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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 8, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

4,808 listings found

1999 Buick Century CUSTOM

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

1999 Buick Century CUSTOM

Elmwood, NE

Unscored
$1,595Mileage not verified

Comparison: 7 similar vehicles

Elmwood, NE

2007 Ford Taurus SE

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

2007 Ford Taurus SE

O'Neill, NE

Salvage title
$1,750261,465 mi

O'Neill, NE

2002 Mercury Sable GS

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

2002 Mercury Sable GS

O'Neill, NE

UnscoredInsufficient · 0
$1,750252,138 mi

O'Neill, NE

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Alma, NE

UnscoredInsufficient · 0
$1,800112,244 mi

Alma, NE

2011 Ford Taurus SE

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

2011 Ford Taurus SE

Fremont, NE

UnscoredInsufficient · 0
$1,995301,000 mi

Fremont, NE

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Lincoln, NE

UnscoredInsufficient · 0
$2,000213,000 mi

Lincoln, NE

2001 Buick LeSabre Custom

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

2001 Buick LeSabre Custom

Lincoln, NE

UnscoredInsufficient · 3
$2,098244,717 mi

Comparison: 3 similar vehicles

Lincoln, NE

2004 Chrysler Concorde LX

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

2004 Chrysler Concorde LX

Holdrege, NE

UnscoredInsufficient · 0
$2,200263,059 mi

Holdrege, NE

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Kearney, NE

UnscoredInsufficient · 0
$1,988Mileage not verified

Kearney, NE

2001 Buick LeSabre Custom

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

2001 Buick LeSabre Custom

Lexington, NE

OverpricedLimited · 12
$2,495276,545 mi

Market: $2,098 – $2,198

Comparison: 12 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Lexington, NE

2001 Mercury Grand Marquis LS

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

2001 Mercury Grand Marquis LS

Hastings, NE

UnscoredInsufficient · 0
$2,498158,085 mi

Hastings, NE

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Fremont, NE

UnscoredInsufficient · 3
$2,950Mileage not verified

Comparison: 3 similar vehicles

Fremont, NE

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Lincoln, NE

UnscoredInsufficient · 0
$2,950118,061 mi

Lincoln, NE

2006 Saturn ION 3

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

2006 Saturn ION 3

Fremont, NE

UnscoredInsufficient · 0
$2,950136,493 mi

Fremont, NE

2005 Cadillac DeVille DHS

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

2005 Cadillac DeVille DHS

Fremont, NE

UnscoredInsufficient · 0
$2,950Mileage not verified

Fremont, 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

2011 Hyundai Sonata Hybrid Base

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

2011 Hyundai Sonata Hybrid Base

Lexington, NE

UnscoredInsufficient · 0
$2,995222,375 mi

Lexington, NE

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Chadron, NE

UnscoredInsufficient · 0
$2,995120,000 mi

Chadron, NE

2003 Chevrolet Malibu LS

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

2003 Chevrolet Malibu LS

Chadron, NE

UnscoredInsufficient · 0
$2,995136,000 mi

Chadron, NE

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Chadron, NE

Unscored
$2,999160,454 mi

Comparison: 5 similar vehicles

Chadron, NE

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Bellevue, NE

UnscoredInsufficient · 0
$2,999251,206 mi

Bellevue, NE

2003 Chevrolet Impala Base

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

2003 Chevrolet Impala Base

South Sioux City, NE

UnscoredInsufficient · 0
$2,999111,209 mi

South Sioux City, 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

2002 Acura RL Base

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

2002 Acura RL Base

Lincoln, NE

UnscoredInsufficient · 0
$3,000282,000 mi

Lincoln, NE

2000 Toyota Camry LE

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

2000 Toyota Camry LE

Kearney, NE

UnscoredInsufficient · 0
$3,000288,915 mi

Kearney, NE

2012 Ford Focus SE

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

2012 Ford Focus SE

Lincoln, NE

Unscored
$3,200164,985 mi

Comparison: 21 similar vehicles

Lincoln, 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

Unscored
$3,225149,014 mi

Comparison: 6 similar vehicles

Grand Island, NE

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Kearney, NE

Unscored
$2,988Mileage not verified

Comparison: 8 similar vehicles

Kearney, NE

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Lexington, NE

UnscoredInsufficient · 0
$3,295209,362 mi

Lexington, NE

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Chadron, NE

UnscoredInsufficient · 0
$3,295169,000 mi

Chadron, NE

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Arapahoe, NE

UnscoredInsufficient · 0
$3,400186,291 mi

Arapahoe, NE

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Omaha, NE

Unscored
$3,400133,232 mi

Comparison: 12 similar vehicles

Omaha, NE

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Lincoln, NE

UnscoredInsufficient · 0
$3,450187,339 mi

Lincoln, NE

1997 Toyota Corolla CE

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

1997 Toyota Corolla CE

Lexington, NE

UnscoredInsufficient · 0
$3,495266,573 mi

Lexington, NE

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Fremont, NE

UnscoredInsufficient · 0
$3,500254,051 mi

Fremont, NE

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Omaha, NE

Unscored
$3,650200,000 mi

Comparison: 21 similar vehicles

Omaha, NE

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Omaha, NE

Unscored
$3,695148,172 mi

Comparison: 7 similar vehicles

Omaha, NE

2006 Toyota Camry LE

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

2006 Toyota Camry LE

South Sioux City, NE

UnscoredInsufficient · 0
$3,700269,092 mi

South Sioux City, NE

2005 Chevrolet Malibu LS

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

2005 Chevrolet Malibu LS

Grand Island, NE

UnscoredInsufficient · 0
$3,780214,883 mi

Grand Island, NE

2015 Ford Focus SE

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

2015 Ford Focus SE

Dakota City, NE

Salvage title
$3,900146,000 mi

Dakota City, NE

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Dakota City, NE

Unscored
$3,900196,000 mi

Comparison: 12 similar vehicles

Dakota City, NE

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Dakota City, NE

Salvage title
$3,900121,000 mi

Dakota City, NE

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

South Sioux City, NE

UnscoredInsufficient · 0
$3,900178,000 mi

South Sioux City, NE

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Gering, NE

UnscoredInsufficient · 0
$3,900190,081 mi

Gering, NE

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Grand Island, NE

UnscoredInsufficient · 0
$3,950236,272 mi

Grand Island, NE

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Dakota City, NE

Unscored
$3,950195,503 mi

Comparison: 6 similar vehicles

Dakota City, NE

2006 Dodge Charger SE

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

2006 Dodge Charger SE

Fremont, NE

UnscoredInsufficient · 0
$3,950159,289 mi

Fremont, NE

2006 Hyundai Accent GLS

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

2006 Hyundai Accent GLS

Ralston, NE

UnscoredInsufficient · 0
$3,950130,889 mi

Ralston, NE

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Columbus, NE

UnscoredInsufficient · 0
$3,990141,302 mi

Columbus, NE

2004 Chrysler Concorde LXI

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

2004 Chrysler Concorde LXI

Columbus, NE

UnscoredInsufficient · 0
$3,990147,210 mi

Columbus, NE

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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