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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 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

164 listings found

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

Brandenburg, KY

UnscoredInsufficient · 0
$3,950154,092 mi

Brandenburg, KY

2009 Ford Focus SE

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

2009 Ford Focus SE

Louisville, KY

UnscoredLimited · 11
$4,199138,425 mi

Comparison: 11 similar vehicles

Louisville, KY

No Photo

2002 Acura CL Type S

Louisville, KY

UnscoredInsufficient · 0
$4,995140,000 mi

Louisville, KY

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Louisville, KY

UnscoredInsufficient · 0
$4,995155,955 mi

Louisville, KY

2004 Toyota Celica GT

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

2004 Toyota Celica GT

Louisville, KY

UnscoredInsufficient · 0
$5,034244,124 mi

Louisville, KY

2014 Hyundai Genesis Coupe R-Spec

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

2014 Hyundai Genesis Coupe R-Spec

Louisville, KY

UnscoredInsufficient · 0
$5,50093,812 mi

Louisville, KY

2008 Pontiac G5 Base

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

2008 Pontiac G5 Base

Central City, KY

UnscoredInsufficient · 0
$5,95096,144 mi

Central City, KY

2007 Chevrolet Monte Carlo SS

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

2007 Chevrolet Monte Carlo SS

Louisville, KY

UnscoredInsufficient · 0
$6,494173,200 mi

Louisville, KY

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Louisville, KY

UnscoredLimited · 8
$7,495195,318 mi

Comparison: 8 similar vehicles

Louisville, KY

2005 Mercedes-Benz CLK-Class CLK500

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

2005 Mercedes-Benz CLK-Class CLK500

Radcliff, KY

Fair PriceLimited · 14
$7,597106,917 mi

Market: $7,451 – $8,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Radcliff, KY

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Brandenburg, KY

UnscoredLimited · 7
$7,631191,750 mi

Comparison: 7 similar vehicles

Brandenburg, KY

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Hartford, KY

UnscoredInsufficient · 4
$7,999212,730 mi

Comparison: 4 similar vehicles

Hartford, KY

2011 Honda Civic EX

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

2011 Honda Civic EX

Louisville, KY

UnscoredInsufficient · 4
$8,294108,945 mi

Comparison: 4 similar vehicles

Louisville, KY

2010 Chevrolet Camaro LS

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

2010 Chevrolet Camaro LS

Owensboro, KY

UnscoredInsufficient · 0
$8,999115,996 mi

Owensboro, KY

2010 Chevrolet Camaro 1LT

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

2010 Chevrolet Camaro 1LT

Louisville, KY

UnscoredLimited · 9
$9,494124,482 mi

Comparison: 9 similar vehicles

Louisville, KY

2011 Chevrolet Camaro 2LS

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

2011 Chevrolet Camaro 2LS

Owensboro, KY

UnscoredInsufficient · 4
$9,500129,263 mi

Comparison: 4 similar vehicles

Owensboro, KY

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Louisville, KY

Fair PriceModerate · 26
$10,50061,684 mi

Market: $5,900 – $14,995

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Louisville, KY

2012 Chevrolet Camaro 2LS

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

2012 Chevrolet Camaro 2LS

Louisville, KY

UnscoredLimited · 6
$11,49599,203 mi

Comparison: 6 similar vehicles

Louisville, KY

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Louisville, KY

OverpricedLimited · 14
$11,85083,420 mi

Market: $6,372 – $9,500

Comparison: 14 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Louisville, KY

