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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

381 listings found

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Chadron, NE

UnscoredInsufficient · 0
$2,995262,000 mi

Chadron, NE

2000 Chevrolet Silverado BASE

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

2000 Chevrolet Silverado BASE

Chadron, NE

UnscoredInsufficient · 0
$2,995201,073 mi

Chadron, NE

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Chadron, NE

UnscoredInsufficient · 0
$3,098233,151 mi

Chadron, NE

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Chadron, NE

UnscoredInsufficient · 0
$3,599169,752 mi

Chadron, NE

2013 Dodge Grand Caravan SE

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

2013 Dodge Grand Caravan SE

Chadron, NE

UnscoredInsufficient · 0
$3,995115,000 mi

Chadron, NE

2010 Chevrolet Equinox LTZ

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

2010 Chevrolet Equinox LTZ

Gordon, NE

UnscoredInsufficient · 0
$3,995191,939 mi

Gordon, NE

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Chadron, NE

UnscoredInsufficient · 0
$3,995134,000 mi

Chadron, NE

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Chadron, NE

UnscoredInsufficient · 0
$4,098263,016 mi

Chadron, NE

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Gordon, NE

UnscoredInsufficient · 0
$4,495149,000 mi

Gordon, NE

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Chadron, NE

UnscoredInsufficient · 0
$4,495107,000 mi

Chadron, NE

2014 Nissan Altima S

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

2014 Nissan Altima S

Chadron, NE

UnscoredInsufficient · 0
$4,995126,000 mi

Chadron, NE

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Gordon, NE

UnscoredInsufficient · 0
$4,995143,640 mi

Gordon, NE

2004 GMC Yukon SLE

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

2004 GMC Yukon SLE

Chadron, NE

UnscoredInsufficient · 0
$5,823182,000 mi

Chadron, NE

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Chadron, NE

UnscoredInsufficient · 0
$5,995126,000 mi

Chadron, NE

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Chadron, NE

UnscoredLimited · 8
$5,995195,000 mi

Comparison: 8 similar vehicles

Chadron, NE

2014 Chevrolet Impala 1LS

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

2014 Chevrolet Impala 1LS

Chadron, NE

UnscoredInsufficient · 0
$5,995185,000 mi

Chadron, NE

2011 Ford Expedition XL

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

2011 Ford Expedition XL

Chadron, NE

UnscoredInsufficient · 0
$5,995146,000 mi

Chadron, NE

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Chadron, NE

UnscoredInsufficient · 0
$5,995181,706 mi

Chadron, NE

2008 Chevrolet HHR LT

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

2008 Chevrolet HHR LT

Gordon, NE

UnscoredInsufficient · 0
$5,995146,668 mi

Gordon, NE

2004 GMC Yukon SLE

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

2004 GMC Yukon SLE

Gordon, NE

UnscoredInsufficient · 0
$5,995173,263 mi

Gordon, NE

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Gordon, NE

UnscoredInsufficient · 0
$6,995175,728 mi

Gordon, NE

2009 Ford Escape XLS

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

2009 Ford Escape XLS

Gordon, NE

UnscoredInsufficient · 0
$6,995170,032 mi

Gordon, NE

2006 Chevrolet Silverado 1500 LT1

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

2006 Chevrolet Silverado 1500 LT1

Gordon, NE

UnscoredInsufficient · 0
$6,995221,189 mi

Gordon, NE

2005 Chevrolet Suburban LS

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

2005 Chevrolet Suburban LS

Gordon, NE

UnscoredInsufficient · 3
$6,995150,033 mi

Comparison: 3 similar vehicles

Gordon, NE

2016 Dodge Grand Caravan American Value Package

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

2016 Dodge Grand Caravan American Value Package

Gordon, NE

UnscoredInsufficient · 0
$7,995138,000 mi

Gordon, NE

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Chadron, NE

UnscoredInsufficient · 0
$7,995112,000 mi

Chadron, NE

2014 Chevrolet Cruze ECO

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

2014 Chevrolet Cruze ECO

Gordon, NE

UnscoredInsufficient · 0
$7,99597,928 mi

Gordon, NE

2012 Chevrolet Equinox LTZ

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

2012 Chevrolet Equinox LTZ

Chadron, NE

UnscoredInsufficient · 0
$7,995125,846 mi

Chadron, NE

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Chadron, NE

UnscoredInsufficient · 0
$7,995154,000 mi

Chadron, NE

2010 Chevrolet Equinox LTZ

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

2010 Chevrolet Equinox LTZ

Gordon, NE

UnscoredInsufficient · 0
$7,995142,478 mi

Gordon, NE

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Chadron, NE

UnscoredLimited · 5
$7,995207,138 mi

Comparison: 5 similar vehicles

Chadron, NE

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Chadron, NE

UnscoredInsufficient · 0
$8,09886,470 mi

Chadron, NE

2012 Volkswagen Tiguan S

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

2012 Volkswagen Tiguan S

Chadron, NE

UnscoredInsufficient · 0
$8,09890,374 mi

Chadron, NE

2015 Ford Focus SE

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

2015 Ford Focus SE

Chadron, NE

UnscoredInsufficient · 0
$8,99559,999 mi

Chadron, NE

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Gordon, NE

UnscoredInsufficient · 0
$8,99583,178 mi

Gordon, NE

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Gordon, NE

UnscoredInsufficient · 0
$8,995216,000 mi

Gordon, NE

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Gordon, NE

UnscoredInsufficient · 4
$9,495103,000 mi

Comparison: 4 similar vehicles

Gordon, NE

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Gordon, NE

UnscoredInsufficient · 4
$9,495101,165 mi

Comparison: 4 similar vehicles

Gordon, NE

2016 Ford Expedition XL

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

2016 Ford Expedition XL

Chadron, NE

UnscoredInsufficient · 0
$9,995133,000 mi

Chadron, NE

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Chadron, NE

UnscoredLimited · 5
$9,995162,000 mi

Comparison: 5 similar vehicles

Chadron, NE

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Gordon, NE

UnscoredInsufficient · 0
$9,99567,687 mi

Gordon, NE

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Chadron, NE

UnscoredInsufficient · 3
$9,995155,971 mi

Comparison: 3 similar vehicles

Chadron, NE

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Gordon, NE

UnscoredInsufficient · 3
$9,995234,000 mi

Comparison: 3 similar vehicles

Gordon, NE

2009 GMC Yukon SLT2

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

2009 GMC Yukon SLT2

Gordon, NE

UnscoredInsufficient · 0
$9,995165,000 mi

Gordon, NE

2009 Chevrolet Avalanche LT2

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

2009 Chevrolet Avalanche LT2

Gordon, NE

UnscoredInsufficient · 0
$9,995187,000 mi

Gordon, NE

2018 Mitsubishi Eclipse Cross LE

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

2018 Mitsubishi Eclipse Cross LE

Chadron, NE

UnscoredInsufficient · 0
$9,99998,758 mi

Chadron, NE

2014 RAM 1500 Sport

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

2014 RAM 1500 Sport

Chadron, NE

UnscoredLimited · 12
$10,999146,796 mi

Comparison: 12 similar vehicles

Chadron, NE

2017 Lincoln MKZ Reserve

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

2017 Lincoln MKZ Reserve

Chadron, NE

UnscoredInsufficient · 0
$11,720120,084 mi

Chadron, NE

2016 GMC Terrain SLE-2

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

2016 GMC Terrain SLE-2

Chadron, NE

UnscoredInsufficient · 0
$11,99596,759 mi

Chadron, NE

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

Chadron, NE

UnscoredInsufficient · 0
$11,995145,642 mi

Chadron, NE

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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