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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 · November 12, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

5,651 listings found

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,500Mileage not verified

Lawrenceburg, TN

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Meridianville, AL

Unscored
$2,500280,810 mi

Comparison: 5 similar vehicles

Meridianville, AL

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

Unscored
$3,399171,189 mi

Comparison: 20 similar vehicles

Tullahoma, TN

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Ardmore, AL

UnscoredInsufficient · 0
$3,600202,814 mi

Ardmore, AL

2001 Ford Ranger EDGE

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

2001 Ford Ranger EDGE

Tullahoma, TN

UnscoredInsufficient · 0
$3,619144,163 mi

Tullahoma, TN

2003 Dodge Ram 1500 Pickup Laramie

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

2003 Dodge Ram 1500 Pickup Laramie

Huntsville, AL

UnscoredInsufficient · 0
$4,000233,883 mi

Huntsville, AL

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

Unscored
$4,995276,243 mi

Comparison: 18 similar vehicles

Lawrenceburg, TN

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

Madison, AL

Unscored
$5,500200,517 mi

Comparison: 7 similar vehicles

Madison, AL

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

Huntsville, AL

Unscored
$5,897185,780 mi

Comparison: 10 similar vehicles

Huntsville, AL

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Shelbyville, TN

UnscoredInsufficient · 0
$5,900208,690 mi

Shelbyville, TN

2013 RAM 1500 Pickup Laramie

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

2013 RAM 1500 Pickup Laramie

Somerville, AL

Unscored
$6,000247,351 mi

Comparison: 12 similar vehicles

Somerville, AL

2014 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2014 Chevrolet Silverado 3500 Chassis Cab Work Truck

Somerville, AL

UnscoredInsufficient · 0
$6,500407,546 mi

Somerville, AL

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Huntsville, AL

UnscoredInsufficient · 0
$6,500157,299 mi

Huntsville, AL

2005 Nissan Frontier LE

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

2005 Nissan Frontier LE

Meridianville, AL

Unscored
$6,900218,618 mi

Comparison: 6 similar vehicles

Meridianville, AL

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

Huntsville, AL

UnscoredInsufficient · 4
$6,988208,568 mi

Comparison: 4 similar vehicles

Huntsville, AL

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Shelbyville, TN

Unscored
$6,995120,724 mi

Comparison: 14 similar vehicles

Shelbyville, TN

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Lawrenceburg, TN

Unscored
$6,995122,439 mi

Comparison: 11 similar vehicles

Lawrenceburg, TN

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Huntsville, AL

Unscored
$6,995193,711 mi

Comparison: 10 similar vehicles

Huntsville, AL

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Ardmore, AL

UnscoredInsufficient · 0
$7,000227,316 mi

Ardmore, AL

2002 Dodge Ram 2500 Pickup SLT

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

2002 Dodge Ram 2500 Pickup SLT

Meridianville, AL

UnscoredInsufficient · 0
$7,400399,290 mi

Meridianville, AL

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Shelbyville, TN

UnscoredInsufficient · 0
$7,499151,810 mi

Shelbyville, 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

Huntsville, AL

UnscoredInsufficient · 0
$7,499109,637 mi

Huntsville, AL

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

Meridianville, AL

Unscored
$7,500203,758 mi

Comparison: 34 similar vehicles

Meridianville, AL

2004 Toyota Tacoma Base

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

2004 Toyota Tacoma Base

Meridianville, AL

Unscored
$7,500Mileage not verified

Comparison: 5 similar vehicles

Meridianville, AL

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Decatur, AL

Unscored
$7,500205,000 mi

Comparison: 8 similar vehicles

Decatur, AL

2011 GMC Sierra 2500HD SLE

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

2011 GMC Sierra 2500HD SLE

Cullman, AL

UnscoredInsufficient · 3
$7,895319,355 mi

Comparison: 3 similar vehicles

Cullman, AL

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Meridianville, AL

Unscored
$7,900230,649 mi

Comparison: 12 similar vehicles

Meridianville, AL

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

Meridianville, AL

Unscored
$7,900168,742 mi

Comparison: 15 similar vehicles

Meridianville, AL

2006 GMC Sierra 1500 Work Truck

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

2006 GMC Sierra 1500 Work Truck

Meridianville, AL

UnscoredInsufficient · 0
$7,900155,480 mi

Meridianville, AL

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Lawrenceburg, TN

Unscored
$7,990265,156 mi

Comparison: 10 similar vehicles

Lawrenceburg, TN

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Fayetteville, TN

Unscored
$7,991254,870 mi

Comparison: 10 similar vehicles

Fayetteville, TN

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Shelbyville, TN

Unscored
$7,995142,403 mi

Comparison: 24 similar vehicles

Shelbyville, TN

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Shelbyville, TN

Salvage title
$7,995140,968 mi

Shelbyville, TN

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Athens, AL

Unscored
$8,000133,472 mi

Comparison: 46 similar vehicles

Athens, AL

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Huntsville, AL

UnscoredInsufficient · 3
$8,283208,496 mi

Comparison: 3 similar vehicles

Huntsville, AL

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Huntsville, AL

Unscored
$8,350Mileage not verified

Comparison: 7 similar vehicles

Huntsville, AL

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Huntsville, AL

Unscored
$8,350240,705 mi

Comparison: 15 similar vehicles

Huntsville, AL

2014 Ford F-150 Platinum

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

2014 Ford F-150 Platinum

Lawrenceburg, TN

UnscoredInsufficient · 4
$8,495255,830 mi

Comparison: 4 similar vehicles

Lawrenceburg, 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

Shelbyville, TN

Unscored
$8,495182,717 mi

Comparison: 128 similar vehicles

Shelbyville, TN

2008 Toyota Tacoma PreRunner

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

2008 Toyota Tacoma PreRunner

Ardmore, AL

Unscored
$8,500300,649 mi

Comparison: 11 similar vehicles

Ardmore, AL

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

Huntsville, AL

Unscored
$8,589170,806 mi

Comparison: 28 similar vehicles

Huntsville, AL

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

Meridianville, AL

Unscored
$8,900254,865 mi

Comparison: 29 similar vehicles

Meridianville, AL

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

Meridianville, AL

Unscored
$8,900214,319 mi

Comparison: 15 similar vehicles

Meridianville, AL

2008 Ford F-350 Super Duty Chassis Cab XL

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

2008 Ford F-350 Super Duty Chassis Cab XL

Huntsville, AL

Unscored
$8,988209,319 mi

Comparison: 9 similar vehicles

Huntsville, AL

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Cullman, AL

Unscored
$8,990295,121 mi

Comparison: 20 similar vehicles

Cullman, AL

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Cullman, AL

UnscoredInsufficient · 3
$8,990298,694 mi

Comparison: 3 similar vehicles

Cullman, AL

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

Albertville, AL

UnscoredInsufficient · 3
$8,995142,148 mi

Comparison: 3 similar vehicles

Albertville, AL

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

Decatur, AL

Unscored
$8,995219,587 mi

Comparison: 9 similar vehicles

Decatur, AL

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

Shelbyville, TN

UnscoredInsufficient · 3
$8,999185,788 mi

Comparison: 3 similar vehicles

Shelbyville, TN

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

Ardmore, AL

Unscored
$9,000174,531 mi

Comparison: 24 similar vehicles

Ardmore, AL

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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