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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

686 listings found

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Frontenac, KS

UnscoredInsufficient · 0
$3,898169,568 mi

Frontenac, KS

2005 Chevrolet Cobalt SS

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

2005 Chevrolet Cobalt SS

Oakley, KS

UnscoredInsufficient · 0
$4,50076,000 mi

Oakley, KS

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Salina, KS

UnscoredInsufficient · 0
$4,995197,070 mi

Salina, KS

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Topeka, KS

UnscoredInsufficient · 0
$5,495168,601 mi

Topeka, KS

2005 Honda Civic LX-SE

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

2005 Honda Civic LX-SE

Kansas City, KS

UnscoredInsufficient · 0
$5,950108,090 mi

Kansas City, KS

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Wichita, KS

UnscoredInsufficient · 0
$5,999116,872 mi

Wichita, KS

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Wichita, KS

UnscoredLimited · 16
$6,900120,650 mi

Comparison: 16 similar vehicles

Wichita, KS

2015 Honda Civic LX

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

2015 Honda Civic LX

Kansas City, KS

UnscoredModerate · 24
$7,450202,101 mi

Comparison: 24 similar vehicles

Kansas City, KS

2011 Nissan Altima S

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

2011 Nissan Altima S

Olathe, KS

UnscoredLimited · 9
$7,450120,449 mi

Comparison: 9 similar vehicles

Olathe, KS

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Kansas City, KS

UnscoredLimited · 10
$7,500128,488 mi

Comparison: 10 similar vehicles

Kansas City, KS

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Overland Park, KS

UnscoredInsufficient · 0
$7,950180,846 mi

Overland Park, KS

2005 INFINITI G35 Coupe Base

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

2005 INFINITI G35 Coupe Base

Topeka, KS

UnscoredInsufficient · 0
$7,995116,725 mi

Topeka, KS

2008 Pontiac G5 Base

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

2008 Pontiac G5 Base

Hays, KS

UnscoredInsufficient · 0
$7,99986,186 mi

Hays, KS

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Council Grove, KS

UnscoredInsufficient · 0
$8,240178,352 mi

Council Grove, KS

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Wichita, KS

Salvage title
$8,35048,050 mi

Wichita, KS

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Overland Park, KS

UnscoredInsufficient · 0
$8,499156,224 mi

Overland Park, KS

2011 Cadillac CTS Performance Collection

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

2011 Cadillac CTS Performance Collection

Lyndon, KS

UnscoredInsufficient · 0
$8,75090,007 mi

Lyndon, KS

2005 Ford Mustang GT Deluxe

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

2005 Ford Mustang GT Deluxe

Topeka, KS

UnscoredInsufficient · 0
$8,894119,729 mi

Topeka, KS

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Wichita, KS

UnscoredLimited · 6
$8,982164,627 mi

Comparison: 6 similar vehicles

Wichita, KS

2008 BMW 3 Series 328xi

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

2008 BMW 3 Series 328xi

Clearwater, KS

UnscoredInsufficient · 0
$8,99599,985 mi

Clearwater, KS

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Topeka, KS

UnscoredInsufficient · 0
$8,99557,837 mi

Topeka, KS

2015 Scion tC Release Series 9.0

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

2015 Scion tC Release Series 9.0

Wichita, KS

Salvage title
$8,99989,052 mi

Wichita, KS

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Wichita, KS

UnscoredModerate · 20
$9,400152,800 mi

Comparison: 20 similar vehicles

Wichita, KS

2001 Cadillac Eldorado ESC

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

2001 Cadillac Eldorado ESC

Wichita, KS

UnscoredInsufficient · 0
$9,80066,930 mi

Wichita, KS

2012 Nissan Altima S

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

2012 Nissan Altima S

Olathe, KS

UnscoredLimited · 6
$9,90087,742 mi

Comparison: 6 similar vehicles

Olathe, KS

2014 Cadillac CTS Coupe Premium Collection

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

2014 Cadillac CTS Coupe Premium Collection

Lawrence, KS

UnscoredInsufficient · 0
$9,979132,312 mi

Lawrence, KS

