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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

27,391 listings found

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Union City, TN

UnscoredInsufficient · 0
$2,984147,039 mi

Union City, TN

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Portland, TN

UnscoredInsufficient · 0
$2,995214,788 mi

Portland, TN

1999 Ford F-150 WORK SERIES

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

1999 Ford F-150 WORK SERIES

Adamsville, TN

UnscoredInsufficient · 0
$2,995Mileage not verified

Adamsville, TN

2007 Dodge Dakota ST

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

2007 Dodge Dakota ST

Nashville, TN

UnscoredInsufficient · 0
$3,295Mileage not verified

Nashville, TN

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

Tullahoma, TN

UnscoredModerate · 21
$3,399171,189 mi

Comparison: 21 similar vehicles

Tullahoma, TN

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

Johnson City, TN

UnscoredLimited · 10
$3,500209,510 mi

Comparison: 10 similar vehicles

Johnson City, TN

2005 Chevrolet Colorado Z85

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

2005 Chevrolet Colorado Z85

Murfreesboro, TN

UnscoredInsufficient · 0
$3,500247,243 mi

Murfreesboro, TN

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

Madisonville, TN

UnscoredLimited · 10
$3,500220,031 mi

Comparison: 10 similar vehicles

Madisonville, TN

2000 Nissan Frontier XE

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

2000 Nissan Frontier XE

Memphis, TN

UnscoredInsufficient · 0
$3,600184,062 mi

Memphis, TN

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Pleasant View, TN

UnscoredInsufficient · 0
$3,700220,000 mi

Pleasant View, TN

2009 Nissan Titan XE

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

2009 Nissan Titan XE

Maryville, TN

UnscoredLimited · 5
$3,800257,854 mi

Comparison: 5 similar vehicles

Maryville, TN

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Powell, TN

UnscoredLimited · 6
$3,950159,502 mi

Comparison: 6 similar vehicles

Powell, TN

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Crump, TN

UnscoredInsufficient · 3
$3,950247,906 mi

Comparison: 3 similar vehicles

Crump, TN

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

White Pine, TN

UnscoredLimited · 8
$3,990272,135 mi

Comparison: 8 similar vehicles

White Pine, TN

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

Henderson, TN

UnscoredLimited · 16
$3,995276,360 mi

Comparison: 16 similar vehicles

Henderson, TN

2006 Dodge Ram 1500 Pickup ST

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

2006 Dodge Ram 1500 Pickup ST

Dickson, TN

UnscoredLimited · 6
$3,995180,811 mi

Comparison: 6 similar vehicles

Dickson, TN

2006 Ford Ranger XL

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

2006 Ford Ranger XL

Greenbrier, TN

UnscoredInsufficient · 0
$3,995210,851 mi

Greenbrier, TN

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Lenoir City, TN

UnscoredLimited · 16
$3,995256,003 mi

Comparison: 16 similar vehicles

Lenoir City, TN

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Henderson, TN

UnscoredLimited · 7
$3,995246,293 mi

Comparison: 7 similar vehicles

Henderson, TN

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Sevierville, TN

UnscoredModerate · 20
$3,995201,113 mi

Comparison: 20 similar vehicles

Sevierville, TN

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

Knoxville, TN

UnscoredLimited · 16
$4,295197,727 mi

Comparison: 16 similar vehicles

Knoxville, TN

1998 Dodge Ram Pickup ST

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

1998 Dodge Ram Pickup ST

Crossville, TN

UnscoredLimited · 6
$4,450281,157 mi

Comparison: 6 similar vehicles

Crossville, TN

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Memphis, TN

UnscoredInsufficient · 3
$4,495320,112 mi

Comparison: 3 similar vehicles

Memphis, TN

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Portland, TN

UnscoredLimited · 6
$4,500176,044 mi

Comparison: 6 similar vehicles

Portland, TN

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Morristown, TN

UnscoredRobust · 51
$4,500278,075 mi

Comparison: 51 similar vehicles

