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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

8,497 listings found

No Photo

2012 Kia Sorento LX

Chattanooga, TN

UnscoredInsufficient · 3
$2,500301,723 mi

Comparison: 3 similar vehicles

Chattanooga, 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

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 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

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Chattanooga, TN

UnscoredInsufficient · 3
$2,991200,038 mi

Comparison: 3 similar vehicles

Chattanooga, TN

No Photo

2010 Ford Escape XLT

Chattanooga, TN

UnscoredModerate · 26
$2,991244,152 mi

Comparison: 26 similar vehicles

Chattanooga, 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 · 18
$2,995325,395 mi

Comparison: 18 similar vehicles

Rockwood, 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

2004 BMW X3 2.5i

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

2004 BMW X3 2.5i

Fort Oglethorpe, GA

UnscoredInsufficient · 0
$2,995155,000 mi

Fort Oglethorpe, GA

No Photo

2004 Honda Pilot EX

Chattanooga, TN

UnscoredLimited · 5
$3,000259,670 mi

Comparison: 5 similar vehicles

Chattanooga, TN

2001 Nissan Pathfinder LE

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

2001 Nissan Pathfinder LE

Mcdonald, TN

UnscoredInsufficient · 0
$3,197310,847 mi

Mcdonald, TN

2013 Nissan Pathfinder SL

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

2013 Nissan Pathfinder SL

Rockwood, TN

UnscoredModerate · 22
$3,695179,395 mi

Comparison: 22 similar vehicles

Rockwood, 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

Chattanooga, TN

UnscoredLimited · 9
$3,799174,207 mi

Comparison: 9 similar vehicles

Chattanooga, TN

2010 Mercury Mountaineer Base

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

2010 Mercury Mountaineer Base

Cookeville, TN

UnscoredInsufficient · 0
$3,900211,795 mi

Cookeville, TN

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Ringgold, GA

UnscoredLimited · 11
$3,995200,000 mi

Comparison: 11 similar vehicles

Ringgold, GA

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Rossville, GA

UnscoredLimited · 13
$3,995208,651 mi

Comparison: 13 similar vehicles

Rossville, GA

2002 Lexus RX 300

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

2002 Lexus RX 300

Rossville, GA

UnscoredInsufficient · 4
$3,995173,757 mi

Comparison: 4 similar vehicles

Rossville, GA

2001 Toyota Sequoia Limited

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

2001 Toyota Sequoia Limited

Rossville, GA

UnscoredInsufficient · 0
$3,995248,000 mi

Rossville, GA

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

2005 Dodge Durango Limited

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

2005 Dodge Durango Limited

Chattanooga, TN

UnscoredInsufficient · 0
$3,999330,884 mi

Chattanooga, TN

No Photo

2013 Dodge Durango R/T

Chattanooga, TN

UnscoredLimited · 9
$4,000253,659 mi

Comparison: 9 similar vehicles

Chattanooga, TN

2005 Honda CR-V EX

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

2005 Honda CR-V EX

Rockwood, TN

UnscoredLimited · 8
$4,295239,893 mi

Comparison: 8 similar vehicles

Rockwood, TN

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Rossville, GA

UnscoredInsufficient · 3
$4,400189,312 mi

Comparison: 3 similar vehicles

Rossville, GA

2012 Jeep Grand Cherokee Limited

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

2012 Jeep Grand Cherokee Limited

Dayton, TN

UnscoredModerate · 27
$4,500167,045 mi

Comparison: 27 similar vehicles

Dayton, TN

2012 Chevrolet Equinox LTZ

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

2012 Chevrolet Equinox LTZ

Rossville, GA

UnscoredLimited · 10
$4,500152,290 mi

Comparison: 10 similar vehicles

Rossville, GA

2005 Ford Freestyle SEL

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

2005 Ford Freestyle SEL

Crossville, TN

Salvage title
$4,795300,000 mi

Crossville, TN

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Cleveland, TN

UnscoredInsufficient · 0
