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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

781 listings found

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Somerset, KY

UnscoredInsufficient · 4
$1,995214,084 mi

Comparison: 4 similar vehicles

Somerset, KY

2005 Ford Taurus SEL

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

2005 Ford Taurus SEL

Somerset, KY

UnscoredLimited · 5
$2,400152,781 mi

Comparison: 5 similar vehicles

Somerset, KY

1998 Lincoln Continental Base

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

1998 Lincoln Continental Base

London, KY

UnscoredInsufficient · 0
$2,500179,249 mi

London, KY

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Corbin, KY

Salvage title
$2,990171,899 mi

Corbin, KY

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Corbin, KY

UnscoredInsufficient · 0
$2,990168,076 mi

Corbin, KY

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Corbin, KY

UnscoredInsufficient · 4
$2,990196,000 mi

Comparison: 4 similar vehicles

Corbin, KY

2012 Ford Fusion SE

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

2012 Ford Fusion SE

London, KY

UnscoredModerate · 45
$2,995192,651 mi

Comparison: 45 similar vehicles

London, KY

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Somerset, KY

UnscoredInsufficient · 0
$2,995208,969 mi

Somerset, KY

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Monticello, KY

UnscoredInsufficient · 0
$3,200125,000 mi

Monticello, KY

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Somerset, KY

UnscoredInsufficient · 0
$3,275267,457 mi

Somerset, KY

2011 Chevrolet Cruze 2LT

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

2011 Chevrolet Cruze 2LT

Lily, KY

UnscoredInsufficient · 4
$3,300145,000 mi

Comparison: 4 similar vehicles

Lily, KY

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

London, KY

UnscoredInsufficient · 3
$3,450191,673 mi

Comparison: 3 similar vehicles

London, KY

2005 Honda Accord EX

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

2005 Honda Accord EX

London, KY

UnscoredModerate · 22
$3,850245,677 mi

Comparison: 22 similar vehicles

London, KY

2014 Ford Focus SE

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

2014 Ford Focus SE

Somerset, KY

UnscoredRobust · 89
$3,865212,797 mi

Comparison: 89 similar vehicles

Somerset, KY

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Oneida, TN

UnscoredModerate · 20
$3,900182,981 mi

Comparison: 20 similar vehicles

Oneida, TN

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Oneida, TN

UnscoredModerate · 20
$3,900212,705 mi

Comparison: 20 similar vehicles

Oneida, TN

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Corbin, KY

UnscoredInsufficient · 4
$3,900116,011 mi

Comparison: 4 similar vehicles

Corbin, KY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

London, KY

UnscoredRobust · 69
$3,950199,170 mi

Comparison: 69 similar vehicles

London, KY

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

London, KY

UnscoredInsufficient · 4
$3,950142,853 mi

Comparison: 4 similar vehicles

London, KY

2005 Nissan Altima S

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

2005 Nissan Altima S

London, KY

UnscoredLimited · 5
$3,950169,040 mi

Comparison: 5 similar vehicles

London, KY

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Somerset, KY

UnscoredLimited · 5
$3,975159,479 mi

Comparison: 5 similar vehicles

Somerset, KY

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

London, KY

UnscoredInsufficient · 4
$3,990179,186 mi

Comparison: 4 similar vehicles

London, KY

2014 Chevrolet Sonic RS

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

2014 Chevrolet Sonic RS

Corbin, KY

Salvage title
$3,990202,146 mi

Corbin, KY

2007 Hyundai Sonata LIMITED

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

2007 Hyundai Sonata LIMITED

London, KY

UnscoredInsufficient · 0
$3,990160,644 mi

London, KY

2007 BMW 5 Series 530i

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

2007 BMW 5 Series 530i

London, KY

UnscoredInsufficient · 0
$3,990136,040 mi

London, KY

2005 Buick LaCrosse CXS

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

2005 Buick LaCrosse CXS

Corbin, KY

UnscoredInsufficient · 0
$3,990Mileage not verified

Corbin, KY

2018 Kia FORTE LX

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

2018 Kia FORTE LX

London, KY

UnscoredRobust · 86
$3,995194,308 mi

Comparison: 86 similar vehicles

London, KY

2013 Kia Optima SX

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

2013 Kia Optima SX

Somerset, KY

UnscoredLimited · 8
$3,995293,119 mi

Comparison: 8 similar vehicles

Somerset, KY

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Somerset, KY

UnscoredInsufficient · 3
$3,995137,960 mi

Comparison: 3 similar vehicles

Somerset, KY

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Corbin, KY

UnscoredInsufficient · 0
$4,000171,698 mi

Corbin, KY

2004 INFINITI G35 Base

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

2004 INFINITI G35 Base

London, KY

UnscoredInsufficient · 0
$4,000149,357 mi

London, KY

2008 Chrysler 300 C

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

2008 Chrysler 300 C

Somerset, KY

UnscoredInsufficient · 0
$4,100156,575 mi

Somerset, KY

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Somerset, KY

UnscoredLimited · 10
$4,195144,588 mi

Comparison: 10 similar vehicles

Somerset, KY

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Corbin, KY

UnscoredLimited · 12
$4,200159,962 mi

Comparison: 12 similar vehicles

Corbin, KY

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Corbin, KY

UnscoredLimited · 8
$4,389167,030 mi

Comparison: 8 similar vehicles

Corbin, KY

2013 Chevrolet Malibu 1SA

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

2013 Chevrolet Malibu 1SA

Corbin, KY

UnscoredInsufficient · 3
$4,500152,394 mi

Comparison: 3 similar vehicles

Corbin, KY

2006 Chevrolet Impala LS

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

2006 Chevrolet Impala LS

Barbourville, KY

UnscoredInsufficient · 0
$4,580145,460 mi

Barbourville, KY

No Photo

2015 Kia Rio LX

Somerset, KY

UnscoredInsufficient · 0
$4,595149,556 mi

Somerset, KY

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Corbin, KY

UnscoredLimited · 7
$4,800109,806 mi

Comparison: 7 similar vehicles

Corbin, KY

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Oneida, TN

UnscoredModerate · 45
$4,888193,349 mi

Comparison: 45 similar vehicles

Oneida, TN

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Corbin, KY

UnscoredModerate · 46
$4,890164,866 mi

Comparison: 46 similar vehicles

Corbin, KY

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Somerset, KY

UnscoredModerate · 25
$4,900172,000 mi

Comparison: 25 similar vehicles

Somerset, KY

2010 Honda Civic LX

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

2010 Honda Civic LX

Somerset, KY

UnscoredLimited · 13
$4,900238,767 mi

Comparison: 13 similar vehicles

Somerset, KY

No Photo

2015 Nissan Altima S

Somerset, KY

UnscoredRobust · 85
$4,960233,700 mi

Comparison: 85 similar vehicles

Somerset, KY

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Somerset, KY

UnscoredInsufficient · 4
$4,975121,257 mi

Comparison: 4 similar vehicles

Somerset, KY

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Oneida, TN

UnscoredModerate · 37
$4,990203,794 mi

Comparison: 37 similar vehicles

Oneida, TN

2014 Chevrolet Impala 1LS

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

2014 Chevrolet Impala 1LS

Oneida, TN

Salvage title
$4,990Mileage not verified

Oneida, TN

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Corbin, KY

Salvage title
$4,990Mileage not verified

Corbin, KY

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Corbin, KY

Salvage title
$4,990135,351 mi

Corbin, KY

2008 Mazda MAZDA6 i Sport

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

2008 Mazda MAZDA6 i Sport

Corbin, KY

UnscoredInsufficient · 0
$4,990109,087 mi

Corbin, KY

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 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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