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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

1,918 listings found

2009 Mazda MAZDA6 i Touring

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

2009 Mazda MAZDA6 i Touring

Wichita, KS

UnscoredInsufficient · 0
$3,200228,706 mi

Wichita, KS

1999 Oldsmobile Aurora Base

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

1999 Oldsmobile Aurora Base

Wichita, KS

UnscoredInsufficient · 0
$3,45059,000 mi

Wichita, KS

2007 Pontiac G6 GTP

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

2007 Pontiac G6 GTP

Augusta, KS

Salvage title
$3,699100,000 mi

Augusta, KS

2006 Mercury Grand Marquis GS

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

2006 Mercury Grand Marquis GS

Augusta, KS

UnscoredInsufficient · 0
$3,699191,075 mi

Augusta, KS

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Wichita, KS

UnscoredLimited · 16
$3,999159,693 mi

Comparison: 16 similar vehicles

Wichita, KS

2005 Chrysler 300 C

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

2005 Chrysler 300 C

Wichita, KS

UnscoredInsufficient · 0
$3,999230,000 mi

Wichita, KS

2012 Buick Verano 1SG

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

2012 Buick Verano 1SG

Wichita, KS

UnscoredInsufficient · 0
$4,000200,889 mi

Wichita, KS

2012 Nissan Maxima SV

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

2012 Nissan Maxima SV

Wichita, KS

UnscoredLimited · 16
$4,000183,329 mi

Comparison: 16 similar vehicles

Wichita, KS

2006 Chrysler 300 Touring

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

2006 Chrysler 300 Touring

Wichita, KS

UnscoredInsufficient · 0
$4,000160,160 mi

Wichita, KS

2002 Ford Taurus SES

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

2002 Ford Taurus SES

Wichita, KS

UnscoredInsufficient · 0
$4,000149,252 mi

Wichita, KS

2000 Cadillac DeVille DTS

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

2000 Cadillac DeVille DTS

Wichita, KS

UnscoredInsufficient · 0
$4,000139,289 mi

Wichita, KS

2015 Nissan Altima S

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

2015 Nissan Altima S

Wichita, KS

UnscoredLimited · 19
$4,238144,286 mi

Comparison: 19 similar vehicles

Wichita, KS

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Wichita, KS

UnscoredInsufficient · 0
$4,450105,000 mi

Wichita, KS

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Wichita, KS

UnscoredModerate · 39
$4,500138,205 mi

Comparison: 39 similar vehicles

Wichita, KS

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Wichita, KS

UnscoredLimited · 7
$4,500204,653 mi

Comparison: 7 similar vehicles

Wichita, KS

2011 Ford Fusion Hybrid

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

2011 Ford Fusion Hybrid

Wichita, KS

UnscoredInsufficient · 0
$4,699134,549 mi

Wichita, KS

2010 Nissan Altima S

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

2010 Nissan Altima S

Augusta, KS

UnscoredLimited · 7
$4,699213,503 mi

Comparison: 7 similar vehicles

Augusta, KS

2007 Saturn ION 3

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

2007 Saturn ION 3

Augusta, KS

UnscoredInsufficient · 0
$4,699206,869 mi

Augusta, KS

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Ponca City, OK

UnscoredLimited · 9
$4,900193,948 mi

Comparison: 9 similar vehicles

Ponca City, OK

2007 Hyundai Azera Limited

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

2007 Hyundai Azera Limited

Augusta, KS

UnscoredInsufficient · 0
$4,975174,735 mi

Augusta, KS

2014 Buick Verano 1SD

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

2014 Buick Verano 1SD

Wichita, KS

UnscoredInsufficient · 0
$4,995180,000 mi

Wichita, KS

2014 Nissan Altima S

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

2014 Nissan Altima S

Wichita, KS

UnscoredLimited · 9
$4,995181,625 mi

Comparison: 9 similar vehicles

Wichita, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Wichita, KS

UnscoredInsufficient · 4
$4,995160,000 mi

Comparison: 4 similar vehicles

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

Wichita, KS

UnscoredModerate · 22
$4,995237,000 mi

Comparison: 22 similar vehicles

