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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

7,442 listings found

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Arlington, TX

UnscoredInsufficient · 0
$1,999170,922 mi

Arlington, TX

2003 Honda Accord EX

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

2003 Honda Accord EX

Arlington, TX

UnscoredInsufficient · 4
$2,000206,550 mi

Comparison: 4 similar vehicles

Arlington, TX

2015 Kia Optima EX

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

2015 Kia Optima EX

Grand Prairie, TX

UnscoredLimited · 9
$2,250Mileage not verified

Comparison: 9 similar vehicles

Grand Prairie, TX

2005 Chevrolet Malibu LT

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

2005 Chevrolet Malibu LT

Arlington, TX

UnscoredInsufficient · 0
$2,500172,373 mi

Arlington, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Euless, TX

UnscoredModerate · 27
$2,750241,233 mi

Comparison: 27 similar vehicles

Euless, TX

2005 Nissan Altima S

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

2005 Nissan Altima S

Euless, TX

UnscoredInsufficient · 0
$2,790132,000 mi

Euless, TX

2015 Nissan Altima S

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

2015 Nissan Altima S

Euless, TX

UnscoredModerate · 41
$2,800197,526 mi

Comparison: 41 similar vehicles

Euless, TX

1998 Jaguar XJ Series XJ8

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

1998 Jaguar XJ Series XJ8

Grand Prairie, TX

UnscoredInsufficient · 0
$2,800170,000 mi

Grand Prairie, TX

2012 Mercedes-Benz C-Class C250 Luxury

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

2012 Mercedes-Benz C-Class C250 Luxury

Euless, TX

UnscoredInsufficient · 4
$2,850Mileage not verified

Comparison: 4 similar vehicles

Euless, TX

2010 Ford Fusion S

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

2010 Ford Fusion S

Arlington, TX

UnscoredInsufficient · 0
$2,990234,036 mi

Arlington, TX

2013 Cadillac CTS Sedan Luxury Collection

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

2013 Cadillac CTS Sedan Luxury Collection

Arlington, TX

UnscoredInsufficient · 3
$2,995150,110 mi

Comparison: 3 similar vehicles

Arlington, TX

2009 Mazda MAZDA3 s Grand Touring

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

2009 Mazda MAZDA3 s Grand Touring

Irving, TX

UnscoredInsufficient · 0
$2,999213,000 mi

Irving, TX

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Fort Worth, TX

UnscoredInsufficient · 3
$2,999227,099 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Burleson, TX

UnscoredInsufficient · 0
$3,000131,350 mi

Burleson, TX

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Arlington, TX

UnscoredLimited · 5
$3,000175,245 mi

Comparison: 5 similar vehicles

Arlington, TX

2016 Ford Focus SE

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

2016 Ford Focus SE

Grand Prairie, TX

UnscoredLimited · 17
$3,250166,646 mi

Comparison: 17 similar vehicles

Grand Prairie, TX

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Fort Worth, TX

UnscoredLimited · 5
$3,250119,345 mi

Comparison: 5 similar vehicles

Fort Worth, TX

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Haltom City, TX

UnscoredInsufficient · 0
$3,300168,000 mi

Haltom City, TX

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

Fort Worth, TX

UnscoredInsufficient · 4
$3,300148,900 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Grand Prairie, TX

UnscoredLimited · 5
$3,500234,005 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

UnscoredModerate · 21
$3,500122,000 mi

Comparison: 21 similar vehicles

Fort Worth, TX

2014 Kia Forte EX

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

2014 Kia Forte EX

Haltom City, TX

UnscoredLimited · 9
$3,500166,351 mi

Comparison: 9 similar vehicles

Haltom City, TX

2008 Toyota Corolla S

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

2008 Toyota Corolla S

Burleson, TX

UnscoredInsufficient · 3
$3,700175,587 mi

Comparison: 3 similar vehicles

Burleson, TX

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Fort Worth, TX

UnscoredInsufficient · 4
$3,799161,055 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Arlington, TX

