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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

15,016 listings found

2003 GMC Envoy SLE

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

2003 GMC Envoy SLE

Kingsport, TN

UnscoredInsufficient · 0
$1,950193,010 mi

Kingsport, TN

2007 Buick LaCrosse CX

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

2007 Buick LaCrosse CX

Norton, VA

UnscoredInsufficient · 0
$2,499Mileage not verified

Norton, VA

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

Big Stone Gap, VA

Unscored
$2,499199,976 mi

Comparison: 5 similar vehicles

Big Stone Gap, VA

2012 Kia Soul Base

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

2012 Kia Soul Base

Johnson City, TN

Unscored
$2,500217,540 mi

Comparison: 11 similar vehicles

Johnson City, TN

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Norton, VA

UnscoredInsufficient · 3
$2,500204,870 mi

Comparison: 3 similar vehicles

Norton, VA

2001 Jeep Grand Cherokee LAREDO

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

2001 Jeep Grand Cherokee LAREDO

Bristol, TN

Salvage title
$2,513314,813 mi

Bristol, TN

1995 GMC Jimmy

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

1995 GMC Jimmy

Lebanon, VA

UnscoredInsufficient · 0
$2,699178,276 mi

Lebanon, VA

2002 Subaru Forester S

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

2002 Subaru Forester S

Kingsport, TN

UnscoredInsufficient · 0
$2,783298,555 mi

Kingsport, TN

2004 Saturn ION 3

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

2004 Saturn ION 3

Johnson City, TN

UnscoredInsufficient · 0
$2,789163,164 mi

Johnson City, TN

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Wise, VA

UnscoredInsufficient · 4
$2,799138,931 mi

Comparison: 4 similar vehicles

Wise, VA

2008 Kia Rondo LX

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

2008 Kia Rondo LX

Bristol, TN

UnscoredInsufficient · 0
$2,889179,095 mi

Bristol, TN

2009 MINI Cooper S

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

2009 MINI Cooper S

Johnson City, TN

Unscored
$2,995142,834 mi

Comparison: 8 similar vehicles

Johnson City, TN

1997 Mercury Grand Marquis

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

1997 Mercury Grand Marquis

Erwin, TN

UnscoredInsufficient · 0
$2,995156,154 mi

Erwin, TN

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Kingsport, TN

UnscoredInsufficient · 4
$2,999Mileage not verified

Comparison: 4 similar vehicles

Kingsport, TN

2002 Ford Explorer XLS

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

2002 Ford Explorer XLS

Lebanon, VA

UnscoredInsufficient · 0
$3,200301,213 mi

Lebanon, VA

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Elizabethton, TN

Unscored
$3,295286,287 mi

Comparison: 7 similar vehicles

Elizabethton, TN

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Surgoinsville, TN

UnscoredInsufficient · 0
$3,295245,149 mi

Surgoinsville, TN

2013 Dodge Journey American Value Package

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

2013 Dodge Journey American Value Package

Kingsport, TN

UnscoredInsufficient · 0
$3,450215,099 mi

Kingsport, TN

1995 Toyota Tercel

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

1995 Toyota Tercel

Bristol, TN

UnscoredInsufficient · 0
$3,478101,073 mi

Bristol, TN

2012 Subaru Impreza 2.0I Limited

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

2012 Subaru Impreza 2.0I Limited

Bristol, TN

Unscored
$3,495229,124 mi

Comparison: 5 similar vehicles

Bristol, TN

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Erwin, TN

UnscoredInsufficient · 3
$3,495211,205 mi

Comparison: 3 similar vehicles

Erwin, TN

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Kingsport, TN

Unscored
$3,499201,725 mi

Comparison: 10 similar vehicles

Kingsport, TN

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Kingsport, TN

Unscored
$3,500249,654 mi

Comparison: 9 similar vehicles

Kingsport, 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

Unscored
$3,500209,510 mi

Comparison: 9 similar vehicles

Johnson City, TN

2008 Hyundai Accent GLS

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

2008 Hyundai Accent GLS

Surgoinsville, TN

UnscoredInsufficient · 0
$3,595144,160 mi

Surgoinsville, TN

2005 Honda Element EX

