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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

2,246 listings found

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Denison, TX

UnscoredInsufficient · 0
$2,995139,839 mi

Denison, TX

2005 Mercury Sable LS

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

2005 Mercury Sable LS

Rockwall, TX

UnscoredInsufficient · 0
$3,000Mileage not verified

Rockwall, TX

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

McKinney, TX

UnscoredInsufficient · 0
$3,400226,482 mi

McKinney, TX

2005 Toyota Avalon XLS

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

2005 Toyota Avalon XLS

McKinney, TX

UnscoredInsufficient · 0
$3,400214,326 mi

McKinney, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Greenville, TX

UnscoredLimited · 5
$3,500108,924 mi

Comparison: 5 similar vehicles

Greenville, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Greenville, TX

UnscoredLimited · 10
$3,500166,217 mi

Comparison: 10 similar vehicles

Greenville, TX

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Greenville, TX

UnscoredLimited · 8
$3,500179,027 mi

Comparison: 8 similar vehicles

Greenville, TX

2005 Nissan Maxima SL

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

2005 Nissan Maxima SL

Rockwall, TX

UnscoredInsufficient · 0
$3,500187,320 mi

Rockwall, TX

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

McKinney, TX

UnscoredLimited · 5
$3,599147,600 mi

Comparison: 5 similar vehicles

McKinney, TX

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Plano, TX

UnscoredLimited · 9
$3,656178,578 mi

Comparison: 9 similar vehicles

Plano, TX

2009 Audi A4 Premium

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

2009 Audi A4 Premium

McKinney, TX

UnscoredInsufficient · 3
$3,700119,886 mi

Comparison: 3 similar vehicles

McKinney, TX

2019 Mitsubishi Mirage G4 ES

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

2019 Mitsubishi Mirage G4 ES

Greenville, TX

UnscoredLimited · 9
$3,800152,763 mi

Comparison: 9 similar vehicles

Greenville, TX

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Plano, TX

UnscoredLimited · 5
$3,800165,800 mi

Comparison: 5 similar vehicles

Plano, TX

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Greenville, TX

UnscoredLimited · 8
$3,800198,622 mi

Comparison: 8 similar vehicles

Greenville, TX

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

McKinney, TX

UnscoredLimited · 5
$3,990168,215 mi

Comparison: 5 similar vehicles

McKinney, TX

2001 Buick LeSabre Limited

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

2001 Buick LeSabre Limited

Wylie, TX

UnscoredInsufficient · 0
$3,995120,933 mi

Wylie, TX

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Plano, TX

UnscoredInsufficient · 0
$3,995177,271 mi

Plano, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Commerce, TX

UnscoredLimited · 15
$3,999261,596 mi

Comparison: 15 similar vehicles

Commerce, TX

2008 Nissan Versa S

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

2008 Nissan Versa S

Princeton, TX

UnscoredInsufficient · 0
$4,000121,600 mi

Princeton, TX

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Plano, TX

UnscoredInsufficient · 0
$4,251166,073 mi

Plano, TX

2012 Honda Accord SE

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

2012 Honda Accord SE

Allen, TX

UnscoredInsufficient · 4
$4,395239,974 mi

Comparison: 4 similar vehicles

Allen, TX

2006 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

McKinney, TX

UnscoredInsufficient · 0
$4,400110,547 mi

McKinney, TX

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Wylie, TX

UnscoredInsufficient · 4
$4,500157,125 mi

Comparison: 4 similar vehicles

Wylie, TX

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Van Alstyne, TX

UnscoredLimited · 12
$4,500174,634 mi

Comparison: 12 similar vehicles

Van Alstyne, TX

2012 Volkswagen Jetta S

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

2012 Volkswagen Jetta S

Plano, TX

UnscoredInsufficient · 0
$4,500155,220 mi

Plano, TX

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Wylie, TX

