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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 3, 2026

6.1M+

Unique vehicles analyzed

as of November 3, 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

145 listings found

1992 Ford Econoline

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

1992 Ford Econoline

Greenbrier, AR

UnscoredInsufficient · 0
$3,000152,388 mi

Greenbrier, AR

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Greenbrier, AR

UnscoredInsufficient · 3
$3,999196,025 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2011 Cadillac STS Premium

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

2011 Cadillac STS Premium

Greenbrier, AR

UnscoredInsufficient · 0
$3,999164,095 mi

Greenbrier, AR

2015 Acura TLX Technology Package

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

2015 Acura TLX Technology Package

Greenbrier, AR

UnscoredInsufficient · 4
$4,250255,823 mi

Comparison: 4 similar vehicles

Greenbrier, AR

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Greenbrier, AR

UnscoredInsufficient · 0
$4,950279,029 mi

Greenbrier, AR

1999 Jeep Grand Cherokee LIMITED

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

1999 Jeep Grand Cherokee LIMITED

Greenbrier, AR

UnscoredInsufficient · 0
$4,950208,432 mi

Greenbrier, AR

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Greenbrier, AR

UnscoredInsufficient · 4
$4,999139,845 mi

Comparison: 4 similar vehicles

Greenbrier, AR

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Greenbrier, AR

UnscoredInsufficient · 0
$5,900131,970 mi

Greenbrier, AR

2011 BMW 3 Series 335i

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

2011 BMW 3 Series 335i

Greenbrier, AR

UnscoredInsufficient · 0
$5,950120,023 mi

Greenbrier, AR

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Greenbrier, AR

Unscored
$5,999152,749 mi

Comparison: 11 similar vehicles

Greenbrier, AR

2013 GMC Terrain Denali

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

2013 GMC Terrain Denali

Greenbrier, AR

UnscoredInsufficient · 0
$5,999207,793 mi

Greenbrier, AR

2009 Chevrolet Suburban LT2

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

2009 Chevrolet Suburban LT2

Greenbrier, AR

UnscoredInsufficient · 0
$5,999219,990 mi

Greenbrier, AR

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Greenbrier, AR

OverpricedLimited · 12
$6,850149,104 mi

Market: $4,995 – $5,950

Comparison: 12 similar vehicles

Priced ~15% above the typical market range for similar vehicles (based on current market benchmarks)

Greenbrier, AR

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Greenbrier, AR

Unscored
$6,950137,898 mi

Comparison: 12 similar vehicles

Greenbrier, AR

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Greenbrier, AR

UnscoredInsufficient · 0
$6,950184,054 mi

Greenbrier, AR

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Greenbrier, AR

UnscoredInsufficient · 3
$6,999191,316 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2012 Chevrolet Tahoe Fleet

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

2012 Chevrolet Tahoe Fleet

Greenbrier, AR

UnscoredInsufficient · 0
$7,450149,161 mi

Greenbrier, AR

2017 Chevrolet Cruze Premier

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

2017 Chevrolet Cruze Premier

Greenbrier, AR

Unscored
$7,900190,695 mi

Comparison: 16 similar vehicles

Greenbrier, AR

2008 Lexus RX 350

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

2008 Lexus RX 350

Greenbrier, AR

Unscored
$7,950228,910 mi

Comparison: 7 similar vehicles

Greenbrier, AR

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Greenbrier, AR

UnscoredInsufficient · 0
$7,950145,574 mi

Greenbrier, AR

2005 Jeep Wrangler SE

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

2005 Jeep Wrangler SE

Greenbrier, AR

UnscoredInsufficient · 0
$7,950165,931 mi

Greenbrier, AR

2005 Honda CR-V SE

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

2005 Honda CR-V SE

Greenbrier, AR

UnscoredInsufficient · 0
$7,950137,253 mi

Greenbrier, AR

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Greenbrier, AR

Unscored
$8,029146,095 mi

Comparison: 6 similar vehicles

Greenbrier, AR

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Greenbrier, AR

Unscored
$8,450141,888 mi

Comparison: 13 similar vehicles

Greenbrier, AR

2011 Nissan Murano SL

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

2011 Nissan Murano SL

Greenbrier, AR

Unscored
$8,450184,734 mi

Comparison: 6 similar vehicles

Greenbrier, AR

2018 Chevrolet Express Cargo Work Van

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

2018 Chevrolet Express Cargo Work Van

Greenbrier, AR

UnscoredInsufficient · 3
$8,900194,914 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Greenbrier, AR