2017 Honda Civic LX

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

2017 Honda Civic LX

Shepherdsville, KY

UnscoredModerate · 29
$11,995142,128 mi

Comparison: 29 similar vehicles

Shepherdsville, KY

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Louisville, KY

UnscoredInsufficient · 3
$11,999132,858 mi

Comparison: 3 similar vehicles

Louisville, KY

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Georgetown, IN

UnscoredModerate · 34
$12,682137,897 mi

Comparison: 34 similar vehicles

Georgetown, IN

2012 Audi S5 Premium Plus

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

2012 Audi S5 Premium Plus

Louisville, KY

UnscoredInsufficient · 0
$12,900110,964 mi

Louisville, KY

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Shepherdsville, KY

UnscoredInsufficient · 0
$12,99538,610 mi

Shepherdsville, KY

1998 Chevrolet Camaro Z28

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

1998 Chevrolet Camaro Z28

West Point, KY

UnscoredInsufficient · 0
$12,99571,243 mi

West Point, KY

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Shepherdsville, KY

UnscoredInsufficient · 0
$13,30055,779 mi

Shepherdsville, KY

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Louisville, KY

UnscoredLimited · 8
$13,500115,751 mi

Comparison: 8 similar vehicles

Louisville, KY

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Louisville, KY

UnscoredLimited · 13
$13,549123,314 mi

Comparison: 13 similar vehicles

Louisville, KY

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Radcliff, KY

Fair PriceModerate · 39
$13,93190,509 mi

Market: $8,433 – $21,998

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Radcliff, KY

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Louisville, KY

UnscoredLimited · 8
$14,49968,205 mi

Comparison: 8 similar vehicles

Louisville, KY

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Falls of Rough, KY

Fair PriceModerate · 32
$14,77582,989 mi

Market: $10,000 – $18,999

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Falls of Rough, KY

2019 INFINITI Q60 Coupe LUXE

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

2019 INFINITI Q60 Coupe LUXE

Louisville, KY

UnscoredInsufficient · 0
$15,49572,645 mi

Louisville, KY

2013 Cadillac CTS Coupe Premium Collection

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

2013 Cadillac CTS Coupe Premium Collection

Louisville, KY

UnscoredInsufficient · 0
$15,549107,796 mi

Louisville, KY

2015 Cadillac ATS Coupe Performance Collection

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

2015 Cadillac ATS Coupe Performance Collection

Louisville, KY

UnscoredInsufficient · 0
$15,90090,462 mi

Louisville, KY

1997 Chevrolet Corvette Base

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

1997 Chevrolet Corvette Base

Elizabethtown, KY

UnscoredInsufficient · 0
$15,94483,760 mi

Elizabethtown, KY

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Brandenburg, KY

Fair PriceModerate · 41
$15,950110,881 mi

Market: $10,292 – $19,419

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Brandenburg, KY

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Owensboro, KY

UnscoredLimited · 13
$15,975148,600 mi

Comparison: 13 similar vehicles

Owensboro, KY

2018 Dodge Challenger SXT Plus

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

2018 Dodge Challenger SXT Plus

Hartford, KY

Salvage title
$15,99966,300 mi

Hartford, KY

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Owensboro, KY

UnscoredLimited · 12
$15,999125,948 mi

Comparison: 12 similar vehicles

Owensboro, KY

2013 Chevrolet Camaro 2SS

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

2013 Chevrolet Camaro 2SS

Louisville, KY

UnscoredLimited · 8
$16,695128,465 mi

Comparison: 8 similar vehicles

Louisville, KY

2018 Dodge Challenger SXT Plus

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

2018 Dodge Challenger SXT Plus

Louisville, KY

UnscoredLimited · 6
$16,800105,592 mi

Comparison: 6 similar vehicles

Louisville, KY

2015 Honda Accord EX-L V-6

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

2015 Honda Accord EX-L V-6

Louisville, KY

UnscoredLimited · 7
$16,80095,103 mi

Comparison: 7 similar vehicles

Louisville, KY

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Shepherdsville, KY

Fair PriceModerate · 30
$16,850101,287 mi

Market: $14,990 – $21,786

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Shepherdsville, KY

No Photo

2018 Chevrolet Camaro 1LT

Elizabethtown, KY

UnscoredModerate · 42
$16,944123,906 mi

Comparison: 42 similar vehicles

Elizabethtown, KY

2016 BMW 4 Series 435i

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

2016 BMW 4 Series 435i

Louisville, KY

Fair PriceLimited · 12
$16,995119,954 mi

Market: $10,995 – $27,548

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Louisville, KY

2003 Ford Mustang Mach 1

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

2003 Ford Mustang Mach 1

Owensboro, KY

UnscoredInsufficient · 0
$16,99960,535 mi

Owensboro, KY

2004 Chevrolet Corvette Base

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

2004 Chevrolet Corvette Base

Owensboro, KY

Great DealLimited · 11
$17,00089,143 mi

Market: $20,995 – $24,995

Comparison: 11 similar vehicles

Competitively priced ~19% below the typical range compared to similar vehicles · 85 days listed (based on current market benchmarks)

Owensboro, KY

1999 Ford Mustang GT

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

1999 Ford Mustang GT

West Point, KY

UnscoredInsufficient · 0
$17,50041,311 mi

West Point, KY

1998 Pontiac Firebird FORMULA

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

1998 Pontiac Firebird FORMULA

Shepherdsville, KY

UnscoredInsufficient · 0
$17,500151,052 mi

Shepherdsville, KY

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Louisville, KY

Fair PriceLimited · 10
$17,99577,975 mi

Market: $10,995 – $18,000

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Louisville, KY

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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