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

2005 Honda Element EX

Zionville, NC

Unscored
$3,695319,006 mi

Comparison: 7 similar vehicles

Zionville, NC

2007 Mercedes-Benz GL-Class GL450

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

2007 Mercedes-Benz GL-Class GL450

Bristol, TN

Unscored
$3,698174,207 mi

Comparison: 7 similar vehicles

Bristol, TN

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Johnson City, TN

Salvage title
$3,799183,380 mi

Johnson City, TN

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Johnson City, TN

UnscoredInsufficient · 0
$3,880175,000 mi

Johnson City, TN

2011 Ford Expedition Limited

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

2011 Ford Expedition Limited

Bristol, TN

UnscoredInsufficient · 4
$3,889294,236 mi

Comparison: 4 similar vehicles

Bristol, TN

2010 Pontiac G6 Base

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

2010 Pontiac G6 Base

Johnson City, TN

UnscoredInsufficient · 0
$3,889186,631 mi

Johnson City, TN

2008 Honda Civic EX

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

2008 Honda Civic EX

Bristol, TN

Unscored
$3,889237,910 mi

Comparison: 12 similar vehicles

Bristol, 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

Bristol, TN

Unscored
$3,889158,387 mi

Comparison: 11 similar vehicles

Bristol, TN

2007 Chevrolet Impala LTZ

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

2007 Chevrolet Impala LTZ

Kingsport, TN

UnscoredInsufficient · 0
$3,900176,917 mi

Kingsport, TN

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Kingsport, TN

UnscoredInsufficient · 4
$3,950169,132 mi

Comparison: 4 similar vehicles

Kingsport, TN

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Kingsport, TN

Unscored
$3,950264,489 mi

Comparison: 27 similar vehicles

Kingsport, TN

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Bristol, TN

UnscoredInsufficient · 4
$3,978252,625 mi

Comparison: 4 similar vehicles

Bristol, TN

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Johnson City, TN

UnscoredInsufficient · 3
$3,988212,850 mi

Comparison: 3 similar vehicles

Johnson City, TN

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Johnson City, TN

Unscored
$3,988196,208 mi

Comparison: 9 similar vehicles

Johnson City, TN

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Johnson City, TN

UnscoredInsufficient · 0
$3,988189,414 mi

Johnson City, TN

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Erwin, TN

Unscored
$3,988275,994 mi

Comparison: 13 similar vehicles

Erwin, TN

2005 Scion tC Base

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

2005 Scion tC Base

Bristol, TN

Unscored
$3,988178,162 mi

Comparison: 5 similar vehicles

Bristol, TN

2005 Hyundai Santa Fe GLS

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

2005 Hyundai Santa Fe GLS

Erwin, TN

UnscoredInsufficient · 0
$3,988163,675 mi

Erwin, TN

1996 Mercury Grand Marquis

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

1996 Mercury Grand Marquis

Johnson City, TN

UnscoredInsufficient · 0
$3,988176,972 mi

Johnson City, TN

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Vilas, NC

Unscored
$3,995168,084 mi

Comparison: 9 similar vehicles

Vilas, NC

2008 Scion tC Base

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

2008 Scion tC Base

Elizabethton, TN

Unscored
$3,995276,951 mi

Comparison: 7 similar vehicles

Elizabethton, TN

No Photo

2008 Chevrolet Aveo LS

Elizabethton, TN

UnscoredInsufficient · 0
$3,995112,084 mi

Elizabethton, TN

2007 Chrysler PT Cruiser Touring Edition

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

2007 Chrysler PT Cruiser Touring Edition

Surgoinsville, TN

UnscoredInsufficient · 3
$3,995113,082 mi

Comparison: 3 similar vehicles

Surgoinsville, TN

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Elizabethton, TN

Unscored
$3,995265,777 mi

Comparison: 8 similar vehicles

Elizabethton, TN

2003 Cadillac Escalade Base

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

2003 Cadillac Escalade Base

Elizabethton, TN

Unscored
$3,995391,360 mi

Comparison: 5 similar vehicles

Elizabethton, 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.
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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