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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

2,872 listings found

2009 Ford Flex LIMITED

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

2009 Ford Flex LIMITED

Killeen, TX

UnscoredInsufficient · 0
$2,800113,108 mi

Killeen, TX

2007 Hyundai Veracruz GLS

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

2007 Hyundai Veracruz GLS

Killeen, TX

UnscoredInsufficient · 0
$3,950146,716 mi

Killeen, TX

2008 Nissan Xterra SE

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

2008 Nissan Xterra SE

Killeen, TX

UnscoredInsufficient · 0
$4,095214,162 mi

Killeen, TX

2003 Mitsubishi Outlander XLS AWD

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

2003 Mitsubishi Outlander XLS AWD

Killeen, TX

UnscoredInsufficient · 0
$4,150194,420 mi

Killeen, TX

2005 Chevrolet TrailBlazer LT

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

2005 Chevrolet TrailBlazer LT

Killeen, TX

UnscoredInsufficient · 0
$4,450124,589 mi

Killeen, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Killeen, TX

Unscored
$4,495176,627 mi

Comparison: 8 similar vehicles

Killeen, TX

2006 Buick Rainier CXL

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

2006 Buick Rainier CXL

Crawford, TX

UnscoredInsufficient · 0
$4,500177,685 mi

Crawford, TX

2013 Chevrolet Captiva Sport LTZ

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

2013 Chevrolet Captiva Sport LTZ

Killeen, TX

UnscoredInsufficient · 0
$4,850166,734 mi

Killeen, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Killeen, TX

Unscored
$4,995148,247 mi

Comparison: 19 similar vehicles

Killeen, TX

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Killeen, TX

Unscored
$4,995223,284 mi

Comparison: 21 similar vehicles

Killeen, TX

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Killeen, TX

UnscoredInsufficient · 0
$4,995152,626 mi

Killeen, TX

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Woodway, TX

Unscored
$5,400214,000 mi

Comparison: 8 similar vehicles

Woodway, TX

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Killeen, TX

UnscoredInsufficient · 4
$5,490139,131 mi

Comparison: 4 similar vehicles

Killeen, TX

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Killeen, TX

Unscored
$5,750127,776 mi

Comparison: 25 similar vehicles

Killeen, TX

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Crawford, TX

Unscored
$5,850175,200 mi

Comparison: 23 similar vehicles

Crawford, TX

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Killeen, TX

Unscored
$5,995185,286 mi

Comparison: 20 similar vehicles

Killeen, TX

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Killeen, TX

Unscored
$5,995196,820 mi

Comparison: 10 similar vehicles

Killeen, TX

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Killeen, TX

Unscored
$5,995193,895 mi

Comparison: 8 similar vehicles

Killeen, TX

2006 Ford Expedition Limited

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

2006 Ford Expedition Limited

Lampasas, TX

UnscoredInsufficient · 0
$5,995193,792 mi

Lampasas, TX

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Killeen, TX

Unscored
$6,350158,297 mi

Comparison: 42 similar vehicles

Killeen, TX

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Comanche, TX

Unscored
$6,424212,586 mi

Comparison: 11 similar vehicles

Comanche, TX

2013 Chevrolet Tahoe LS

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

2013 Chevrolet Tahoe LS

Gatesville, TX

Unscored
$6,500171,560 mi

Comparison: 12 similar vehicles

Gatesville, TX

2011 Jeep Wrangler Sport

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

2011 Jeep Wrangler Sport

Gatesville, TX

Unscored
$6,500192,426 mi

Comparison: 11 similar vehicles

Gatesville, TX

2008 Dodge Nitro SLT

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

2008 Dodge Nitro SLT

San Saba, TX

UnscoredInsufficient · 0
$6,500150,290 mi

San Saba, TX

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

San Saba, TX

UnscoredInsufficient · 0
$6,50058,000 mi

San Saba, TX

2020 Dodge Journey SE

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

2020 Dodge Journey SE

Killeen, TX

Unscored
$6,550182,213 mi

Comparison: 59 similar vehicles

Killeen, TX

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Crawford, TX

Unscored
$6,550178,243 mi

Comparison: 153 similar vehicles

Crawford, TX

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Killeen, TX

Fair PriceLimited · 17
$6,550119,407 mi

Market: $4,500 – $15,195

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Killeen, TX

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Killeen, TX

Unscored
$6,595145,050 mi

Comparison: 18 similar vehicles

Killeen, TX

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Killeen, TX

Unscored
$6,650237,500 mi

Comparison: 16 similar vehicles

Killeen, TX

2008 Lexus RX 400h

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

2008 Lexus RX 400h

Killeen, TX

Unscored
$6,900212,113 mi

Comparison: 25 similar vehicles

Killeen, TX

2016 Nissan Murano SL

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

2016 Nissan Murano SL

Crawford, TX

Unscored
$6,950135,850 mi

Comparison: 24 similar vehicles

Crawford, TX

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Killeen, TX

Unscored
$6,970139,545 mi

Comparison: 34 similar vehicles

Killeen, TX

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Killeen, TX

Unscored
$6,970170,915 mi

Comparison: 22 similar vehicles

Killeen, TX

2013 Jeep Patriot Latitude

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

2013 Jeep Patriot Latitude

Killeen, TX

Unscored
$6,970150,110 mi

Comparison: 7 similar vehicles

Killeen, TX

2012 Mitsubishi Outlander Sport ES

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

2012 Mitsubishi Outlander Sport ES

Killeen, TX

UnscoredInsufficient · 0
$6,970128,015 mi

Killeen, TX

2014 Ford Expedition King Ranch

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

2014 Ford Expedition King Ranch

Killeen, TX

Unscored
$6,995270,751 mi

Comparison: 20 similar vehicles

Killeen, TX

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Killeen, TX

UnscoredInsufficient · 3
$6,995162,710 mi

Comparison: 3 similar vehicles

Killeen, TX

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Killeen, TX

UnscoredInsufficient · 0
$6,995178,021 mi

Killeen, TX

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Killeen, TX

Unscored
$7,450168,228 mi

Comparison: 62 similar vehicles

Killeen, TX

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Killeen, TX

UnscoredInsufficient · 0
$7,500157,986 mi

Killeen, TX

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Belton, TX

Unscored
$7,500183,355 mi

Comparison: 15 similar vehicles

Belton, TX

2018 Ford Explorer Base

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

2018 Ford Explorer Base

Killeen, TX

Unscored
$7,550163,053 mi

Comparison: 33 similar vehicles

Killeen, TX

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Killeen, TX

Unscored
$7,900203,321 mi

Comparison: 5 similar vehicles

Killeen, TX

2013 Nissan JUKE SL

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

2013 Nissan JUKE SL

Killeen, TX

Fair PriceLimited · 11
$7,95093,943 mi

Market: $1,995 – $11,950

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Killeen, TX

2016 Ford Escape Titanium

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

2016 Ford Escape Titanium

Killeen, TX

Unscored
$7,995131,027 mi

Comparison: 53 similar vehicles

Killeen, TX

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Killeen, TX

Unscored
$7,995194,183 mi

Comparison: 46 similar vehicles

Killeen, TX

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Killeen, TX

Unscored
$7,995241,360 mi

Comparison: 6 similar vehicles

Killeen, TX

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Killeen, TX

OverpricedLimited · 11
$7,995157,364 mi

Market: $1,499 – $6,495

Comparison: 11 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Killeen, TX

2014 Hyundai Tucson SE

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

2014 Hyundai Tucson SE

Killeen, TX

Unscored
$8,200146,373 mi

Comparison: 11 similar vehicles

Killeen, 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.
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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