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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

2,872 listings found

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Chattanooga, TN

UnscoredLimited · 9
$2,500201,964 mi

Comparison: 9 similar vehicles

Chattanooga, TN

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Knoxville, TN

UnscoredInsufficient · 3
$2,689234,006 mi

Comparison: 3 similar vehicles

Knoxville, TN

2005 Mercedes-Benz S-Class S500

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

2005 Mercedes-Benz S-Class S500

Knoxville, TN

UnscoredInsufficient · 0
$2,743142,617 mi

Knoxville, TN

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Louisville, TN

UnscoredLimited · 9
$2,895216,080 mi

Comparison: 9 similar vehicles

Louisville, TN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Chattanooga, TN

UnscoredRobust · 78
$2,991169,109 mi

Comparison: 78 similar vehicles

Chattanooga, TN

2006 Ford Five Hundred Limited

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

2006 Ford Five Hundred Limited

Louisville, TN

UnscoredInsufficient · 3
$2,995164,556 mi

Comparison: 3 similar vehicles

Louisville, TN

No Photo

2011 Chevrolet Cruze 1LT

Chattanooga, TN

Salvage title
$3,000176,083 mi

Chattanooga, TN

2005 Honda Accord LX

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

2005 Honda Accord LX

Sparta, TN

UnscoredLimited · 14
$3,000280,179 mi

Comparison: 14 similar vehicles

Sparta, TN

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

Knoxville, TN

UnscoredInsufficient · 0
$3,200153,232 mi

Knoxville, TN

2007 Honda Accord SE

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

2007 Honda Accord SE

Knoxville, TN

UnscoredLimited · 14
$3,257303,640 mi

Comparison: 14 similar vehicles

Knoxville, 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

2015 Volkswagen Passat Wolfsburg Edition

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

2015 Volkswagen Passat Wolfsburg Edition

Louisville, TN

UnscoredLimited · 11
$3,450236,722 mi

Comparison: 11 similar vehicles

Louisville, TN

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Knoxville, TN

UnscoredModerate · 20
$3,738221,968 mi

Comparison: 20 similar vehicles

Knoxville, TN

2003 Pontiac Grand Prix GT

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

2003 Pontiac Grand Prix GT

Knoxville, TN

UnscoredInsufficient · 0
$3,747216,308 mi

Knoxville, TN

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Cleveland, TN

UnscoredLimited · 8
$3,900112,125 mi

Comparison: 8 similar vehicles

Cleveland, TN

2018 Kia Optima LX

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

2018 Kia Optima LX

Knoxville, TN

UnscoredLimited · 6
$3,901148,279 mi

Comparison: 6 similar vehicles

Knoxville, TN

2007 Lexus GS 350

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

2007 Lexus GS 350

Maryville, TN

UnscoredLimited · 10
$3,975275,616 mi

Comparison: 10 similar vehicles

Maryville, TN

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Maryville, TN

UnscoredLimited · 19
$3,995186,008 mi

Comparison: 19 similar vehicles

Maryville, TN

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Louisville, TN

UnscoredModerate · 28
$3,995285,973 mi

Comparison: 28 similar vehicles

Louisville, TN

2009 Hyundai Genesis 3.8

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

2009 Hyundai Genesis 3.8

Knoxville, TN

UnscoredInsufficient · 0
$3,995148,973 mi

Knoxville, TN

No Photo

2015 Hyundai Elantra SE

Chattanooga, TN

UnscoredModerate · 30
$3,999140,961 mi

Comparison: 30 similar vehicles

Chattanooga, TN

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Cleveland, TN

UnscoredLimited · 7
$3,999179,569 mi

Comparison: 7 similar vehicles

Cleveland, TN

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Dayton, TN

UnscoredLimited · 17
$3,999180,675 mi

Comparison: 17 similar vehicles

Dayton, TN

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Dayton, TN

UnscoredModerate · 24
$4,200110,447 mi

Comparison: 24 similar vehicles

Dayton, TN

2012 Kia Forte EX

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