UnscoredInsufficient · 3
$4,500171,986 mi

Comparison: 3 similar vehicles

Wylie, TX

2006 Mercury Milan Premier

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

2006 Mercury Milan Premier

Denison, TX

UnscoredInsufficient · 0
$4,500244,547 mi

Denison, TX

2006 Kia Optima EX

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

2006 Kia Optima EX

McKinney, TX

UnscoredInsufficient · 0
$4,500104,134 mi

McKinney, TX

2003 Lincoln Town Car Executive

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

2003 Lincoln Town Car Executive

Van Alstyne, TX

UnscoredInsufficient · 0
$4,500123,200 mi

Van Alstyne, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Wylie, TX

UnscoredModerate · 20
$4,680172,977 mi

Comparison: 20 similar vehicles

Wylie, TX

2014 Kia Forte LX

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

2014 Kia Forte LX

Wylie, TX

UnscoredInsufficient · 3
$4,700118,766 mi

Comparison: 3 similar vehicles

Wylie, TX

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

McKinney, TX

UnscoredInsufficient · 0
$4,700129,373 mi

McKinney, TX

2011 Kia Forte SX

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

2011 Kia Forte SX

Wylie, TX

UnscoredInsufficient · 0
$4,800136,001 mi

Wylie, TX

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Wylie, TX

UnscoredLimited · 9
$4,800203,716 mi

Comparison: 9 similar vehicles

Wylie, TX

2011 Dodge Avenger Lux

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

2011 Dodge Avenger Lux

McKinney, TX

UnscoredInsufficient · 0
$4,850154,542 mi

McKinney, TX

No Photo

2013 Ford Focus SE

Saint Paul, TX

UnscoredLimited · 15
$4,900154,280 mi

Comparison: 15 similar vehicles

Saint Paul, TX

2011 Lexus IS 250

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

2011 Lexus IS 250

Van Alstyne, TX

UnscoredLimited · 6
$4,900185,900 mi

Comparison: 6 similar vehicles

Van Alstyne, TX

No Photo

2003 Honda Accord EX

Saint Paul, TX

UnscoredLimited · 5
$4,900205,065 mi

Comparison: 5 similar vehicles

Saint Paul, TX

2016 Kia Forte LX

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

2016 Kia Forte LX

Plano, TX

UnscoredLimited · 7
$4,980128,920 mi

Comparison: 7 similar vehicles

Plano, TX

2013 Honda Civic EX-L

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

2013 Honda Civic EX-L

McKinney, TX

UnscoredInsufficient · 3
$4,990169,756 mi

Comparison: 3 similar vehicles

McKinney, TX

2013 Kia Optima EX Hybrid

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

2013 Kia Optima EX Hybrid

McKinney, TX

UnscoredInsufficient · 0
$4,990212,962 mi

McKinney, TX

2017 Nissan Altima SR

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

2017 Nissan Altima SR

Denison, TX

UnscoredModerate · 20
$4,995246,541 mi

Comparison: 20 similar vehicles

Denison, TX

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Plano, TX

UnscoredInsufficient · 4
$4,995208,726 mi

Comparison: 4 similar vehicles

Plano, TX

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Denison, TX

UnscoredInsufficient · 0
$4,995141,600 mi

Denison, TX

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Wylie, TX

Salvage title
$4,99596,667 mi

Wylie, TX

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Commerce, TX

UnscoredModerate · 37
$4,999141,532 mi

Comparison: 37 similar vehicles

Commerce, TX

2018 Ford Fiesta SE

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

2018 Ford Fiesta SE

Commerce, TX

UnscoredLimited · 7
$5,000107,001 mi

Comparison: 7 similar vehicles

Commerce, TX

2013 Kia Optima LX

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

2013 Kia Optima LX

Frisco, TX

UnscoredLimited · 7
$5,022206,863 mi

Comparison: 7 similar vehicles

Frisco, TX

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Plano, TX

UnscoredLimited · 16
$5,274173,270 mi

Comparison: 16 similar vehicles

Plano, TX

2005 Mercedes-Benz E-Class E320

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

2005 Mercedes-Benz E-Class E320

Plano, TX

UnscoredInsufficient · 0
$5,27493,650 mi

Plano, 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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