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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

1,147 listings found

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Bowling Green, KY

UnscoredInsufficient · 0
$1,995161,411 mi

Bowling Green, KY

2010 Kia Optima LX

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

2010 Kia Optima LX

Elizabethtown, KY

UnscoredInsufficient · 0
$2,475209,000 mi

Elizabethtown, KY

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Bowling Green, KY

UnscoredInsufficient · 0
$2,499299,699 mi

Bowling Green, KY

2010 Pontiac G6

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

2010 Pontiac G6

Elizabethtown, KY

UnscoredInsufficient · 0
$2,975169,000 mi

Elizabethtown, KY

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Leitchfield, KY

UnscoredRobust · 83
$2,995155,000 mi

Comparison: 83 similar vehicles

Leitchfield, 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

2016 Chevrolet Malibu Limited Fleet

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

2016 Chevrolet Malibu Limited Fleet

Glasgow, KY

UnscoredInsufficient · 0
$3,008246,565 mi

Glasgow, KY

2010 Ford Fusion Sport

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

2010 Ford Fusion Sport

Glasgow, KY

UnscoredLimited · 8
$3,628219,239 mi

Comparison: 8 similar vehicles

Glasgow, KY

2011 Ford Focus SE

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

2011 Ford Focus SE

Falls of Rough, KY

UnscoredLimited · 5
$3,775143,900 mi

Comparison: 5 similar vehicles

Falls of Rough, KY

2003 Saturn ION 2

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

2003 Saturn ION 2

Columbia, KY

UnscoredInsufficient · 0
$3,90075,621 mi

Columbia, KY

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Elizabethtown, KY

UnscoredInsufficient · 3
$3,975129,000 mi

Comparison: 3 similar vehicles

Elizabethtown, KY

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Falls of Rough, KY

UnscoredLimited · 5
$3,975286,995 mi

Comparison: 5 similar vehicles

Falls of Rough, KY

2006 Volkswagen Jetta GLI

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

2006 Volkswagen Jetta GLI

Leitchfield, KY

UnscoredInsufficient · 0
$3,975196,205 mi

Leitchfield, KY

2006 Mercedes-Benz C-Class C280 Luxury

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

2006 Mercedes-Benz C-Class C280 Luxury

Franklin, KY

UnscoredInsufficient · 0
$3,995184,182 mi

Franklin, KY

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Glasgow, KY

UnscoredLimited · 7
$3,996165,536 mi

Comparison: 7 similar vehicles

Glasgow, KY

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Leitchfield, KY

UnscoredModerate · 28
$3,999163,000 mi

Comparison: 28 similar vehicles

Leitchfield, KY

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Columbia, KY

UnscoredLimited · 10
$4,200189,730 mi

Comparison: 10 similar vehicles

Columbia, KY

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Campbellsville, KY

UnscoredModerate · 21
$4,399189,655 mi

Comparison: 21 similar vehicles

Campbellsville, KY

2003 Mercedes-Benz C-Class C320

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

2003 Mercedes-Benz C-Class C320

Auburn, KY

Salvage title
$4,45099,122 mi

Auburn, KY

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Leitchfield, KY

UnscoredRobust · 112
$4,500134,000 mi

Comparison: 112 similar vehicles

Leitchfield, KY

2011 Ford Focus SEL

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

2011 Ford Focus SEL

Falls of Rough, KY

UnscoredInsufficient · 0
$4,775117,904 mi

Falls of Rough, KY

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Columbia, KY

UnscoredModerate · 47
$4,900244,561 mi

Comparison: 47 similar vehicles

Columbia, KY

2011 Lexus ES 350

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

2011 Lexus ES 350

Bowling Green, KY

UnscoredLimited · 14
$4,900209,757 mi

Comparison: 14 similar vehicles

Bowling Green, KY

2011 Hyundai Accent GLS

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

2011 Hyundai Accent GLS

Columbia, KY

UnscoredLimited · 5
$4,900137,000 mi

Comparison: 5 similar vehicles

Columbia, KY

2003 Saturn ION 2

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

2003 Saturn ION 2

Columbia, KY

UnscoredInsufficient · 0
$4,90080,226 mi

Columbia, KY

2003 Lexus LS 430

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

2003 Lexus LS 430

Columbia, KY

UnscoredInsufficient · 0
$4,900233,000 mi

Columbia, KY

No Photo

2012 Ford Fusion SE

Russell Springs, KY

UnscoredModerate · 37
$4,980156,141 mi

Comparison: 37 similar vehicles

