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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

3,633 listings found

2009 Chevrolet Impala LTZ

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

2009 Chevrolet Impala LTZ

Doniphan, MO

UnscoredInsufficient · 0
$2,750191,612 mi

Doniphan, MO

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Doniphan, MO

UnscoredLimited · 8
$2,950265,353 mi

Comparison: 8 similar vehicles

Doniphan, MO

No Photo

2003 GMC Yukon XL SLE

Paragould, AR

UnscoredInsufficient · 0
$2,950260,617 mi

Paragould, AR

2003 Chevrolet TrailBlazer LTZ

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

2003 Chevrolet TrailBlazer LTZ

Poplar Bluff, MO

UnscoredInsufficient · 0
$3,250215,290 mi

Poplar Bluff, MO

2012 Ford Focus SE

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

2012 Ford Focus SE

Poplar Bluff, MO

UnscoredLimited · 13
$3,500229,483 mi

Comparison: 13 similar vehicles

Poplar Bluff, MO

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

Dexter, MO

UnscoredInsufficient · 0
$3,500176,592 mi

Dexter, MO

2011 Dodge Grand Caravan Mainstreet

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

2011 Dodge Grand Caravan Mainstreet

Paragould, AR

UnscoredLimited · 8
$3,950225,403 mi

Comparison: 8 similar vehicles

Paragould, AR

2007 Mazda MAZDA5 Grand Touring

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

2007 Mazda MAZDA5 Grand Touring

Paragould, AR

UnscoredInsufficient · 0
$3,950158,362 mi

Paragould, AR

2002 Suzuki Vitara JLX

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

2002 Suzuki Vitara JLX

Doniphan, MO

UnscoredInsufficient · 0
$4,131125,562 mi

Doniphan, MO

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Doniphan, MO

UnscoredInsufficient · 4
$4,850170,987 mi

Comparison: 4 similar vehicles

Doniphan, MO

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Dexter, MO

UnscoredInsufficient · 3
$4,900154,374 mi

Comparison: 3 similar vehicles

Dexter, MO

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Dexter, MO

UnscoredInsufficient · 0
$4,900138,707 mi

Dexter, MO

2011 Acura MDX Technology & Entertainment Package

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

2011 Acura MDX Technology & Entertainment Package

Dexter, MO

UnscoredInsufficient · 0
$4,950244,158 mi

Dexter, MO

2010 Jeep Grand Cherokee Laredo

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

2010 Jeep Grand Cherokee Laredo

Dexter, MO

UnscoredInsufficient · 0
$4,950173,099 mi

Dexter, MO

2008 Jeep Compass Sport

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

2008 Jeep Compass Sport

Poplar Bluff, MO

UnscoredInsufficient · 0
$4,950151,095 mi

Poplar Bluff, MO

2005 Volvo S80 2.5T A

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

2005 Volvo S80 2.5T A

Paragould, AR

UnscoredInsufficient · 0
$4,950195,101 mi

Paragould, AR

2003 Toyota Sequoia SR5

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

2003 Toyota Sequoia SR5

Poplar Bluff, MO

UnscoredInsufficient · 0
$4,950156,404 mi

Poplar Bluff, MO

2010 GMC Terrain SLT-1

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

2010 GMC Terrain SLT-1

Dexter, MO

UnscoredInsufficient · 0
$4,995191,189 mi

Dexter, MO

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Corning, AR

UnscoredInsufficient · 0
$4,999187,644 mi

Corning, AR

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Maynard, AR

UnscoredLimited · 19
$5,000149,817 mi

Comparison: 19 similar vehicles

Maynard, AR

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Bernie, MO

UnscoredLimited · 5
$5,250Mileage not verified

Comparison: 5 similar vehicles

Bernie, MO

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Doniphan, MO

UnscoredLimited · 8
$5,497188,759 mi

Comparison: 8 similar vehicles

Doniphan, MO

2016 Lincoln MKX Premiere

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

2016 Lincoln MKX Premiere

Dexter, MO

UnscoredLimited · 10
$5,500177,363 mi

Comparison: 10 similar vehicles

Dexter, MO

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Bernie, MO

UnscoredLimited · 12
$5,500Mileage not verified

Comparison: 12 similar vehicles

Bernie, MO

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Dexter, MO

UnscoredModerate · 24
$5,500214,000 mi

Comparison: 24 similar vehicles

Dexter, MO

1996 Chevrolet GMT400

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

1996 Chevrolet GMT400

Doniphan, MO

UnscoredInsufficient · 0
$5,540198,653 mi

Doniphan, MO

2012 GMC Acadia SLE

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

2012 GMC Acadia SLE

Fairdealing, MO