Unscored
$8,900193,473 mi

Comparison: 10 similar vehicles

Greenbrier, AR

2010 Toyota Highlander Limited

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

2010 Toyota Highlander Limited

Greenbrier, AR

UnscoredInsufficient · 0
$8,900217,000 mi

Greenbrier, AR

2011 GMC Sierra 1500 SLT

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

2011 GMC Sierra 1500 SLT

Greenbrier, AR

Unscored
$8,950226,269 mi

Comparison: 5 similar vehicles

Greenbrier, AR

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

Greenbrier, AR

Unscored
$9,000127,866 mi

Comparison: 16 similar vehicles

Greenbrier, AR

2017 Buick Encore Preferred II

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

2017 Buick Encore Preferred II

Greenbrier, AR

UnscoredInsufficient · 3
$9,000134,864 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Greenbrier, AR

UnscoredInsufficient · 3
$9,000190,576 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2017 Nissan Juke S

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

2017 Nissan Juke S

Greenbrier, AR

UnscoredInsufficient · 0
$9,079164,843 mi

Greenbrier, AR

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Greenbrier, AR

Fair PriceLimited · 14
$9,079118,008 mi

Market: $6,000 – $11,590

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Greenbrier, AR

2016 Kia Soul +

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

2016 Kia Soul +

Greenbrier, AR

Unscored
$9,079149,953 mi

Comparison: 5 similar vehicles

Greenbrier, AR

2012 Honda Odyssey EX-L

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

2012 Honda Odyssey EX-L

Greenbrier, AR

Unscored
$9,500135,000 mi

Comparison: 12 similar vehicles

Greenbrier, AR

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Greenbrier, AR

Unscored
$9,900225,000 mi

Comparison: 5 similar vehicles

Greenbrier, AR

2011 Land Rover LR4 Base

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

2011 Land Rover LR4 Base

Greenbrier, AR

UnscoredInsufficient · 0
$9,900159,771 mi

Greenbrier, AR

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Greenbrier, AR

Unscored
$9,900206,000 mi

Comparison: 5 similar vehicles

Greenbrier, AR

2019 Chevrolet Equinox LS

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

2019 Chevrolet Equinox LS

Greenbrier, AR

UnscoredInsufficient · 3
$9,950174,463 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Greenbrier, AR

UnscoredInsufficient · 3
$9,950154,320 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Greenbrier, AR

Unscored
$9,950156,376 mi

Comparison: 17 similar vehicles

Greenbrier, AR

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Greenbrier, AR

Unscored
$9,950140,814 mi

Comparison: 13 similar vehicles

Greenbrier, AR

2014 GMC Yukon XL SLT

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

2014 GMC Yukon XL SLT

Greenbrier, AR

UnscoredInsufficient · 0
$9,950168,662 mi

Greenbrier, AR

1994 Ford F-350

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

1994 Ford F-350

Greenbrier, AR

UnscoredInsufficient · 0
$9,99066,812 mi

Greenbrier, AR

2003 Hummer H2 Base

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

2003 Hummer H2 Base

Greenbrier, AR

Unscored
$10,029236,665 mi

Comparison: 12 similar vehicles

Greenbrier, AR

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Greenbrier, AR

UnscoredInsufficient · 3
$10,079137,874 mi

Comparison: 3 similar vehicles

Greenbrier, AR

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Greenbrier, AR

Unscored
$10,079140,981 mi

Comparison: 10 similar vehicles

Greenbrier, AR

2016 RAM 2500 Pickup Tradesman

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

2016 RAM 2500 Pickup Tradesman

Greenbrier, AR

Unscored
$10,550227,565 mi

Comparison: 17 similar vehicles

Greenbrier, AR

2014 BMW 3 Series 335i

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

2014 BMW 3 Series 335i

Greenbrier, AR

UnscoredInsufficient · 0
$10,900113,844 mi

Greenbrier, AR

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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