$4,796335,106 mi

Cleveland, TN

No Photo

2008 Nissan Armada LE

Rossville, GA

UnscoredInsufficient · 3
$4,900192,634 mi

Comparison: 3 similar vehicles

Rossville, GA

2001 Mercedes-Benz M-Class ML430

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

2001 Mercedes-Benz M-Class ML430

Chattanooga, TN

UnscoredInsufficient · 0
$4,900141,000 mi

Chattanooga, TN

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Chattanooga, TN

UnscoredLimited · 12
$4,916201,442 mi

Comparison: 12 similar vehicles

Chattanooga, TN

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Harriman, TN

UnscoredLimited · 19
$4,950121,750 mi

Comparison: 19 similar vehicles

Harriman, TN

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Crossville, TN

UnscoredLimited · 9
$4,950260,374 mi

Comparison: 9 similar vehicles

Crossville, TN

2007 Acura RDX Base

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

2007 Acura RDX Base

Chattanooga, TN

UnscoredInsufficient · 0
$4,950215,258 mi

Chattanooga, TN

2009 Acura MDX Technology Package

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

2009 Acura MDX Technology Package

Chattanooga, TN

UnscoredInsufficient · 0
$4,994285,442 mi

Chattanooga, TN

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Rockwood, TN

UnscoredModerate · 23
$4,995207,888 mi

Comparison: 23 similar vehicles

Rockwood, TN

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Rockwood, TN

UnscoredModerate · 27
$4,995175,771 mi

Comparison: 27 similar vehicles

Rockwood, TN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

East Ridge, TN

UnscoredModerate · 44
$4,995164,109 mi

Comparison: 44 similar vehicles

East Ridge, TN

2012 Ford Edge SEL

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

2012 Ford Edge SEL

East Ridge, TN

UnscoredLimited · 11
$4,995166,529 mi

Comparison: 11 similar vehicles

East Ridge, TN

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Rockwood, TN

UnscoredRobust · 53
$4,995277,325 mi

Comparison: 53 similar vehicles

Rockwood, TN

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Rockwood, TN

UnscoredLimited · 14
$4,995147,709 mi

Comparison: 14 similar vehicles

Rockwood, TN

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Cleveland, TN

UnscoredInsufficient · 3
$4,995243,129 mi

Comparison: 3 similar vehicles

Cleveland, TN

2010 Hyundai Veracruz Limited

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

2010 Hyundai Veracruz Limited

Rockwood, TN

UnscoredInsufficient · 0
$4,995257,141 mi

Rockwood, TN

2009 Ford Expedition Eddie Bauer

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

2009 Ford Expedition Eddie Bauer

Cookeville, TN

UnscoredInsufficient · 3
$4,995246,596 mi

Comparison: 3 similar vehicles

Cookeville, TN

2008 Hyundai Veracruz GLS

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

2008 Hyundai Veracruz GLS

Rockwood, TN

UnscoredInsufficient · 4
$4,995173,737 mi

Comparison: 4 similar vehicles

Rockwood, TN

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Rossville, GA

UnscoredInsufficient · 0
$4,995159,871 mi

Rossville, GA

2006 Kia Sportage LX

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

2006 Kia Sportage LX

Cleveland, TN

UnscoredInsufficient · 0
$4,995102,442 mi

Cleveland, TN

1998 Ford Explorer Sport

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

1998 Ford Explorer Sport

Cookeville, TN

UnscoredInsufficient · 0
$4,99585,209 mi

Cookeville, TN

2017 Hyundai Santa Fe Sport

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

2017 Hyundai Santa Fe Sport

East Ridge, TN

UnscoredModerate · 21
$4,999Mileage not verified

Comparison: 21 similar vehicles

East Ridge, TN

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Chattanooga, TN

UnscoredModerate · 39
$5,000128,692 mi

Comparison: 39 similar vehicles

Chattanooga, TN

No Photo

2011 Toyota Venza Base

Chattanooga, TN

UnscoredLimited · 13
$5,000247,245 mi

Comparison: 13 similar vehicles

Chattanooga, 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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