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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 15, 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

25,649 listings found

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Goodland, KS

UnscoredInsufficient · 0
$1,490197,708 mi

Goodland, KS

2005 Hyundai Santa Fe GLS

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

2005 Hyundai Santa Fe GLS

Pratt, KS

UnscoredInsufficient · 0
$1,999362,407 mi

Pratt, KS

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Leavenworth, KS

UnscoredLimited · 9
$2,000Mileage not verified

Comparison: 9 similar vehicles

Leavenworth, KS

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Haysville, KS

UnscoredLimited · 19
$2,700152,025 mi

Comparison: 19 similar vehicles

Haysville, KS

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Rossville, KS

UnscoredInsufficient · 0
$2,900Mileage not verified

Rossville, KS

2001 Chevrolet Blazer LT

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

2001 Chevrolet Blazer LT

Shawnee, KS

UnscoredInsufficient · 0
$2,997180,058 mi

Shawnee, KS

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Olathe, KS

UnscoredInsufficient · 4
$2,999183,517 mi

Comparison: 4 similar vehicles

Olathe, KS

2016 Ford Escape SE

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

2016 Ford Escape SE

Wichita, KS

UnscoredLimited · 18
$3,139217,050 mi

Comparison: 18 similar vehicles

Wichita, KS

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Wichita, KS

UnscoredInsufficient · 3
$3,199207,412 mi

Comparison: 3 similar vehicles

Wichita, KS

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Olathe, KS

UnscoredInsufficient · 0
$3,250147,313 mi

Olathe, KS

2006 Chevrolet Equinox LS

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

2006 Chevrolet Equinox LS

Dighton, KS

UnscoredInsufficient · 0
$3,400163,112 mi

Dighton, KS

2003 Nissan Pathfinder LE

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

2003 Nissan Pathfinder LE

Wichita, KS

UnscoredInsufficient · 0
$3,400200,100 mi

Wichita, KS

2011 Jeep Patriot Latitude X

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

2011 Jeep Patriot Latitude X

Kansas City, KS

UnscoredInsufficient · 0
$3,450226,535 mi

Kansas City, KS

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Emporia, KS

UnscoredInsufficient · 0
$3,450211,263 mi

Emporia, KS

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Manhattan, KS

UnscoredLimited · 5
$3,495223,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Manhattan, KS

Fair PriceLimited · 11
$3,495171,000 mi

Market: $2,495 – $5,850

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Manhattan, KS

2008 Acura RDX Base

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

2008 Acura RDX Base

Wichita, KS

UnscoredInsufficient · 0
$3,500225,084 mi

Wichita, KS

1999 Dodge Durango Base

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

1999 Dodge Durango Base

Wichita, KS

UnscoredInsufficient · 0
$3,500176,000 mi

Wichita, KS

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Topeka, KS

UnscoredLimited · 13
$3,795132,166 mi

Comparison: 13 similar vehicles

Topeka, KS

2010 Chevrolet Traverse LS

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

2010 Chevrolet Traverse LS

Wichita, KS

UnscoredInsufficient · 0
$3,800Mileage not verified

Wichita, KS

2002 Chevrolet TrailBlazer LTZ

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

2002 Chevrolet TrailBlazer LTZ

Topeka, KS

UnscoredInsufficient · 0
$3,874200,200 mi

Topeka, KS

2009 Nissan Pathfinder LE

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

2009 Nissan Pathfinder LE

Kansas City, KS

UnscoredInsufficient · 0
$3,950216,552 mi

Kansas City, KS

2007 Kia Sorento LX

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

2007 Kia Sorento LX

Kansas City, KS

UnscoredInsufficient · 0
$3,950160,729 mi

Kansas City, KS

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Kansas City, KS

UnscoredInsufficient · 0
$3,950140,584 mi

Kansas City, KS

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Dighton, KS

UnscoredInsufficient · 0
$3,950210,000 mi

Dighton, KS

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Downs, KS

Salvage title
$3,950166,260 mi

Downs, KS

2001 Ford Explorer Sport

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

2001 Ford Explorer Sport

Kansas City, KS

UnscoredInsufficient · 0
$3,950100,898 mi

Kansas City, KS

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Manhattan, KS

UnscoredLimited · 5
$3,995215,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Topeka, KS

UnscoredLimited · 9
$3,995197,264 mi

Comparison: 9 similar vehicles

Topeka, KS

2009 Chevrolet Tahoe LT1

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

2009 Chevrolet Tahoe LT1

Rossville, KS

UnscoredInsufficient · 4
$3,995Mileage not verified

Comparison: 4 similar vehicles

Rossville, KS

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Dodge City, KS

UnscoredInsufficient · 0
$3,995285,400 mi

Dodge City, KS

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

McPherson, KS

UnscoredLimited · 5
$3,995284,893 mi

Comparison: 5 similar vehicles

McPherson, KS

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Pratt, KS

UnscoredLimited · 19
$3,999226,125 mi

Comparison: 19 similar vehicles

Pratt, KS

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Overland Park, KS

UnscoredLimited · 6
$3,999169,933 mi

Comparison: 6 similar vehicles

Overland Park, KS

2011 GMC Terrain SLE-2

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

2011 GMC Terrain SLE-2

Olathe, KS

UnscoredInsufficient · 0
$4,000214,577 mi

Olathe, KS

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Wichita, KS

UnscoredInsufficient · 0
$4,000200,070 mi

Wichita, KS

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Kansas City, KS

UnscoredLimited · 10
$4,000162,000 mi

Comparison: 10 similar vehicles

Kansas City, KS

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Fort Scott, KS

UnscoredLimited · 6
$4,000191,622 mi

Comparison: 6 similar vehicles

Fort Scott, KS

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Wichita, KS

UnscoredInsufficient · 3
$4,000153,000 mi

Comparison: 3 similar vehicles

Wichita, KS

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Wichita, KS

UnscoredInsufficient · 0
$4,000148,082 mi

Wichita, KS

2005 Honda CR-V EX

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

2005 Honda CR-V EX

Pittsburg, KS

UnscoredInsufficient · 0
$4,000283,818 mi

Pittsburg, KS

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Dighton, KS

UnscoredInsufficient · 0
$4,000288,000 mi

Dighton, KS

1999 Chevrolet Blazer Base

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

1999 Chevrolet Blazer Base

Wichita, KS

UnscoredInsufficient · 0
$4,000127,937 mi

Wichita, KS

2013 Volkswagen Tiguan S

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

2013 Volkswagen Tiguan S

Wichita, KS

UnscoredInsufficient · 4
$4,200221,042 mi

Comparison: 4 similar vehicles

Wichita, KS

2015 GMC Acadia SLE1

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

2015 GMC Acadia SLE1

Wichita, KS

UnscoredInsufficient · 0
$4,288183,468 mi

Wichita, KS

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Wichita, KS

UnscoredInsufficient · 3
$4,288138,701 mi

Comparison: 3 similar vehicles

Wichita, KS

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Topeka, KS

Fair PriceLimited · 16
$4,295220,816 mi

Market: $4,249 – $9,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Topeka, KS

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Topeka, KS

UnscoredInsufficient · 0
$4,295213,842 mi

Topeka, KS

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Wichita, KS

UnscoredLimited · 17
$4,400226,077 mi

Comparison: 17 similar vehicles

Wichita, KS

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Marysville, KS

UnscoredLimited · 11
$4,400202,480 mi

Comparison: 11 similar vehicles

Marysville, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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