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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 7, 2026

7.1M+

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

11,900 listings found

2006 Volvo

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

2006 Volvo

Murfreesboro, TN

UnscoredInsufficient · 0
$1,995204,144 mi

Murfreesboro, TN

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Lebanon, TN

UnscoredInsufficient · 3
$2,700Mileage not verified

Comparison: 3 similar vehicles

Lebanon, TN

2000 Buick Park Avenue Base

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

2000 Buick Park Avenue Base

Lebanon, TN

UnscoredInsufficient · 0
$2,900277,219 mi

Lebanon, TN

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Crossville, TN

Salvage title
$2,950182,701 mi

Crossville, TN

2015 Kia Soul Base

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

2015 Kia Soul Base

Cookeville, TN

Unscored
$2,995218,920 mi

Comparison: 57 similar vehicles

Cookeville, TN

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Lebanon, TN

UnscoredInsufficient · 0
$2,995247,635 mi

Lebanon, TN

2017 Nissan Pathfinder SV

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

2017 Nissan Pathfinder SV

Murfreesboro, TN

UnscoredInsufficient · 4
$3,200158,445 mi

Comparison: 4 similar vehicles

Murfreesboro, TN

2012 Nissan Altima S

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

2012 Nissan Altima S

Cookeville, TN

Unscored
$3,395143,960 mi

Comparison: 48 similar vehicles

Cookeville, TN

2001 Chevrolet Prizm Base

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

2001 Chevrolet Prizm Base

Monterey, TN

UnscoredInsufficient · 0
$3,400124,000 mi

Monterey, TN

2004 Nissan Murano SL AWD

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

2004 Nissan Murano SL AWD

Cookeville, TN

UnscoredInsufficient · 0
$3,495180,461 mi

Cookeville, TN

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Smyrna, TN

UnscoredInsufficient · 3
$3,500158,349 mi

Comparison: 3 similar vehicles

Smyrna, TN

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

Murfreesboro, TN

Unscored
$3,500272,047 mi

Comparison: 7 similar vehicles

Murfreesboro, TN

2012 Kia Rio LX

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

2012 Kia Rio LX

Lebanon, TN

UnscoredInsufficient · 3
$3,500Mileage not verified

Comparison: 3 similar vehicles

Lebanon, 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

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Livingston, TN

Unscored
$3,683185,125 mi

Comparison: 6 similar vehicles

Livingston, TN

2002 Saab 9-3 SE

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

2002 Saab 9-3 SE

Monterey, TN

UnscoredInsufficient · 0
$3,800142,123 mi

Monterey, TN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Lebanon, TN

Unscored
$3,900168,415 mi

Comparison: 25 similar vehicles

Lebanon, TN

2011 Hyundai Accent GLS

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

2011 Hyundai Accent GLS

Lebanon, TN

UnscoredInsufficient · 3
$3,900153,132 mi

Comparison: 3 similar vehicles

Lebanon, TN

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Monterey, TN

UnscoredInsufficient · 0
$3,900226,121 mi

Monterey, TN

2014 Ford Escape SE

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

2014 Ford Escape SE

Lebanon, TN

Unscored
$3,950166,563 mi

Comparison: 12 similar vehicles

Lebanon, TN

2014 Nissan Versa Sedan S Plus

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

2014 Nissan Versa Sedan S Plus

Lebanon, TN

Unscored
$3,99598,201 mi

Comparison: 6 similar vehicles

Lebanon, TN

2013 Dodge Grand Caravan American Value Package

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

2013 Dodge Grand Caravan American Value Package

Crossville, TN

UnscoredInsufficient · 0
$3,995199,962 mi

Crossville, TN

2012 Nissan Altima S

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

2012 Nissan Altima S

Murfreesboro, TN

Unscored
$3,995275,906 mi

Comparison: 52 similar vehicles

Murfreesboro, TN

2010 Lexus HS Base

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

2010 Lexus HS Base

Lebanon, TN

UnscoredInsufficient · 0
$3,995251,258 mi

Lebanon, TN

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Cookeville, TN

Unscored
$3,995254,110 mi

