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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 15, 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

50,000+ listings found(add a location or filter to narrow results)

2002 Chevrolet TrailBlazer LT

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

2002 Chevrolet TrailBlazer LT

Knoxville, TN

UnscoredInsufficient · 0
$1,989182,270 mi

Knoxville, TN

2005 Honda Pilot EX

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

2005 Honda Pilot EX

White Bluff, TN

UnscoredLimited · 7
$1,995Mileage not verified

Comparison: 7 similar vehicles

White Bluff, TN

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Clarksville, TN

UnscoredInsufficient · 0
$1,999217,000 mi

Clarksville, TN

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Oak Ridge, TN

UnscoredInsufficient · 3
$2,000180,758 mi

Comparison: 3 similar vehicles

Oak Ridge, TN

1999 Ford Expedition XLT

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

1999 Ford Expedition XLT

Memphis, TN

UnscoredInsufficient · 0
$2,000Mileage not verified

Memphis, TN

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Memphis, TN

UnscoredLimited · 7
$2,200157,000 mi

Comparison: 7 similar vehicles

Memphis, TN

1997 Ford Explorer XLT

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

1997 Ford Explorer XLT

Crump, TN

UnscoredInsufficient · 0
$2,250312,202 mi

Crump, TN

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Knoxville, TN

Salvage title
$2,290149,519 mi

Knoxville, TN

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Memphis, TN

UnscoredModerate · 23
$2,399183,678 mi

Comparison: 23 similar vehicles

Memphis, TN

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Knoxville, TN

UnscoredLimited · 13
$2,450159,000 mi

Comparison: 13 similar vehicles

Knoxville, TN

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Memphis, TN

UnscoredInsufficient · 4
$2,499176,816 mi

Comparison: 4 similar vehicles

Memphis, TN

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Nashville, TN

UnscoredLimited · 6
$2,500238,842 mi

Comparison: 6 similar vehicles

Nashville, TN

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Nashville, TN

UnscoredInsufficient · 3
$2,500154,549 mi

Comparison: 3 similar vehicles

Nashville, TN

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Memphis, TN

UnscoredLimited · 7
$2,500200,212 mi

Comparison: 7 similar vehicles

Memphis, TN

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Nashville, TN

UnscoredLimited · 6
$2,500272,420 mi

Comparison: 6 similar vehicles

Nashville, TN

2014 Nissan Pathfinder S

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

2014 Nissan Pathfinder S

Nashville, TN

UnscoredLimited · 12
$2,500153,883 mi

Comparison: 12 similar vehicles

Nashville, TN

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Nashville, TN

UnscoredLimited · 5
$2,500227,793 mi

Comparison: 5 similar vehicles

Nashville, TN

No Photo

2012 Kia Sorento LX

Chattanooga, TN

UnscoredInsufficient · 3
$2,500301,723 mi

Comparison: 3 similar vehicles

Chattanooga, TN

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Memphis, TN

UnscoredLimited · 6
$2,500230,306 mi

Comparison: 6 similar vehicles

Memphis, TN

2010 Mercedes-Benz GL-Class GL450

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

2010 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredInsufficient · 0
$2,500228,278 mi

