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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

31,353 listings found

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

Independence, MO

UnscoredInsufficient · 3
$1,900146,961 mi

Comparison: 3 similar vehicles

Independence, MO

No Photo

2002 Ford F-150 XL

Kansas City, MO

UnscoredInsufficient · 0
$2,500237,638 mi

Kansas City, MO

No Photo

1998 Ford F-150 STANDARD

Sullivan, MO

UnscoredInsufficient · 0
$2,500249,316 mi

Sullivan, MO

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

Doniphan, MO

UnscoredLimited · 8
$2,950265,353 mi

Comparison: 8 similar vehicles

Doniphan, MO

2008 Ford F-150 60th Anniversary

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

2008 Ford F-150 60th Anniversary

Saint Clair, MO

UnscoredInsufficient · 0
$3,000183,122 mi

Saint Clair, MO

No Photo

2007 Chevrolet Silverado 1500 LTZ

Kansas City, MO

UnscoredInsufficient · 0
$3,000138,805 mi

Kansas City, MO

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Raytown, MO

UnscoredLimited · 13
$3,100131,632 mi

Comparison: 13 similar vehicles

Raytown, MO

2009 Chevrolet Colorado Work Truck

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

2009 Chevrolet Colorado Work Truck

Saint Clair, MO

UnscoredInsufficient · 0
$3,250182,235 mi

Saint Clair, MO

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Wentzville, MO

UnscoredInsufficient · 4
$3,499232,000 mi

Comparison: 4 similar vehicles

Wentzville, MO

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Wentzville, MO

UnscoredLimited · 6
$3,499198,201 mi

Comparison: 6 similar vehicles

Wentzville, MO

2009 Ford F-150 XL

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

2009 Ford F-150 XL

St. Louis, MO

UnscoredLimited · 5
$3,500Mileage not verified

Comparison: 5 similar vehicles

St. Louis, MO

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, MO

UnscoredLimited · 5
$3,500259,680 mi

Comparison: 5 similar vehicles

Kansas City, MO

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

Lexington, MO

UnscoredModerate · 25
$3,500157,803 mi

Comparison: 25 similar vehicles

Lexington, MO

2002 Chevrolet S-10 LS

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

2002 Chevrolet S-10 LS

Webb City, MO

UnscoredInsufficient · 0
$3,500247,000 mi

Webb City, MO

2000 Chevrolet Silverado BASE

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

2000 Chevrolet Silverado BASE

Kansas City, MO

UnscoredInsufficient · 0
$3,500199,624 mi

Kansas City, MO

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Vandalia, MO

UnscoredLimited · 7
$3,650166,456 mi

Comparison: 7 similar vehicles

Vandalia, MO

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Kansas City, MO

UnscoredLimited · 10
$3,750321,097 mi

Comparison: 10 similar vehicles

Kansas City, MO

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

St. Louis, MO

UnscoredLimited · 7
$3,800315,778 mi

Comparison: 7 similar vehicles

St. Louis, MO

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Northmoor, MO

UnscoredLimited · 8
$3,950219,695 mi

Comparison: 8 similar vehicles

Northmoor, MO

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Palmyra, MO

UnscoredInsufficient · 0
$3,995210,723 mi

Palmyra, MO

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Osage Beach, MO

UnscoredInsufficient · 0
$3,999175,000 mi

Osage Beach, MO

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

Keytesville, MO

UnscoredLimited · 8
$4,000340,377 mi

Comparison: 8 similar vehicles

Keytesville, MO

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Fenton, MO

UnscoredInsufficient · 0
$4,290259,281 mi

Fenton, MO

1999 Ford F-250 Super Duty XLT

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

1999 Ford F-250 Super Duty XLT

Fenton, MO

UnscoredInsufficient · 0
$4,295244,075 mi

Fenton, MO

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Lexington, MO

UnscoredInsufficient · 4
$4,400267,234 mi

Comparison: 4 similar vehicles

Lexington, MO

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Pacific, MO

UnscoredInsufficient · 0
$4,495194,500 mi

Pacific, MO

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Kansas City, MO

UnscoredLimited · 7
$4,500224,689 mi

Comparison: 7 similar vehicles

Kansas City, MO

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Kansas City, MO

UnscoredLimited · 7
$4,500271,255 mi

Comparison: 7 similar vehicles

Kansas City, MO

2006 Chevrolet Silverado 1500 LT2

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

2006 Chevrolet Silverado 1500 LT2

Lexington, MO

UnscoredInsufficient · 0
$4,500333,322 mi

Lexington, MO

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Sedalia, MO

UnscoredLimited · 6
$4,500252,617 mi

Comparison: 6 similar vehicles

Sedalia, MO

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Jane, MO

UnscoredInsufficient · 0
$4,500121,677 mi

Jane, MO

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Lexington, MO

UnscoredInsufficient · 4
$4,500170,393 mi

Comparison: 4 similar vehicles

Lexington, MO

2003 Ford F-350 Super Duty XL

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

2003 Ford F-350 Super Duty XL

Kansas City, MO

UnscoredInsufficient · 0
$4,500387,824 mi

Kansas City, MO

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Saint Charles, MO

UnscoredLimited · 6
$4,500185,433 mi

Comparison: 6 similar vehicles

Saint Charles, MO

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

Camdenton, MO

UnscoredInsufficient · 3
$4,500213,849 mi

Comparison: 3 similar vehicles

Camdenton, MO

2004 Dodge Ram 1500 Pickup Laramie

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

2004 Dodge Ram 1500 Pickup Laramie

Fenton, MO

UnscoredInsufficient · 0
$4,700173,891 mi

Fenton, MO

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Curryville, MO

UnscoredInsufficient · 0
$4,700310,000 mi

Curryville, MO

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Fenton, MO

UnscoredInsufficient · 0
$4,790180,734 mi

Fenton, MO

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Purdy, MO

UnscoredInsufficient · 0
$4,800157,970 mi

Purdy, MO

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Cabool, MO

UnscoredInsufficient · 0
$4,800242,000 mi

Cabool, MO

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Fenton, MO

UnscoredLimited · 5
$4,895230,260 mi

Comparison: 5 similar vehicles

Fenton, MO

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Bolivar, MO

UnscoredInsufficient · 4
$4,900234,000 mi

Comparison: 4 similar vehicles

Bolivar, MO

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Valley Park, MO

UnscoredLimited · 7
$4,900181,000 mi

Comparison: 7 similar vehicles

Valley Park, MO

2009 Chevrolet Silverado 2500HD Work Truck

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

2009 Chevrolet Silverado 2500HD Work Truck

Sedalia, MO

UnscoredInsufficient · 0
$4,921228,192 mi

Sedalia, MO

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Kidder, MO

UnscoredInsufficient · 0
$4,948144,470 mi

Kidder, MO

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

Springfield, MO

UnscoredInsufficient · 4
$4,950173,000 mi

Comparison: 4 similar vehicles

Springfield, MO

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Springfield, MO

UnscoredLimited · 11
$4,950254,751 mi

Comparison: 11 similar vehicles

Springfield, MO

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Chillicothe, MO

UnscoredLimited · 5
$4,950225,234 mi

Comparison: 5 similar vehicles

Chillicothe, MO

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Springfield, MO

UnscoredInsufficient · 4
$4,950183,500 mi

Comparison: 4 similar vehicles

Springfield, MO

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

Belton, MO

UnscoredInsufficient · 3
$4,984249,942 mi

Comparison: 3 similar vehicles

Belton, MO

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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