UnscoredInsufficient · 3
$5,544173,181 mi

Comparison: 3 similar vehicles

Fairdealing, MO

2002 Ford Ranger Edge

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

2002 Ford Ranger Edge

Fairdealing, MO

UnscoredInsufficient · 0
$5,544225,412 mi

Fairdealing, MO

2020 Ford Ecosport SE

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

2020 Ford Ecosport SE

Paragould, AR

UnscoredModerate · 28
$5,900180,950 mi

Comparison: 28 similar vehicles

Paragould, AR

2017 Ford Focus SE

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

2017 Ford Focus SE

Dexter, MO

UnscoredModerate · 21
$5,900129,000 mi

Comparison: 21 similar vehicles

Dexter, MO

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Poplar Bluff, MO

UnscoredModerate · 37
$5,900199,574 mi

Comparison: 37 similar vehicles

Poplar Bluff, MO

2016 Jeep Cherokee Sport

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

2016 Jeep Cherokee Sport

Poplar Bluff, MO

UnscoredLimited · 13
$5,900152,169 mi

Comparison: 13 similar vehicles

Poplar Bluff, MO

2016 Ford Taurus SE

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

2016 Ford Taurus SE

Bernie, MO

UnscoredInsufficient · 3
$5,900Mileage not verified

Comparison: 3 similar vehicles

Bernie, MO

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Poplar Bluff, MO

UnscoredInsufficient · 0
$5,900140,857 mi

Poplar Bluff, MO

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Poplar Bluff, MO

UnscoredModerate · 20
$5,900172,913 mi

Comparison: 20 similar vehicles

Poplar Bluff, MO

2015 Kia Soul Base

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

2015 Kia Soul Base

Bernie, MO

Fair PriceModerate · 33
$5,950Mileage not verified

Market: $5,000 – $15,495

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Bernie, MO

2015 Kia Soul +

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

2015 Kia Soul +

Paragould, AR

UnscoredLimited · 15
$5,950163,000 mi

Comparison: 15 similar vehicles

Paragould, AR

2012 Kia Sportage LX

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

2012 Kia Sportage LX

Paragould, AR

UnscoredInsufficient · 0
$5,950156,000 mi

Paragould, AR

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Poplar Bluff, MO

UnscoredInsufficient · 0
$5,950205,901 mi

Poplar Bluff, MO

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Paragould, AR

UnscoredLimited · 8
$5,950218,000 mi

Comparison: 8 similar vehicles

Paragould, AR

2010 Nissan Altima S

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

2010 Nissan Altima S

Paragould, AR

UnscoredLimited · 10
$5,950180,000 mi

Comparison: 10 similar vehicles

Paragould, AR

2010 Nissan Altima S

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

2010 Nissan Altima S

Paragould, AR

UnscoredLimited · 10
$5,950134,000 mi

Comparison: 10 similar vehicles

Paragould, AR

2009 Ford Expedition Eddie Bauer

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

2009 Ford Expedition Eddie Bauer

Paragould, AR

UnscoredInsufficient · 0
$5,950247,539 mi

Paragould, AR

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Paragould, AR

UnscoredInsufficient · 3
$5,950Mileage not verified

Comparison: 3 similar vehicles

Paragould, AR

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Paragould, AR

UnscoredInsufficient · 0
$5,950235,034 mi

Paragould, AR

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Poplar Bluff, MO

UnscoredLimited · 8
$5,950231,415 mi

Comparison: 8 similar vehicles

Poplar Bluff, MO

2018 Kia Soul +

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

2018 Kia Soul +

Walnut Ridge, AR

UnscoredModerate · 24
$5,995184,220 mi

Comparison: 24 similar vehicles

Walnut Ridge, AR

2016 Kia Soul Base

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

2016 Kia Soul Base

Poplar Bluff, MO

Fair PriceModerate · 23
$5,99594,860 mi

Market: $2,895 – $13,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 229 days listed (based on current market benchmarks)

Poplar Bluff, MO

2015 Kia Optima LX

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

2015 Kia Optima LX

Poplar Bluff, MO

UnscoredModerate · 31
$5,995135,250 mi

Comparison: 31 similar vehicles

Poplar Bluff, MO

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Harviell, MO

UnscoredModerate · 24
$5,995131,000 mi

Comparison: 24 similar vehicles

Harviell, MO

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 manage their profile, 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, exports, and enhanced merchandising.
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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