Morristown, TN

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Jackson, TN

UnscoredInsufficient · 0
$4,500Mileage not verified

Jackson, TN

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

La Vergne, TN

UnscoredLimited · 5
$4,500228,939 mi

Comparison: 5 similar vehicles

La Vergne, TN

2002 GMC Sierra 1500 SL

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

2002 GMC Sierra 1500 SL

Nashville, TN

UnscoredInsufficient · 0
$4,500385,381 mi

Nashville, TN

1998 GMC Sonoma SLS

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

1998 GMC Sonoma SLS

Helenwood, TN

UnscoredInsufficient · 0
$4,500328,019 mi

Helenwood, TN

2006 Nissan Titan SE

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

2006 Nissan Titan SE

La Vergne, TN

UnscoredInsufficient · 4
$4,700207,033 mi

Comparison: 4 similar vehicles

La Vergne, TN

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

Morristown, TN

UnscoredLimited · 8
$4,700240,622 mi

Comparison: 8 similar vehicles

Morristown, TN

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

Johnson City, TN

UnscoredLimited · 13
$4,770155,609 mi

Comparison: 13 similar vehicles

Johnson City, TN

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Mcdonald, TN

UnscoredLimited · 6
$4,777140,528 mi

Comparison: 6 similar vehicles

Mcdonald, TN

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Lenoir City, TN

UnscoredLimited · 5
$4,800180,000 mi

Comparison: 5 similar vehicles

Lenoir City, TN

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Troy, TN

UnscoredInsufficient · 0
$4,800201,017 mi

Troy, TN

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Lenoir City, TN

UnscoredModerate · 26
$4,895237,056 mi

Comparison: 26 similar vehicles

Lenoir City, TN

2003 GMC Sonoma SLS

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

2003 GMC Sonoma SLS

Columbia, TN

UnscoredInsufficient · 0
$4,899Mileage not verified

Columbia, TN

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Nashville, TN

UnscoredLimited · 16
$4,900205,000 mi

Comparison: 16 similar vehicles

Nashville, TN

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

Clarksville, TN

UnscoredLimited · 6
$4,900316,664 mi

Comparison: 6 similar vehicles

Clarksville, TN

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Portland, TN

UnscoredLimited · 5
$4,900210,548 mi

Comparison: 5 similar vehicles

Portland, TN

2007 Chevrolet Silverado Classic 1500 Work Truck

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

2007 Chevrolet Silverado Classic 1500 Work Truck

Knoxville, TN

UnscoredInsufficient · 0
$4,900302,388 mi

Knoxville, TN

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

Pigeon Forge, TN

UnscoredInsufficient · 0
$4,900103,000 mi

Pigeon Forge, TN

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

Columbia, TN

UnscoredInsufficient · 0
$4,950190,726 mi

Columbia, TN

2006 Mitsubishi Raider DuroCross

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

2006 Mitsubishi Raider DuroCross

Knoxville, TN

UnscoredInsufficient · 0
$4,990274,280 mi

Knoxville, TN

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

Chattanooga, TN

UnscoredLimited · 7
$4,992171,894 mi

Comparison: 7 similar vehicles

Chattanooga, TN

2000 Ford F-250 Super Duty LARIAT

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

2000 Ford F-250 Super Duty LARIAT

Chattanooga, TN

UnscoredInsufficient · 3
$4,992202,224 mi

Comparison: 3 similar vehicles

Chattanooga, TN

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Greenbrier, TN

UnscoredLimited · 6
$4,995262,826 mi

Comparison: 6 similar vehicles

Greenbrier, TN

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

Louisville, TN

UnscoredModerate · 29
$4,995215,595 mi

Comparison: 29 similar vehicles

Louisville, TN

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

Lawrenceburg, TN

UnscoredLimited · 18
$4,995276,243 mi

Comparison: 18 similar vehicles

Lawrenceburg, TN

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Dickson, TN

UnscoredLimited · 14
$4,995472,162 mi

Comparison: 14 similar vehicles

Dickson, TN

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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