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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

24,680 listings found

2009 Ford Taurus Limited

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

2009 Ford Taurus Limited

Nicholasville, KY

UnscoredInsufficient · 0
$1,900195,630 mi

Nicholasville, KY

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Nicholasville, KY

UnscoredLimited · 9
$1,900252,740 mi

Comparison: 9 similar vehicles

Nicholasville, KY

No Photo

2007 Chrysler PT Cruiser Touring Edition

Somerset, KY

UnscoredInsufficient · 0
$1,995173,814 mi

Somerset, KY

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

2010 Ford Focus SES

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

2010 Ford Focus SES

Nicholasville, KY

UnscoredInsufficient · 4
$2,343Mileage not verified

Comparison: 4 similar vehicles

Nicholasville, KY

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

Somerset, KY

UnscoredInsufficient · 0
$2,400190,079 mi

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

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Georgetown, KY

UnscoredModerate · 32
$2,500242,703 mi

Comparison: 32 similar vehicles

Georgetown, KY

2006 Chevrolet Uplander LS

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

2006 Chevrolet Uplander LS

Georgetown, KY

UnscoredLimited · 14
$2,500110,146 mi

Comparison: 14 similar vehicles

Georgetown, KY

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Nicholasville, KY

UnscoredInsufficient · 4
$2,500165,190 mi

Comparison: 4 similar vehicles

Nicholasville, KY

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Frankfort, KY

UnscoredInsufficient · 4
$2,500203,600 mi

Comparison: 4 similar vehicles

Frankfort, 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

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Winchester, KY

UnscoredInsufficient · 3
$2,750197,176 mi

Comparison: 3 similar vehicles

Winchester, KY

2006 Dodge Durango SXT

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

2006 Dodge Durango SXT

Winchester, KY

UnscoredInsufficient · 0
$2,750231,906 mi

Winchester, KY

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Columbia, KY

UnscoredInsufficient · 0
$2,850214,000 mi

Columbia, KY

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Frankfort, KY

UnscoredInsufficient · 3
$2,888162,000 mi

Comparison: 3 similar vehicles

Frankfort, KY

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Nicholasville, KY

UnscoredLimited · 15
$2,900164,448 mi

Comparison: 15 similar vehicles

Nicholasville, KY

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Somerset, KY

UnscoredInsufficient · 0
$2,950353,058 mi

Somerset, KY

1994 Dodge Ram 1500

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

1994 Dodge Ram 1500

Somerset, KY

UnscoredInsufficient · 0
$2,950334,915 mi

Somerset, KY

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Lexington, KY

UnscoredLimited · 9
$2,980349,543 mi

Comparison: 9 similar vehicles

Lexington, KY

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Lexington, KY

UnscoredLimited · 6
$2,980198,614 mi

Comparison: 6 similar vehicles

Lexington, 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 · 46
$2,995192,651 mi

Comparison: 46 similar vehicles

London, KY

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Nicholasville, KY

UnscoredLimited · 14
$2,995229,245 mi

Comparison: 14 similar vehicles

Nicholasville, 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

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Somerset, KY

UnscoredLimited · 16
$2,995270,471 mi

Comparison: 16 similar vehicles

Somerset, KY

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Nicholasville, KY

UnscoredInsufficient · 4
$2,995231,542 mi

Comparison: 4 similar vehicles

Nicholasville, KY

2003 Chevrolet Impala LS

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

2003 Chevrolet Impala LS

Bardstown, KY

UnscoredInsufficient · 0
$2,995254,001 mi

Bardstown, KY

No Photo

2002 Volkswagen Passat GLS

Lexington, KY

UnscoredInsufficient · 0
$2,995Mileage not verified

Lexington, KY

1998 Mercury Mountaineer Base

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

1998 Mercury Mountaineer Base

Frankfort, KY

UnscoredInsufficient · 0
$2,995247,410 mi

Frankfort, KY

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Lexington, KY

UnscoredModerate · 24
$2,999235,213 mi

Comparison: 24 similar vehicles

Lexington, KY

2009 Acura MDX Technology Package

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

2009 Acura MDX Technology Package

Winchester, KY

UnscoredInsufficient · 3
$2,999252,852 mi

Comparison: 3 similar vehicles

Winchester, KY

2007 Dodge Caliber SXT

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

2007 Dodge Caliber SXT

Winchester, KY

UnscoredInsufficient · 0
$2,999192,840 mi

Winchester, KY

No Photo

2002 GMC Yukon XL SLE

Somerset, KY

UnscoredInsufficient · 0
$2,999247,359 mi

Somerset, KY

2017 Hyundai Elantra GT

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

2017 Hyundai Elantra GT

Georgetown, KY

UnscoredLimited · 11
$3,000122,787 mi

Comparison: 11 similar vehicles

Georgetown, KY

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Columbia, KY

UnscoredLimited · 5
$3,000201,033 mi

Comparison: 5 similar vehicles

Columbia, KY

No Photo

2006 Chrysler PT Cruiser LIMITED

Lexington, KY

UnscoredInsufficient · 0
$3,000129,340 mi

Lexington, KY

2011 Chevrolet Cruze 2LT

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

2011 Chevrolet Cruze 2LT

Winchester, KY

UnscoredInsufficient · 4
$3,150195,154 mi

Comparison: 4 similar vehicles

Winchester, KY

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Monticello, KY

UnscoredLimited · 11
$3,200204,000 mi

Comparison: 11 similar vehicles

Monticello, KY

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Corbin, KY

UnscoredLimited · 8
$3,200161,650 mi

Comparison: 8 similar vehicles

Corbin, 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

2014 Hyundai Sonata Hybrid Base

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

2014 Hyundai Sonata Hybrid Base

Winchester, KY

UnscoredInsufficient · 3
$3,290157,888 mi

Comparison: 3 similar vehicles

Winchester, KY

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Somerset, KY

UnscoredLimited · 5
$3,295180,907 mi

Comparison: 5 similar vehicles

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

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

Lexington, KY

UnscoredLimited · 6
$3,300304,884 mi

Comparison: 6 similar vehicles

Lexington, KY

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Winchester, KY

UnscoredInsufficient · 0
$3,350199,426 mi

Winchester, KY

2007 Honda Element EX

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

2007 Honda Element EX

Winchester, KY

UnscoredInsufficient · 0
$3,350229,066 mi

Winchester, KY

2006 Volkswagen Jetta 2.5

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

2006 Volkswagen Jetta 2.5

Winchester, KY

UnscoredInsufficient · 0
$3,350209,253 mi

Winchester, KY

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Somerset, KY

UnscoredInsufficient · 4
$3,400232,845 mi

Comparison: 4 similar vehicles

Somerset, KY

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Lexington, KY

UnscoredModerate · 33
$3,400197,123 mi

Comparison: 33 similar vehicles

Lexington, 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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