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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 · November 8, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

3,789 listings found

2008 Ford Taurus X SEL

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

2008 Ford Taurus X SEL

Tyler, TX

UnscoredInsufficient · 3
$3,995182,380 mi

Comparison: 3 similar vehicles

Tyler, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Tyler, TX

Unscored
$4,000262,450 mi

Comparison: 18 similar vehicles

Tyler, TX

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Whitehouse, TX

Unscored
$4,500187,068 mi

Comparison: 11 similar vehicles

Whitehouse, TX

2011 Nissan JUKE SV

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

2011 Nissan JUKE SV

Chandler, TX

UnscoredInsufficient · 0
$4,500197,335 mi

Chandler, TX

2012 Nissan Pathfinder Silver Edition

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

2012 Nissan Pathfinder Silver Edition

Tyler, TX

UnscoredInsufficient · 0
$4,800159,000 mi

Tyler, TX

2013 Audi Q5 Premium Plus

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

2013 Audi Q5 Premium Plus

Jacksonville, TX

UnscoredInsufficient · 0
$4,900211,126 mi

Jacksonville, TX

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Chandler, TX

Unscored
$5,500213,121 mi

Comparison: 18 similar vehicles

Chandler, TX

2014 GMC Terrain SLT-2

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

2014 GMC Terrain SLT-2

Tyler, TX

Unscored
$5,944155,780 mi

Comparison: 5 similar vehicles

Tyler, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Palestine, TX

Unscored
$5,950256,000 mi

Comparison: 16 similar vehicles

Palestine, TX

2018 Lincoln MKT Reserve

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

2018 Lincoln MKT Reserve

Palestine, TX

UnscoredInsufficient · 3
$5,996Mileage not verified

Comparison: 3 similar vehicles

Palestine, TX

2009 Mercedes-Benz M-Class ML350

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

2009 Mercedes-Benz M-Class ML350

Tyler, TX

Unscored
$6,175155,651 mi

Comparison: 12 similar vehicles

Tyler, TX

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Tyler, TX

Fair PriceLimited · 14
$6,395117,210 mi

Market: $3,799 – $8,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Tyler, TX

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Tyler, TX

Fair PriceLimited · 15
$6,478111,537 mi

Market: $4,995 – $17,995

Comparison: 15 similar vehicles

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

Tyler, TX

2012 Nissan Xterra X

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

2012 Nissan Xterra X

Jacksonville, TX

UnscoredInsufficient · 0
$6,500153,779 mi

Jacksonville, TX

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Tyler, TX

Unscored
$6,500234,000 mi

Comparison: 10 similar vehicles

Tyler, TX

2017 Jeep Renegade Sport

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

2017 Jeep Renegade Sport

Jacksonville, TX

Unscored
$6,900207,683 mi

Comparison: 12 similar vehicles

Jacksonville, TX

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Tyler, TX

Unscored
$6,995183,087 mi

Comparison: 13 similar vehicles

Tyler, TX

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Athens, TX

Unscored
$7,000120,712 mi

Comparison: 14 similar vehicles

Athens, TX

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Tyler, TX

UnscoredInsufficient · 0
$7,125149,703 mi

Tyler, TX

2012 Mercedes-Benz GLK-Class GLK350

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

2012 Mercedes-Benz GLK-Class GLK350

Flint, TX

Fair PriceLimited · 14
$7,490Mileage not verified

Market: $4,250 – $13,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Flint, TX

