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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

396 listings found

2015 Chevrolet Malibu Fleet

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

2015 Chevrolet Malibu Fleet

York, NE

UnscoredInsufficient · 0
$2,500225,000 mi

York, NE

2009 Nissan Versa S

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

2009 Nissan Versa S

Grand Island, NE

UnscoredInsufficient · 0
$2,975Mileage not verified

Grand Island, NE

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Grand Island, NE

UnscoredInsufficient · 0
$2,999160,884 mi

Grand Island, NE

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Grand Island, NE

UnscoredLimited · 8
$3,225149,014 mi

Comparison: 8 similar vehicles

Grand Island, NE

2007 BMW 5 Series 525xi

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

2007 BMW 5 Series 525xi

Grand Island, NE

UnscoredInsufficient · 0
$3,500164,410 mi

Grand Island, NE

2000 Honda Accord LX

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

2000 Honda Accord LX

Grand Island, NE

UnscoredInsufficient · 0
$3,500171,494 mi

Grand Island, NE

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Columbus, NE

UnscoredInsufficient · 0
$3,999277,357 mi

Columbus, NE

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Humphrey, NE

UnscoredLimited · 5
$4,000186,258 mi

Comparison: 5 similar vehicles

Humphrey, NE

2000 Toyota Camry LE

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

2000 Toyota Camry LE

Grand Island, NE

UnscoredInsufficient · 0
$4,200163,983 mi

Grand Island, NE

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Humphrey, NE

UnscoredInsufficient · 3
$4,500231,582 mi

Comparison: 3 similar vehicles

Humphrey, NE

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Humphrey, NE

UnscoredInsufficient · 0
$4,500160,258 mi

Humphrey, NE

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Grand Island, NE

UnscoredInsufficient · 4
$4,700160,000 mi

Comparison: 4 similar vehicles

Grand Island, NE

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

York, NE

UnscoredInsufficient · 4
$4,750165,000 mi

Comparison: 4 similar vehicles

York, NE

2009 Nissan Maxima S

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

2009 Nissan Maxima S

Grand Island, NE

Salvage title
$4,780147,026 mi

Grand Island, NE

2009 Nissan Altima S

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

2009 Nissan Altima S

Central City, NE

UnscoredInsufficient · 4
$4,995192,668 mi

Comparison: 4 similar vehicles

Central City, NE

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Madison, NE

UnscoredLimited · 6
$4,999163,765 mi

Comparison: 6 similar vehicles

Madison, NE

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Humphrey, NE

UnscoredModerate · 36
$5,000188,258 mi

Comparison: 36 similar vehicles

Humphrey, NE

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Grand Island, NE

UnscoredInsufficient · 4
$5,000116,483 mi

Comparison: 4 similar vehicles

Grand Island, NE

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Grand Island, NE

UnscoredInsufficient · 0
$5,000147,274 mi

Grand Island, NE

2012 Ford Fusion Sport

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

2012 Ford Fusion Sport

York, NE

UnscoredInsufficient · 0
$5,220147,602 mi

York, NE

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Seward, NE

UnscoredLimited · 6
$5,495Mileage not verified

Comparison: 6 similar vehicles

Seward, NE

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Albion, NE

UnscoredLimited · 18
$5,500137,000 mi

Comparison: 18 similar vehicles

Albion, NE

2014 Nissan Altima S

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

2014 Nissan Altima S

Grand Island, NE

UnscoredLimited · 7
$5,500127,152 mi

Comparison: 7 similar vehicles

Grand Island, NE

2013 Chevrolet Cruze LTZ

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

2013 Chevrolet Cruze LTZ

Humphrey, NE

UnscoredLimited · 5
$5,500165,258 mi

Comparison: 5 similar vehicles

Humphrey, NE

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Humphrey, NE

UnscoredInsufficient · 0
$5,500122,580 mi

Humphrey, NE

2005 Acura RL Base

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

2005 Acura RL Base

York, NE

UnscoredInsufficient · 0
$5,530152,000 mi

York, NE

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Valparaiso, NE

UnscoredInsufficient · 4
$5,600128,785 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

York, NE

UnscoredInsufficient · 0
$5,790100,626 mi

York, NE

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Grand Island, NE

UnscoredInsufficient · 0
$5,880122,029 mi

Grand Island, NE

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Genoa, NE

UnscoredLimited · 7
$5,995132,000 mi

Comparison: 7 similar vehicles

Genoa, NE

2005 Chrysler 300 Touring

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

2005 Chrysler 300 Touring

Humphrey, NE

UnscoredInsufficient · 0
$6,000130,280 mi

Humphrey, NE

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Valparaiso, NE

UnscoredLimited · 13
$6,200129,378 mi

Comparison: 13 similar vehicles

Valparaiso, NE

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Valparaiso, NE

UnscoredLimited · 9
$6,35095,296 mi

Comparison: 9 similar vehicles

Valparaiso, NE

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Valparaiso, NE

UnscoredInsufficient · 4
$6,400100,625 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Grand Island, NE

UnscoredInsufficient · 4
$6,500282,725 mi

Comparison: 4 similar vehicles

Grand Island, NE

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Grand Island, NE

UnscoredLimited · 6
$6,975147,033 mi

Comparison: 6 similar vehicles

Grand Island, NE

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Grand Island, NE

UnscoredInsufficient · 0
$6,975164,244 mi

Grand Island, NE

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Grand Island, NE

UnscoredInsufficient · 0
$6,975Mileage not verified

Grand Island, NE

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Grand Island, NE

UnscoredInsufficient · 0
$6,975161,312 mi

Grand Island, NE

2019 Hyundai Elantra SEL

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

2019 Hyundai Elantra SEL

Grand Island, NE

UnscoredLimited · 6
$6,99988,704 mi

Comparison: 6 similar vehicles

Grand Island, NE

2014 Ford Focus SE

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

2014 Ford Focus SE

Grand Island, NE

UnscoredModerate · 40
$6,999140,558 mi

Comparison: 40 similar vehicles

Grand Island, NE

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Humphrey, NE

UnscoredLimited · 8
$7,000204,619 mi

Comparison: 8 similar vehicles

Humphrey, NE

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

Columbus, NE

UnscoredInsufficient · 0
$7,000134,224 mi

Columbus, NE

2010 Pontiac G6

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

2010 Pontiac G6

Silver Creek, NE

UnscoredInsufficient · 0
$7,000118,890 mi

Silver Creek, NE

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Silver Creek, NE

UnscoredInsufficient · 0
$7,000101,869 mi

Silver Creek, NE

2005 Audi A4 Base

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

2005 Audi A4 Base

Humphrey, NE

UnscoredInsufficient · 0
$7,000104,258 mi

Humphrey, NE

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Columbus, NE

UnscoredInsufficient · 0
$7,194103,410 mi

Columbus, NE

2017 Volkswagen Passat SE

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

2017 Volkswagen Passat SE

Aurora, NE

UnscoredLimited · 5
$7,50080,138 mi

Comparison: 5 similar vehicles

Aurora, NE

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Albion, NE

UnscoredInsufficient · 4
$7,50096,000 mi

Comparison: 4 similar vehicles

Albion, NE

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Stromsburg, NE

Fair PriceModerate · 21
$7,500118,055 mi

Market: $5,995 – $8,399

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Stromsburg, 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. 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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