Russell Springs, KY

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Glasgow, KY

UnscoredLimited · 13
$4,995179,708 mi

Comparison: 13 similar vehicles

Glasgow, KY

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Bowling Green, KY

Fair PriceModerate · 43
$5,30084,592 mi

Market: $4,900 – $9,999

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Bowling Green, KY

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Bowling Green, KY

Fair PriceModerate · 43
$5,400113,000 mi

Market: $4,900 – $9,999

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Bowling Green, KY

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Bowling Green, KY

UnscoredInsufficient · 0
$5,40055,000 mi

Bowling Green, KY

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Campbellsville, KY

UnscoredLimited · 7
$5,437354,865 mi

Comparison: 7 similar vehicles

Campbellsville, KY

2017 Nissan Altima S

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

2017 Nissan Altima S

Bowling Green, KY

UnscoredModerate · 48
$5,500144,000 mi

Comparison: 48 similar vehicles

Bowling Green, KY

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Bowling Green, KY

UnscoredModerate · 28
$5,543150,929 mi

Comparison: 28 similar vehicles

Bowling Green, KY

2015 Nissan Altima S

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

2015 Nissan Altima S

Bowling Green, KY

UnscoredLimited · 5
$5,70070,000 mi

Comparison: 5 similar vehicles

Bowling Green, KY

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Elizabethtown, KY

UnscoredLimited · 14
$5,844177,194 mi

Comparison: 14 similar vehicles

Elizabethtown, KY

2018 Nissan Altima SR

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

2018 Nissan Altima SR

Columbia, KY

UnscoredModerate · 46
$5,900150,190 mi

Comparison: 46 similar vehicles

Columbia, KY

2016 Nissan Altima S

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

2016 Nissan Altima S

Russell Springs, KY

UnscoredModerate · 38
$5,900149,601 mi

Comparison: 38 similar vehicles

Russell Springs, KY

2015 Nissan Altima S

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

2015 Nissan Altima S

Bowling Green, KY

UnscoredInsufficient · 0
$5,90057,318 mi

Bowling Green, KY

No Photo

2015 Hyundai Elantra SE

Lebanon, KY

Fair PriceLimited · 13
$5,900Mileage not verified

Market: $3,995 – $7,985

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Lebanon, KY

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Bowling Green, KY

Fair PriceModerate · 21
$5,90079,000 mi

Market: $2,999 – $12,656

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Bowling Green, KY

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Bowling Green, KY

Fair PriceLimited · 10
$5,900107,000 mi

Market: $4,500 – $10,375

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Bowling Green, KY

2014 Lincoln MKZ Base

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

2014 Lincoln MKZ Base

Bowling Green, KY

UnscoredModerate · 27
$5,900125,000 mi

Comparison: 27 similar vehicles

Bowling Green, KY

2012 Ford Fusion S

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

2012 Ford Fusion S

Russell Springs, KY

UnscoredInsufficient · 4
$5,900134,531 mi

Comparison: 4 similar vehicles

Russell Springs, KY

2016 Dodge Dart SE

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

2016 Dodge Dart SE

Falls of Rough, KY

Fair PriceLimited · 10
$5,975119,374 mi

Market: $5,988 – $8,501

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 579 days listed (based on current market benchmarks)

Falls of Rough, KY

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Falls of Rough, KY

Fair PriceModerate · 23
$5,975116,916 mi

Market: $4,550 – $9,000

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Falls of Rough, KY

2015 Honda Civic LX

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

2015 Honda Civic LX

Portland, TN

UnscoredLimited · 7
$5,995280,702 mi

Comparison: 7 similar vehicles

Portland, TN

2015 Ford Focus SE

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

2015 Ford Focus SE

Auburn, KY

UnscoredModerate · 46
$5,995142,173 mi

Comparison: 46 similar vehicles

Auburn, KY

2013 Dodge Dart SE

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

2013 Dodge Dart SE

Portland, TN

UnscoredInsufficient · 0
$5,995258,226 mi

Portland, TN

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Portland, TN

UnscoredModerate · 25
$5,995236,994 mi

Comparison: 25 similar vehicles

Portland, TN

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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