Wichita, KS

2007 Toyota Avalon XL

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

2007 Toyota Avalon XL

Wichita, KS

UnscoredInsufficient · 0
$4,995262,214 mi

Wichita, KS

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Wichita, KS

UnscoredInsufficient · 0
$4,995153,000 mi

Wichita, KS

2017 Ford Focus SE

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

2017 Ford Focus SE

Wichita, KS

UnscoredModerate · 25
$4,999187,424 mi

Comparison: 25 similar vehicles

Wichita, KS

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Wichita, KS

UnscoredInsufficient · 3
$4,999154,033 mi

Comparison: 3 similar vehicles

Wichita, KS

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Wichita, KS

UnscoredInsufficient · 0
$4,999108,676 mi

Wichita, KS

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Derby, KS

UnscoredInsufficient · 3
$4,999169,000 mi

Comparison: 3 similar vehicles

Derby, KS

2005 Honda Accord EX

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

2005 Honda Accord EX

Wichita, KS

UnscoredLimited · 15
$4,999190,456 mi

Comparison: 15 similar vehicles

Wichita, KS

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Wichita, KS

UnscoredInsufficient · 0
$4,999224,349 mi

Wichita, KS

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Wichita, KS

UnscoredLimited · 9
$5,00097,372 mi

Comparison: 9 similar vehicles

Wichita, KS

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Wichita, KS

UnscoredLimited · 6
$5,000180,851 mi

Comparison: 6 similar vehicles

Wichita, KS

2007 Audi A6 Base

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

2007 Audi A6 Base

Wichita, KS

UnscoredInsufficient · 0
$5,000191,181 mi

Wichita, KS

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Wichita, KS

UnscoredLimited · 7
$5,288144,553 mi

Comparison: 7 similar vehicles

Wichita, KS

1999 Lexus ES 300

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

1999 Lexus ES 300

Wichita, KS

UnscoredInsufficient · 0
$5,330131,405 mi

Wichita, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Wichita, KS

UnscoredLimited · 11
$5,500214,985 mi

Comparison: 11 similar vehicles

Wichita, KS

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Wichita, KS

UnscoredInsufficient · 0
$5,500204,144 mi

Wichita, KS

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Wichita, KS

UnscoredInsufficient · 3
$5,900182,676 mi

Comparison: 3 similar vehicles

Wichita, KS

2010 Mazda MAZDA6 i Sport

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

2010 Mazda MAZDA6 i Sport

Ponca City, OK

UnscoredInsufficient · 0
$5,900183,698 mi

Ponca City, OK

2009 Pontiac G6

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

2009 Pontiac G6

Ponca City, OK

UnscoredInsufficient · 0
$5,900122,631 mi

Ponca City, OK

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Ponca City, OK

UnscoredInsufficient · 3
$5,900166,244 mi

Comparison: 3 similar vehicles

Ponca City, OK

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Wichita, KS

UnscoredModerate · 34
$5,995180,074 mi

Comparison: 34 similar vehicles

Wichita, KS

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Wichita, KS

UnscoredRobust · 70
$5,999177,827 mi

Comparison: 70 similar vehicles

Wichita, KS

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Wichita, KS

UnscoredLimited · 14
$5,999138,123 mi

Comparison: 14 similar vehicles

Wichita, KS

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Wichita, KS

UnscoredInsufficient · 3
$5,999180,959 mi

Comparison: 3 similar vehicles

Wichita, KS

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Wichita, KS

UnscoredInsufficient · 4
$5,999293,848 mi

Comparison: 4 similar vehicles

Wichita, KS

2009 Buick LaCrosse CX

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

2009 Buick LaCrosse CX

Wichita, KS

UnscoredInsufficient · 0
$5,999148,929 mi

Wichita, KS

2014 Ford Fiesta S

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

2014 Ford Fiesta S

Wichita, KS

UnscoredInsufficient · 0
$6,149127,607 mi

Wichita, KS

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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