Nashville, TN

2008 Nissan Xterra S

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

2008 Nissan Xterra S

Smyrna, TN

UnscoredInsufficient · 0
$2,500204,348 mi

Smyrna, TN

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

Nashville, TN

UnscoredLimited · 12
$2,500172,611 mi

Comparison: 12 similar vehicles

Nashville, TN

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Memphis, TN

UnscoredInsufficient · 3
$2,500257,711 mi

Comparison: 3 similar vehicles

Memphis, TN

2010 GMC Acadia SLT2

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

2010 GMC Acadia SLT2

Newport, TN

UnscoredLimited · 5
$2,599224,219 mi

Comparison: 5 similar vehicles

Newport, TN

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Memphis, TN

UnscoredInsufficient · 0
$2,600141,511 mi

Memphis, TN

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Cleveland, TN

UnscoredInsufficient · 0
$2,696254,810 mi

Cleveland, TN

2006 Chevrolet TrailBlazer LT

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

2006 Chevrolet TrailBlazer LT

Petersburg, TN

UnscoredInsufficient · 0
$2,699200,000 mi

Petersburg, TN

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Nashville, TN

UnscoredLimited · 7
$2,800169,961 mi

Comparison: 7 similar vehicles

Nashville, TN

2001 Chevrolet Blazer LS

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

2001 Chevrolet Blazer LS

Oneida, TN

UnscoredInsufficient · 0
$2,888177,440 mi

Oneida, TN

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Jackson, TN

UnscoredLimited · 19
$2,895217,769 mi

Comparison: 19 similar vehicles

Jackson, TN

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Jackson, TN

UnscoredInsufficient · 3
$2,895232,163 mi

Comparison: 3 similar vehicles

Jackson, TN

2006 Subaru Forester XT

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

2006 Subaru Forester XT

Memphis, TN

UnscoredInsufficient · 0
$2,898219,760 mi

Memphis, TN

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Nashville, TN

UnscoredInsufficient · 3
$2,900160,000 mi

Comparison: 3 similar vehicles

Nashville, TN

2010 Ford Flex SE

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

2010 Ford Flex SE

Cookeville, TN

UnscoredInsufficient · 0
$2,900281,338 mi

Cookeville, TN

2010 Mercedes-Benz GL-Class GL450

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

2010 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredInsufficient · 0
$2,900209,353 mi

Nashville, TN

2009 Ford Explorer XLT

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

2009 Ford Explorer XLT

Clarksville, TN

UnscoredInsufficient · 0
$2,900251,378 mi

Clarksville, TN

2009 Mercedes-Benz GL-Class GL450

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

2009 Mercedes-Benz GL-Class GL450

Nashville, TN

UnscoredInsufficient · 0
$2,900181,703 mi

Nashville, 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

No Photo

2011 Nissan Pathfinder SV

Chattanooga, TN

UnscoredInsufficient · 0
$2,991200,038 mi

Chattanooga, TN

No Photo

2010 Ford Escape XLT

Chattanooga, TN

UnscoredModerate · 22
$2,991244,152 mi

Comparison: 22 similar vehicles

Chattanooga, TN

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Murfreesboro, TN

UnscoredInsufficient · 0
$2,995207,704 mi

Murfreesboro, TN

2008 Toyota Highlander Base

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

2008 Toyota Highlander Base

Rockwood, TN

UnscoredLimited · 17
$2,995325,395 mi

Comparison: 17 similar vehicles

Rockwood, TN

2006 Pontiac Torrent Base

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

2006 Pontiac Torrent Base

Adamsville, TN

UnscoredInsufficient · 0
$2,995252,915 mi

Adamsville, TN

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Adamsville, TN

UnscoredInsufficient · 0
$2,995294,639 mi

Adamsville, TN

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Louisville, TN

UnscoredInsufficient · 3
$2,995229,206 mi

Comparison: 3 similar vehicles

Louisville, TN

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Chattanooga, TN

UnscoredInsufficient · 0
$2,995139,831 mi

Chattanooga, TN

2003 Hyundai Santa Fe GLS

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

2003 Hyundai Santa Fe GLS

Memphis, TN

UnscoredInsufficient · 0
$2,995163,474 mi

Memphis, TN

No Photo

2016 Kia Sorento LX

Oliver Springs, TN

UnscoredLimited · 5
$2,999228,545 mi

Comparison: 5 similar vehicles

Oliver Springs, TN

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Murfreesboro, TN

UnscoredInsufficient · 3
$2,999182,199 mi

Comparison: 3 similar vehicles

Murfreesboro, 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 · 3
$2,999Mileage not verified

Comparison: 3 similar vehicles

Kingsport, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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