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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

12,496 listings found

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Fort Scott, KS

UnscoredLimited · 5
$3,500246,686 mi

Comparison: 5 similar vehicles

Fort Scott, KS

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Wichita, KS

UnscoredInsufficient · 0
$3,500289,000 mi

Wichita, KS

2007 Chevrolet Silverado Classic 1500 LT1

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

2007 Chevrolet Silverado Classic 1500 LT1

Rossville, KS

UnscoredInsufficient · 0
$3,900Mileage not verified

Rossville, KS

2004 Chevrolet Colorado Z85 LS

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

2004 Chevrolet Colorado Z85 LS

Kansas City, KS

UnscoredInsufficient · 0
$3,950217,007 mi

Kansas City, KS

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Olathe, KS

UnscoredInsufficient · 4
$3,995180,052 mi

Comparison: 4 similar vehicles

Olathe, KS

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Shawnee, KS

UnscoredInsufficient · 0
$3,997223,748 mi

Shawnee, KS

1999 Dodge Dakota Base

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

1999 Dodge Dakota Base

Towanda, KS

UnscoredLimited · 6
$3,999221,804 mi

Comparison: 6 similar vehicles

Towanda, KS

2003 Chevrolet Silverado 1500 LT

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

2003 Chevrolet Silverado 1500 LT

Frankfort, KS

UnscoredInsufficient · 0
$4,250213,177 mi

Frankfort, KS

1997 Ford Ranger STX

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

1997 Ford Ranger STX

Meriden, KS

UnscoredInsufficient · 0
$4,294255,000 mi

Meriden, KS

2004 Chevrolet Silverado 1500 Base

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

2004 Chevrolet Silverado 1500 Base

Augusta, KS

UnscoredInsufficient · 0
$4,299165,014 mi

Augusta, KS

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Kansas City, KS

UnscoredInsufficient · 4
$4,450200,662 mi

Comparison: 4 similar vehicles

Kansas City, KS

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Shawnee, KS

UnscoredLimited · 5
$4,497230,122 mi

Comparison: 5 similar vehicles

Shawnee, KS

2002 GMC Sierra 2500HD SL

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

2002 GMC Sierra 2500HD SL

Marysville, KS

UnscoredInsufficient · 0
$4,500210,123 mi

Marysville, KS

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Topeka, KS

UnscoredInsufficient · 3
$4,695214,541 mi

Comparison: 3 similar vehicles

Topeka, KS

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Augusta, KS

Salvage title
$4,699148,482 mi

Augusta, KS

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Paola, KS

UnscoredModerate · 24
$4,870241,882 mi

Comparison: 24 similar vehicles

Paola, KS

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Halstead, KS

UnscoredLimited · 15
$4,900204,211 mi

Comparison: 15 similar vehicles

Halstead, KS

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Kansas City, KS

UnscoredInsufficient · 4
$4,950226,701 mi

Comparison: 4 similar vehicles

Kansas City, KS

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Kansas City, KS

UnscoredLimited · 5
$4,950200,945 mi

Comparison: 5 similar vehicles

Kansas City, KS

2006 Chevrolet Silverado 2500HD LS

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

2006 Chevrolet Silverado 2500HD LS

Kansas City, KS

UnscoredInsufficient · 0
$4,950309,472 mi

Kansas City, KS

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Manhattan, KS

UnscoredInsufficient · 3
$4,995288,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Manhattan, KS

UnscoredInsufficient · 3
$4,995185,000 mi

Comparison: 3 similar vehicles

Manhattan, KS

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Manhattan, KS

UnscoredInsufficient · 0
$4,995227,000 mi

Manhattan, KS

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Emporia, KS

UnscoredInsufficient · 0
$4,995135,451 mi

Emporia, KS

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Merriam, KS

UnscoredLimited · 6
$4,995143,500 mi

Comparison: 6 similar vehicles

Merriam, KS

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Coldwater, KS

UnscoredInsufficient · 0
$4,999292,000 mi

Coldwater, KS

2007 Isuzu i series LS

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

2007 Isuzu i series LS

Overland Park, KS

UnscoredInsufficient · 0
$4,999195,615 mi

Overland Park, KS

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Sabetha, KS

Great DealLimited · 18
$5,00067,706 mi

Market: $6,999 – $20,199

Comparison: 18 similar vehicles

Competitively priced ~29% below the typical range compared to similar vehicles · 172 days listed (based on current market benchmarks)

Sabetha, KS

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Wichita, KS

UnscoredLimited · 11
$5,051196,553 mi

Comparison: 11 similar vehicles

Wichita, KS

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Wichita, KS

UnscoredLimited · 6
$5,200219,819 mi

Comparison: 6 similar vehicles

Wichita, KS

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Emporia, KS

UnscoredInsufficient · 4
$5,250121,215 mi

Comparison: 4 similar vehicles

Emporia, KS

2000 Chevrolet Silverado LT

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

2000 Chevrolet Silverado LT

Merriam, KS

UnscoredInsufficient · 0
$5,292215,000 mi

Merriam, KS

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Leavenworth, KS

UnscoredLimited · 5
$5,450223,003 mi

Comparison: 5 similar vehicles

Leavenworth, KS

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Halstead, KS

UnscoredLimited · 15
$5,500193,919 mi

Comparison: 15 similar vehicles

Halstead, KS

2003 Ford Explorer Sport Trac XLT Premium

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

2003 Ford Explorer Sport Trac XLT Premium

Merriam, KS

UnscoredInsufficient · 0
$5,542250,000 mi

Merriam, KS

2002 Chevrolet Silverado 2500HD LT

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

2002 Chevrolet Silverado 2500HD LT

Dighton, KS

UnscoredInsufficient · 0
$5,700Mileage not verified

Dighton, KS

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Dighton, KS

UnscoredInsufficient · 0
$5,800314,000 mi

Dighton, KS

2007 Isuzu i series LS

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

2007 Isuzu i series LS

Wichita, KS

UnscoredInsufficient · 0
$5,940165,000 mi

Wichita, KS

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Kansas City, KS

UnscoredInsufficient · 0
$5,950209,811 mi

Kansas City, KS

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Kansas City, KS

UnscoredInsufficient · 4
$5,950204,027 mi

Comparison: 4 similar vehicles

Kansas City, KS

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Salina, KS

UnscoredInsufficient · 3
$5,950165,321 mi

Comparison: 3 similar vehicles

Salina, KS

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Lyndon, KS

UnscoredModerate · 25
$5,980203,595 mi

Comparison: 25 similar vehicles

Lyndon, KS

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Lyndon, KS

UnscoredLimited · 5
$5,980327,417 mi

Comparison: 5 similar vehicles

Lyndon, KS

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Topeka, KS

UnscoredLimited · 5
$5,995211,200 mi

Comparison: 5 similar vehicles

Topeka, KS

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Manhattan, KS

UnscoredLimited · 10
$5,995229,000 mi

Comparison: 10 similar vehicles

Manhattan, KS

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Manhattan, KS

UnscoredInsufficient · 4
$5,995270,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Shawnee, KS

UnscoredLimited · 8
$5,997164,914 mi

Comparison: 8 similar vehicles

Shawnee, KS

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Olathe, KS

UnscoredInsufficient · 0
$6,000251,256 mi

Olathe, KS

2003 Chevrolet Silverado 2500HD LS

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

2003 Chevrolet Silverado 2500HD LS

Ottawa, KS

UnscoredLimited · 6
$6,000189,250 mi

Comparison: 6 similar vehicles

Ottawa, KS

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Wichita, KS

UnscoredInsufficient · 0
$6,000195,379 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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