2012 Mitsubishi Eclipse GS

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

2012 Mitsubishi Eclipse GS

Wichita, KS

UnscoredInsufficient · 0
$9,985150,270 mi

Wichita, KS

2006 Chevrolet Monte Carlo SS

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

2006 Chevrolet Monte Carlo SS

Larned, KS

UnscoredInsufficient · 0
$9,99397,811 mi

Larned, KS

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Coffeyville, KS

UnscoredModerate · 41
$9,995159,975 mi

Comparison: 41 similar vehicles

Coffeyville, KS

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Clearwater, KS

UnscoredLimited · 16
$9,995121,012 mi

Comparison: 16 similar vehicles

Clearwater, KS

2010 Chevrolet Camaro 1LT

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

2010 Chevrolet Camaro 1LT

Wichita, KS

UnscoredInsufficient · 3
$9,995100,965 mi

Comparison: 3 similar vehicles

Wichita, KS

2013 Honda Accord LX-S

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

2013 Honda Accord LX-S

Wichita, KS

UnscoredInsufficient · 0
$10,20180,333 mi

Wichita, KS

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Emporia, KS

UnscoredLimited · 12
$10,500154,373 mi

Comparison: 12 similar vehicles

Emporia, KS

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Great Bend, KS

UnscoredInsufficient · 3
$10,900137,268 mi

Comparison: 3 similar vehicles

Great Bend, KS

1998 Ford Mustang GT

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

1998 Ford Mustang GT

Wichita, KS

UnscoredInsufficient · 0
$10,900100,109 mi

Wichita, KS

2012 Honda Civic LX

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

2012 Honda Civic LX

Bucyrus, KS

UnscoredLimited · 9
$10,99097,471 mi

Comparison: 9 similar vehicles

Bucyrus, KS

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Wichita, KS

Fair PriceModerate · 37
$10,99599,615 mi

Market: $6,999 – $19,495

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Wichita, KS

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Wichita, KS

UnscoredInsufficient · 3
$10,995121,417 mi

Comparison: 3 similar vehicles

Wichita, KS

2013 Honda Civic LX

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

2013 Honda Civic LX

Olathe, KS

UnscoredLimited · 6
$11,00066,593 mi

Comparison: 6 similar vehicles

Olathe, KS

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Olathe, KS

UnscoredLimited · 7
$11,494109,453 mi

Comparison: 7 similar vehicles

Olathe, KS

2014 Scion tC Base

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

2014 Scion tC Base

Olathe, KS

UnscoredInsufficient · 0
$11,495115,254 mi

Olathe, KS

2013 Honda Civic SI

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

2013 Honda Civic SI

Olathe, KS

UnscoredInsufficient · 0
$11,700182,398 mi

Olathe, KS

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Junction City, KS

UnscoredInsufficient · 0
$11,90048,507 mi

Junction City, KS

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Ulysses, KS

UnscoredInsufficient · 0
$11,900136,328 mi

Ulysses, KS

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Merriam, KS

UnscoredInsufficient · 4
$11,950137,757 mi

Comparison: 4 similar vehicles

Merriam, KS

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Topeka, KS

UnscoredInsufficient · 0
$11,995107,632 mi

Topeka, KS

2007 Mitsubishi Eclipse GS

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

2007 Mitsubishi Eclipse GS

Wichita, KS

UnscoredInsufficient · 0
$11,99570,352 mi

Wichita, KS

2011 Dodge Challenger R/T

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

2011 Dodge Challenger R/T

Kansas City, KS

UnscoredInsufficient · 0
$11,999124,047 mi

Kansas City, KS

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Kansas City, KS

UnscoredInsufficient · 3
$11,999104,028 mi

Comparison: 3 similar vehicles

Kansas City, KS

2013 Hyundai Elantra Coupe SE

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

2013 Hyundai Elantra Coupe SE

Kansas City, KS

UnscoredInsufficient · 0
$12,49847,316 mi

Kansas City, KS

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 manage their profile, 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, exports, and enhanced merchandising.
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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