UnscoredLimited · 5
$3,800110,892 mi

Comparison: 5 similar vehicles

Arlington, TX

2012 Mercedes-Benz E-Class E350 Sport

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

2012 Mercedes-Benz E-Class E350 Sport

Euless, TX

UnscoredInsufficient · 4
$3,890207,123 mi

Comparison: 4 similar vehicles

Euless, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

Arlington, TX

Fair PriceLimited · 11
$3,900Mileage not verified

Market: $3,500 – $8,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 230 days listed (based on current market benchmarks)

Arlington, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Arlington, TX

UnscoredLimited · 17
$3,950163,076 mi

Comparison: 17 similar vehicles

Arlington, TX

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Arlington, TX

UnscoredInsufficient · 0
$3,995138,358 mi

Arlington, TX

2007 Mitsubishi Galant ES

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

2007 Mitsubishi Galant ES

Arlington, TX

UnscoredInsufficient · 0
$3,995100,100 mi

Arlington, TX

2007 Mercedes-Benz C-Class C230 Sport

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

2007 Mercedes-Benz C-Class C230 Sport

Arlington, TX

UnscoredInsufficient · 3
$3,995150,165 mi

Comparison: 3 similar vehicles

Arlington, TX

2004 Mercedes-Benz S-Class S430

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

2004 Mercedes-Benz S-Class S430

Fort Worth, TX

UnscoredInsufficient · 0
$3,995151,806 mi

Fort Worth, TX

2001 Buick Regal LS

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

2001 Buick Regal LS

Haltom City, TX

UnscoredInsufficient · 0
$3,995198,542 mi

Haltom City, TX

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Arlington, TX

UnscoredLimited · 5
$3,999156,439 mi

Comparison: 5 similar vehicles

Arlington, TX

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Arlington, TX

UnscoredLimited · 9
$3,999129,562 mi

Comparison: 9 similar vehicles

Arlington, TX

2012 Mitsubishi Lancer ES

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

2012 Mitsubishi Lancer ES

Fort Worth, TX

UnscoredInsufficient · 0
$3,999161,616 mi

Fort Worth, TX

2007 Toyota Yaris S

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

2007 Toyota Yaris S

Fort Worth, TX

UnscoredInsufficient · 0
$3,999231,463 mi

Fort Worth, TX

2005 Mercedes-Benz C-Class C240

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

2005 Mercedes-Benz C-Class C240

Fort Worth, TX

UnscoredInsufficient · 0
$3,999161,820 mi

Fort Worth, TX

2003 Toyota Corolla S

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

2003 Toyota Corolla S

Fort Worth, TX

UnscoredInsufficient · 0
$3,999140,854 mi

Fort Worth, TX

2008 INFINITI G 35 Journey

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

2008 INFINITI G 35 Journey

Granbury, TX

UnscoredInsufficient · 4
$4,000153,261 mi

Comparison: 4 similar vehicles

Granbury, TX

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Fort Worth, TX

UnscoredInsufficient · 3
$4,199159,261 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Fort Worth, TX

UnscoredInsufficient · 3
$4,200215,940 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2002 Mazda 626 LX

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

2002 Mazda 626 LX

Arlington, TX

UnscoredInsufficient · 0
$4,220142,107 mi

Arlington, TX

2007 Chrysler 300 Touring

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

2007 Chrysler 300 Touring

Grand Prairie, TX

UnscoredLimited · 5
$4,222191,368 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2013 Audi A8 Base

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

2013 Audi A8 Base

Grand Prairie, TX

UnscoredInsufficient · 3
$4,250228,427 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2004 Honda Accord LX

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

2004 Honda Accord LX

Arlington, TX

UnscoredLimited · 5
$4,250308,588 mi

Comparison: 5 similar vehicles

Arlington, TX

2010 Lincoln MKS Base

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

2010 Lincoln MKS Base

Haltom City, TX

UnscoredInsufficient · 0
$4,300180,720 mi

Haltom City, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Fort Worth, TX

UnscoredLimited · 8
$4,350211,176 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2010 Suzuki SX4 Sport S

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

2010 Suzuki SX4 Sport S

Kennedale, TX

UnscoredInsufficient · 0
$4,399108,435 mi

Kennedale, TX

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Arlington, TX

UnscoredInsufficient · 3
$4,445204,664 mi

Comparison: 3 similar vehicles

Arlington, TX

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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 rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

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 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, and exports.
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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