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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

388 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

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

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

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

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

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

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

2006 Dodge Charger SXT

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

2006 Dodge Charger SXT

Tishomingo, OK

UnscoredInsufficient · 0
$4,999176,750 mi

Tishomingo, OK

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Gainesville, TX

UnscoredInsufficient · 4
$5,225202,442 mi

Comparison: 4 similar vehicles

Gainesville, TX

2011 Lincoln MKS Base

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

2011 Lincoln MKS Base

Van Alstyne, TX

UnscoredInsufficient · 3
$5,750120,525 mi

Comparison: 3 similar vehicles

Van Alstyne, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Denison, TX

UnscoredInsufficient · 4
$5,999201,156 mi

Comparison: 4 similar vehicles

Denison, TX

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Denison, TX

UnscoredLimited · 8
$6,224125,199 mi

Comparison: 8 similar vehicles

Denison, TX

2007 Maserati Quattroporte Executive GT

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

2007 Maserati Quattroporte Executive GT

Van Alstyne, TX

UnscoredInsufficient · 0
$6,25077,658 mi

Van Alstyne, TX

2000 Nissan Maxima GLE

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

2000 Nissan Maxima GLE

Sherman, TX

UnscoredInsufficient · 0
$6,995148,908 mi

Sherman, TX

2008 Toyota Avalon XL

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

2008 Toyota Avalon XL

Bonham, TX

UnscoredInsufficient · 3
$6,999174,778 mi

Comparison: 3 similar vehicles

Bonham, TX

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Denison, TX

UnscoredModerate · 36
$7,200130,113 mi

Comparison: 36 similar vehicles

Denison, TX

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Sherman, TX

UnscoredLimited · 9
$7,224173,453 mi

Comparison: 9 similar vehicles

Sherman, TX

2016 Kia Optima EX

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

2016 Kia Optima EX

Denison, TX

UnscoredLimited · 12
$7,224155,449 mi

Comparison: 12 similar vehicles

Denison, TX

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Sherman, TX

UnscoredModerate · 31
$7,524253,725 mi

Comparison: 31 similar vehicles

Sherman, TX

2011 Cadillac DTS Luxury Collection

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

2011 Cadillac DTS Luxury Collection

Sherman, TX

UnscoredInsufficient · 3
$7,624100,140 mi

Comparison: 3 similar vehicles

Sherman, TX

2011 Hyundai Equus Ultimate

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

2011 Hyundai Equus Ultimate

Sherman, TX

UnscoredInsufficient · 0
$7,850151,215 mi

Sherman, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Sherman, TX

Fair PriceModerate · 49
$7,995110,144 mi

Market: $3,500 – $11,995

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Sherman, TX

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Sherman, TX

UnscoredInsufficient · 3
$7,995193,559 mi

Comparison: 3 similar vehicles

Sherman, TX

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Gainesville, TX

UnscoredInsufficient · 3
$7,995125,703 mi

Comparison: 3 similar vehicles

Gainesville, TX

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Sherman, TX

UnscoredLimited · 5
$7,995136,915 mi

Comparison: 5 similar vehicles

Sherman, TX

2006 BMW 3 Series 325xi

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

2006 BMW 3 Series 325xi

Sherman, TX

UnscoredInsufficient · 0
$7,995142,685 mi

Sherman, TX

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Ardmore, OK

UnscoredLimited · 13
$8,195135,412 mi

Comparison: 13 similar vehicles

Ardmore, OK

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Sherman, TX

UnscoredModerate · 43
$8,495120,691 mi

Comparison: 43 similar vehicles

Sherman, TX

2008 Lexus IS 250

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

2008 Lexus IS 250

Gainesville, TX

Fair PriceModerate · 21
$8,500108,565 mi

Market: $4,888 – $18,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 225 days listed (based on current market benchmarks)

Gainesville, 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
$8,750149,700 mi

Comparison: 6 similar vehicles

Van Alstyne, TX

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Madill, OK

Fair PriceRobust · 64
$8,849102,460 mi

Market: $6,060 – $18,500

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Madill, OK

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Madill, OK

Fair PriceLimited · 16
$8,849108,000 mi

Market: $4,900 – $10,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Madill, OK

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Gainesville, TX

OverpricedLimited · 11
$8,995177,190 mi

Market: $4,650 – $6,999

Comparison: 11 similar vehicles

Priced ~29% above the typical market range for similar vehicles (based on current market benchmarks)

Gainesville, TX

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Sherman, TX

UnscoredInsufficient · 0
$8,995184,369 mi

Sherman, TX

2015 Cadillac XTS Luxury Collection

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

2015 Cadillac XTS Luxury Collection

Bonham, TX

UnscoredLimited · 15
$8,999143,379 mi

Comparison: 15 similar vehicles

Bonham, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Denison, TX

UnscoredRobust · 74
$9,224161,512 mi

Comparison: 74 similar vehicles

Denison, TX

2019 Honda Civic LX

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

2019 Honda Civic LX

Sherman, TX

UnscoredModerate · 24
$9,495143,900 mi

Comparison: 24 similar vehicles

Sherman, TX

2008 Lexus LS Base

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

2008 Lexus LS Base

Denison, TX

UnscoredLimited · 7
$9,500221,598 mi

Comparison: 7 similar vehicles

Denison, TX

2010 Buick Lucerne CXL Premium

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

2010 Buick Lucerne CXL Premium

Gainesville, TX

UnscoredInsufficient · 0
$9,950127,102 mi

Gainesville, TX

2009 Nissan Maxima SV

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

2009 Nissan Maxima SV

Gainesville, TX

UnscoredInsufficient · 4
$9,950190,591 mi

Comparison: 4 similar vehicles

Gainesville, TX

2007 Ford Five Hundred Limited

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

2007 Ford Five Hundred Limited

Gainesville, TX

UnscoredInsufficient · 0
$9,950165,483 mi

Gainesville, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Sherman, TX

UnscoredInsufficient · 3
$9,995169,947 mi

Comparison: 3 similar vehicles

Sherman, TX

2013 Honda Accord LX

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

2013 Honda Accord LX

Gainesville, TX

UnscoredLimited · 14
$9,995179,405 mi

Comparison: 14 similar vehicles

Gainesville, TX

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Sherman, TX

UnscoredLimited · 13
$9,995132,217 mi

Comparison: 13 similar vehicles

Sherman, TX

2009 Hyundai Genesis 3.8

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

2009 Hyundai Genesis 3.8

Denison, TX

UnscoredInsufficient · 0
$9,995142,096 mi

Denison, TX

2018 Nissan Sentra SR

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

2018 Nissan Sentra SR

Ardmore, OK

Fair PriceLimited · 17
$10,19596,658 mi

Market: $8,299 – $12,500

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Ardmore, OK

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Sherman, TX

Fair PriceModerate · 28
$10,495102,020 mi

Market: $5,000 – $21,499

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Sherman, TX

2012 BMW 7 Series 750i

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

2012 BMW 7 Series 750i

Sherman, TX

UnscoredInsufficient · 4
$10,49590,639 mi

Comparison: 4 similar vehicles

Sherman, TX

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Van Alstyne, TX

UnscoredInsufficient · 3
$10,500127,757 mi

Comparison: 3 similar vehicles

Van Alstyne, TX

2019 Chevrolet Cruze LS

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

2019 Chevrolet Cruze LS

Sherman, TX

Fair PriceLimited · 17
$10,724118,654 mi

Market: $5,500 – $21,500

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Sherman, TX

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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