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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

6,314 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

Tullahoma, TN

UnscoredModerate · 21
$3,399171,189 mi

Comparison: 21 similar vehicles

Tullahoma, 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 Chevrolet Silverado base

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

2001 Chevrolet Silverado base

Pulaski, TN

UnscoredLimited · 10
$3,600256,909 mi

Comparison: 10 similar vehicles

Pulaski, 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 · 3
$3,600202,814 mi

Comparison: 3 similar vehicles

Ardmore, AL

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

Franklin, TN

UnscoredInsufficient · 0
$3,999148,939 mi

Franklin, 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

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

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

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 Nissan Frontier LE

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

2006 Nissan Frontier LE

Lebanon, TN

UnscoredInsufficient · 0
$4,995209,216 mi

Lebanon, 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
$5,200203,813 mi

Comparison: 4 similar vehicles

La Vergne, TN

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Winchester, TN

UnscoredInsufficient · 3
$5,588248,329 mi

Comparison: 3 similar vehicles

Winchester, TN

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
$5,599143,919 mi

Tullahoma, TN

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Franklin, TN

UnscoredLimited · 16
$5,716239,014 mi

Comparison: 16 similar vehicles

Franklin, TN

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Smyrna, TN

UnscoredLimited · 5
$5,995273,615 mi

Comparison: 5 similar vehicles

Smyrna, TN

2000 Dodge Ram Pickup ST

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

2000 Dodge Ram Pickup ST

Pulaski, TN

UnscoredInsufficient · 4
$5,995192,733 mi

Comparison: 4 similar vehicles

Pulaski, TN

2017 Nissan Titan S

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

2017 Nissan Titan S

Murfreesboro, TN

UnscoredLimited · 7
$6,000165,740 mi

Comparison: 7 similar vehicles

Murfreesboro, TN

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Nashville, TN

UnscoredLimited · 5
$6,344149,503 mi

Comparison: 5 similar vehicles

Nashville, TN

2016 RAM 1500 Pickup Big Horn/Lone Star

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

2016 RAM 1500 Pickup Big Horn/Lone Star

Mt. Juliet, TN

UnscoredLimited · 7
$6,498321,116 mi

Comparison: 7 similar vehicles

Mt. Juliet, TN

2010 RAM 1500 Pickup Laramie

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

2010 RAM 1500 Pickup Laramie

Murfreesboro, TN

UnscoredInsufficient · 3
$6,500294,207 mi

Comparison: 3 similar vehicles

Murfreesboro, TN

1999 Ford F-250 XL

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

1999 Ford F-250 XL

Bell Buckle, TN

UnscoredInsufficient · 0
$6,599196,829 mi

Bell Buckle, TN

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

Petersburg, TN

UnscoredLimited · 7
$6,699131,152 mi

Comparison: 7 similar vehicles

Petersburg, TN

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

UnscoredInsufficient · 4
$6,900218,618 mi

Comparison: 4 similar vehicles

Meridianville, AL

No Photo

1998 Ford F-150 XL

Columbia, TN

UnscoredInsufficient · 0
$6,995191,657 mi

Columbia, TN

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 · 4
$7,000227,316 mi

Comparison: 4 similar vehicles

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
$7,400399,286 mi

Meridianville, AL

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Harvest, AL

UnscoredRobust · 61
$7,490230,844 mi

Comparison: 61 similar vehicles

Harvest, AL

2013 GMC Sierra 1500 SLT

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

2013 GMC Sierra 1500 SLT

Nashville, TN

UnscoredLimited · 7
$7,500241,279 mi

Comparison: 7 similar vehicles

Nashville, 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

Meridianville, AL

UnscoredModerate · 27
$7,500203,758 mi

Comparison: 27 similar vehicles

Meridianville, AL

2010 Nissan Titan PRO-4X

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

2010 Nissan Titan PRO-4X

La Vergne, TN

UnscoredInsufficient · 0
$7,500234,501 mi

La Vergne, TN

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Tullahoma, TN

UnscoredLimited · 9
$7,694216,876 mi

Comparison: 9 similar vehicles

Tullahoma, TN

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Nashville, TN

UnscoredInsufficient · 0
$7,795228,206 mi

Nashville, TN

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

Nashville, TN

UnscoredLimited · 6
$7,799241,659 mi

Comparison: 6 similar vehicles

Nashville, TN

2009 Ford F-150 Platinum

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

2009 Ford F-150 Platinum

Murfreesboro, TN

UnscoredInsufficient · 0
$7,800238,108 mi

Murfreesboro, TN

2008 Ford Explorer Sport Trac Limited

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

2008 Ford Explorer Sport Trac Limited

Murfreesboro, TN

UnscoredLimited · 6
$7,800185,748 mi

Comparison: 6 similar vehicles

Murfreesboro, TN

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

UnscoredLimited · 18
$7,900168,742 mi

Comparison: 18 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

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

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

Nashville, TN

UnscoredLimited · 12
$7,999123,456 mi

Comparison: 12 similar vehicles

Nashville, TN

2010 Nissan Titan SE

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

2010 Nissan Titan SE

La Vergne, TN

UnscoredInsufficient · 0
$7,999171,000 mi

La Vergne, TN

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Nashville, TN

UnscoredLimited · 13
$8,000249,340 mi

Comparison: 13 similar vehicles

Nashville, TN

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Nashville, TN

UnscoredInsufficient · 0
$8,000123,838 mi

Nashville, TN

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Franklin, TN

UnscoredInsufficient · 4
$8,150222,241 mi

Comparison: 4 similar vehicles

Franklin, 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 · 17
$8,344263,277 mi

Comparison: 17 similar vehicles

Nashville, TN

1999 Ford F-150 XL

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

1999 Ford F-150 XL

Nashville, TN

UnscoredInsufficient · 0
$8,34462,705 mi

Nashville, TN

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Nashville, TN

UnscoredLimited · 5
$8,450187,093 mi

Comparison: 5 similar vehicles

Nashville, TN

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Nashville, TN

UnscoredLimited · 15
$8,495186,603 mi

Comparison: 15 similar vehicles

Nashville, TN

2006 Toyota Tacoma PreRunner

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

2006 Toyota Tacoma PreRunner

Murfreesboro, TN

UnscoredLimited · 12
$8,499190,769 mi

Comparison: 12 similar vehicles

Murfreesboro, TN

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Murfreesboro, TN

UnscoredRobust · 80
$8,500194,758 mi

Comparison: 80 similar vehicles

Murfreesboro, TN

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Manchester, TN

UnscoredInsufficient · 0
$8,50022,941 mi

Manchester, TN

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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