Tucson, AZ

UnscoredInsufficient · 0
$6,995147,119 mi

Tucson, AZ

2001 Mercedes-Benz SLK 320

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

2001 Mercedes-Benz SLK 320

Yuma, AZ

UnscoredInsufficient · 0
$6,99796,245 mi

Yuma, AZ

2013 FIAT 500 Abarth

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

2013 FIAT 500 Abarth

Sierra Vista, AZ

UnscoredInsufficient · 0
$6,999110,381 mi

Sierra Vista, AZ

2004 Mercedes-Benz CLK-Class CLK500

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

2004 Mercedes-Benz CLK-Class CLK500

Tucson, AZ

UnscoredInsufficient · 0
$6,999117,600 mi

Tucson, AZ

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

Tucson, AZ

UnscoredInsufficient · 4
$6,999107,699 mi

Comparison: 4 similar vehicles

Tucson, AZ

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Phoenix, AZ

UnscoredInsufficient · 0
$7,000115,789 mi

Phoenix, AZ

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Mesa, AZ

UnscoredInsufficient · 0
$7,29991,013 mi

Mesa, AZ

2000 BMW Z3 Base

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

2000 BMW Z3 Base

Tucson, AZ

UnscoredInsufficient · 0
$7,48894,000 mi

Tucson, AZ

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Tucson, AZ

UnscoredLimited · 6
$7,499193,822 mi

Comparison: 6 similar vehicles

Tucson, AZ

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Phoenix, AZ

UnscoredLimited · 5
$7,500104,362 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2004 BMW 3 Series 330

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

2004 BMW 3 Series 330

Phoenix, AZ

UnscoredInsufficient · 0
$7,50085,951 mi

Phoenix, AZ

2003 BMW Z4 3

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

2003 BMW Z4 3

Scottsdale, AZ

UnscoredInsufficient · 0
$7,588108,315 mi

Scottsdale, AZ

2007 Volvo C70 T5

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

2007 Volvo C70 T5

Yuma, AZ

UnscoredInsufficient · 0
$7,599115,635 mi

Yuma, AZ

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Phoenix, AZ

UnscoredInsufficient · 0
$7,777101,000 mi

Phoenix, AZ

2006 Ford Mustang Premium

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

2006 Ford Mustang Premium

Mesa, AZ

UnscoredInsufficient · 0
$7,777154,835 mi

Mesa, AZ

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Phoenix, AZ

UnscoredInsufficient · 4
$7,90093,211 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2009 Audi TT Premium

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

2009 Audi TT Premium

Tucson, AZ

UnscoredInsufficient · 0
$7,900103,099 mi

Tucson, AZ

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Golden Valley, AZ

UnscoredInsufficient · 0
$7,90086,227 mi

Golden Valley, AZ

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Mesa, AZ

UnscoredInsufficient · 0
$7,900155,590 mi

Mesa, AZ

2002 Volkswagen Cabrio GLS

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

2002 Volkswagen Cabrio GLS

Mesa, AZ

UnscoredInsufficient · 0
$7,900109,907 mi

Mesa, AZ

2007 Pontiac Solstice GXP

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

2007 Pontiac Solstice GXP

Tucson, AZ

UnscoredInsufficient · 0
$7,990110,018 mi

Tucson, AZ

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

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • 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.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

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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