Comparison: 6 similar vehicles

Cookeville, TN

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Sparta, TN

UnscoredInsufficient · 3
$3,995Mileage not verified

Comparison: 3 similar vehicles

Sparta, TN

2001 Hyundai Santa Fe GLS

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

2001 Hyundai Santa Fe GLS

Sparta, TN

UnscoredInsufficient · 0
$3,995185,260 mi

Sparta, TN

2000 Honda Civic EX

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

2000 Honda Civic EX

Cookeville, TN

UnscoredInsufficient · 0
$3,995268,941 mi

Cookeville, TN

2013 Honda Odyssey EX-L

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

2013 Honda Odyssey EX-L

Murfreesboro, TN

Unscored
$3,999265,513 mi

Comparison: 7 similar vehicles

Murfreesboro, TN

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Murfreesboro, TN

Unscored
$3,999128,862 mi

Comparison: 6 similar vehicles

Murfreesboro, TN

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Murfreesboro, TN

UnscoredInsufficient · 4
$3,999194,366 mi

Comparison: 4 similar vehicles

Murfreesboro, TN

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Murfreesboro, TN

UnscoredInsufficient · 0
$3,999250,000 mi

Murfreesboro, TN

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Murfreesboro, TN

UnscoredInsufficient · 4
$4,000149,607 mi

Comparison: 4 similar vehicles

Murfreesboro, TN

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Lebanon, TN

Unscored
$4,000255,868 mi

Comparison: 10 similar vehicles

Lebanon, TN

2015 Hyundai Veloster Base

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

2015 Hyundai Veloster Base

Lebanon, TN

UnscoredInsufficient · 4
$4,199145,412 mi

Comparison: 4 similar vehicles

Lebanon, TN

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Sparta, TN

UnscoredInsufficient · 3
$4,250233,731 mi

Comparison: 3 similar vehicles

Sparta, TN

2002 Toyota Sequoia Limited

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

2002 Toyota Sequoia Limited

Smyrna, TN

UnscoredInsufficient · 0
$4,250215,021 mi

Smyrna, TN

2006 Chrysler Pacifica Limited

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

2006 Chrysler Pacifica Limited

Crossville, TN

UnscoredInsufficient · 0
$4,251131,301 mi

Crossville, TN

2017 Ford Escape SE

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

2017 Ford Escape SE

Lebanon, TN

Unscored
$4,300155,754 mi

Comparison: 12 similar vehicles

Lebanon, TN

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Murfreesboro, TN

Unscored
$4,300166,000 mi

Comparison: 23 similar vehicles

Murfreesboro, TN

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Crossville, TN

Unscored
$4,450191,547 mi

Comparison: 16 similar vehicles

Crossville, TN

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Crossville, TN

Unscored
$4,450377,245 mi

Comparison: 6 similar vehicles

Crossville, 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

Unscored
$4,450281,157 mi

Comparison: 6 similar vehicles

Crossville, TN

2008 Nissan Altima S

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

2008 Nissan Altima S

Murfreesboro, TN

Unscored
$4,495141,154 mi

Comparison: 19 similar vehicles

Murfreesboro, TN

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Cookeville, TN

UnscoredInsufficient · 0
$4,495189,212 mi

Cookeville, TN

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Cookeville, TN

UnscoredInsufficient · 3
$4,500161,999 mi

Comparison: 3 similar vehicles

Cookeville, TN

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Lebanon, TN

Unscored
$4,500228,463 mi

Comparison: 29 similar vehicles

Lebanon, TN

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Smyrna, TN

Unscored
$4,500189,747 mi

Comparison: 14 similar vehicles

Smyrna, TN

2014 Mitsubishi Lancer ES

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

2014 Mitsubishi Lancer ES

Cookeville, TN

UnscoredInsufficient · 3
$4,593170,428 mi

Comparison: 3 similar vehicles

Cookeville, TN

2017 Ford Escape SE

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

2017 Ford Escape SE

Lebanon, TN

Unscored
$4,600156,146 mi

Comparison: 12 similar vehicles

Lebanon, 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 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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