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Whitehouse, TX

Unscored
$7,495228,557 mi

Comparison: 5 similar vehicles

Whitehouse, TX

2016 Land Rover Discovery Sport SE

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

2016 Land Rover Discovery Sport SE

Whitehouse, TX

Unscored
$7,500176,271 mi

Comparison: 10 similar vehicles

Whitehouse, TX

2014 Acura MDX Technology & Entertainment Package

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

2014 Acura MDX Technology & Entertainment Package

Tyler, TX

Unscored
$7,500167,115 mi

Comparison: 8 similar vehicles

Tyler, TX

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Whitehouse, TX

Unscored
$7,732141,884 mi

Comparison: 55 similar vehicles

Whitehouse, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Jacksonville, TX

Fair PriceModerate · 38
$7,90082,830 mi

Market: $2,899 – $14,562

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Jacksonville, TX

2018 Ford Explorer Sport

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

2018 Ford Explorer Sport

Palestine, TX

Unscored
$7,987172,637 mi

Comparison: 20 similar vehicles

Palestine, TX

2017 Ford Escape SE

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

2017 Ford Escape SE

Tyler, TX

Unscored
$7,988139,492 mi

Comparison: 195 similar vehicles

Tyler, TX

2016 Jeep Patriot High Altitude Edition

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

2016 Jeep Patriot High Altitude Edition

Fairfield, TX

UnscoredInsufficient · 0
$7,98855,823 mi

Fairfield, TX

2014 Volkswagen Tiguan S

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

2014 Volkswagen Tiguan S

Tyler, TX

UnscoredInsufficient · 0
$7,98882,125 mi

Tyler, TX

2010 Ford Flex Limited

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

2010 Ford Flex Limited

Tyler, TX

Unscored
$8,150169,916 mi

Comparison: 5 similar vehicles

Tyler, TX

2016 Mazda CX-5 Touring

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

2016 Mazda CX-5 Touring

Jacksonville, TX

Unscored
$8,500185,000 mi

Comparison: 62 similar vehicles

Jacksonville, TX

2017 Honda Pilot EX-L

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

2017 Honda Pilot EX-L

Athens, TX

Unscored
$8,788243,508 mi

Comparison: 98 similar vehicles

Athens, TX

2018 Ford Edge SE

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

2018 Ford Edge SE

Palestine, TX

Unscored
$8,893137,611 mi

Comparison: 14 similar vehicles

Palestine, TX

2012 Chevrolet Tahoe LT

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

2012 Chevrolet Tahoe LT

Palestine, TX

Unscored
$8,894139,190 mi

Comparison: 27 similar vehicles

Palestine, TX

2020 Jeep Grand Cherokee Laredo E

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

2020 Jeep Grand Cherokee Laredo E

Jacksonville, TX

Unscored
$8,995180,835 mi

Comparison: 47 similar vehicles

Jacksonville, TX

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

Tyler, TX

Unscored
$8,999126,929 mi

Comparison: 29 similar vehicles

Tyler, TX

2008 Hummer H3 Alpha

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

2008 Hummer H3 Alpha

Tyler, TX

UnscoredInsufficient · 0
$9,000218,000 mi

Tyler, TX

2019 Nissan Armada SL

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

2019 Nissan Armada SL

Tyler, TX

UnscoredInsufficient · 3
$9,125182,994 mi

Comparison: 3 similar vehicles

Tyler, TX

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Mabank, TX

Unscored
$9,216129,834 mi

Comparison: 29 similar vehicles

Mabank, TX

2017 GMC Acadia Limited Base

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

2017 GMC Acadia Limited Base

Whitehouse, TX

Unscored
$9,232177,734 mi

Comparison: 45 similar vehicles

Whitehouse, TX

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Fairfield, TX

Unscored
$9,257155,319 mi

Comparison: 115 similar vehicles

Fairfield, TX

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Chandler, TX

Unscored
$9,360200,137 mi

Comparison: 32 similar vehicles

Chandler, TX

2017 Jeep Patriot 75th Anniversary Edition

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

2017 Jeep Patriot 75th Anniversary Edition

Jacksonville, TX

UnscoredInsufficient · 0
$9,50066,600 mi

Jacksonville, TX

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Whitehouse, TX

Unscored
$9,500129,790 mi

Comparison: 26 similar vehicles

Whitehouse, TX

2012 Ford Explorer Limited

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

2012 Ford Explorer Limited

Mabank, TX

Fair PriceLimited · 11
$9,502105,154 mi

Market: $2,900 – $13,220

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 228 days listed (based on current market benchmarks)

Mabank, TX

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Tyler, TX

UnscoredInsufficient · 4
$9,527162,138 mi

Comparison: 4 similar vehicles

Tyler, TX

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Whitehouse, TX

Unscored
$9,610149,917 mi

Comparison: 113 similar vehicles

Whitehouse, TX

2017 Jeep All-New Compass Latitude

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

2017 Jeep All-New Compass Latitude

Fairfield, TX

Salvage title
$9,78061,200 mi

Fairfield, TX

2018 Jeep Cherokee Limited

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

2018 Jeep Cherokee Limited

Whitehouse, TX

Great DealModerate · 22
$9,800102,328 mi

Market: $13,500 – $19,220

Comparison: 22 similar vehicles

Competitively priced ~27% below the typical range compared to similar vehicles · 28 days listed (based on current market benchmarks)

Whitehouse, TX

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Mabank, TX

Fair PriceRobust · 72
$9,81696,424 mi

Market: $3,950 – $18,145

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Mabank, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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