2012 Kia Forte EX

Knoxville, TN

UnscoredLimited · 6
$4,294150,174 mi

Comparison: 6 similar vehicles

Knoxville, TN

2006 Hyundai Sonata GL

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

2006 Hyundai Sonata GL

Rockwood, TN

UnscoredInsufficient · 0
$4,295133,190 mi

Rockwood, 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

UnscoredLimited · 9
$4,450191,547 mi

Comparison: 9 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

UnscoredInsufficient · 4
$4,450377,245 mi

Comparison: 4 similar vehicles

Crossville, TN

2002 Lexus LS 430

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

2002 Lexus LS 430

Lenoir City, TN

UnscoredLimited · 8
$4,495294,395 mi

Comparison: 8 similar vehicles

Lenoir City, TN

No Photo

2011 Kia Optima EX

Chattanooga, TN

UnscoredLimited · 8
$4,500185,995 mi

Comparison: 8 similar vehicles

Chattanooga, TN

2009 Volkswagen Jetta SE

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

2009 Volkswagen Jetta SE

Dayton, TN

UnscoredInsufficient · 0
$4,500226,857 mi

Dayton, TN

2009 Honda Accord LX-P

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

2009 Honda Accord LX-P

Knoxville, TN

UnscoredModerate · 21
$4,655192,610 mi

Comparison: 21 similar vehicles

Knoxville, TN

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Crossville, TN

UnscoredInsufficient · 0
$4,800299,999 mi

Crossville, TN

2009 Mercedes-Benz C-Class C300 Sport

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

2009 Mercedes-Benz C-Class C300 Sport

Knoxville, TN

Salvage title
$4,898140,252 mi

Knoxville, TN

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Cleveland, TN

UnscoredLimited · 7
$4,900117,814 mi

Comparison: 7 similar vehicles

Cleveland, TN

2016 Kia Forte LX

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

2016 Kia Forte LX

Chattanooga, TN

UnscoredModerate · 33
$4,900160,168 mi

Comparison: 33 similar vehicles

Chattanooga, TN

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Alcoa, TN

UnscoredModerate · 30
$4,949180,000 mi

Comparison: 30 similar vehicles

Alcoa, TN

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Englewood, TN

UnscoredModerate · 27
$4,988180,619 mi

Comparison: 27 similar vehicles

Englewood, TN

No Photo

2014 Ford Focus SE

Chattanooga, TN

UnscoredRobust · 71
$4,991163,681 mi

Comparison: 71 similar vehicles

Chattanooga, TN

2013 Kia Optima EX

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

2013 Kia Optima EX

Chattanooga, TN

UnscoredModerate · 23
$4,994178,806 mi

Comparison: 23 similar vehicles

Chattanooga, TN

2021 Mitsubishi Mirage G4 Carbonite Edition

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

2021 Mitsubishi Mirage G4 Carbonite Edition

Louisville, TN

UnscoredInsufficient · 0
$4,995151,733 mi

Louisville, TN

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Louisville, TN

UnscoredLimited · 9
$4,995187,073 mi

Comparison: 9 similar vehicles

Louisville, TN

2011 Subaru Legacy I Premium

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

2011 Subaru Legacy I Premium

Louisville, TN

UnscoredLimited · 5
$4,995255,419 mi

Comparison: 5 similar vehicles

Louisville, TN

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Philadelphia, TN

UnscoredLimited · 11
$4,995142,669 mi

Comparison: 11 similar vehicles

Philadelphia, TN

2009 Volkswagen CC Luxury

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

2009 Volkswagen CC Luxury

Spring City, TN

UnscoredInsufficient · 0
$4,995130,290 mi

Spring City, TN

2015 Hyundai Sonata Hybrid Limited

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

2015 Hyundai Sonata Hybrid Limited

Louisville, TN

UnscoredLimited · 9
$4,998158,731 mi

Comparison: 9 similar vehicles

Louisville, TN

No Photo

2013 Dodge Avenger SXT

Chattanooga, TN

UnscoredLimited · 5
$5,000162,713 mi

Comparison: 5 similar vehicles

Chattanooga, TN

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Athens, TN

UnscoredLimited · 15
$5,000149,713 mi

Comparison: 15 similar vehicles

Athens, TN

No Photo

2010 Kia Forte EX

Chattanooga, TN

UnscoredLimited · 7
$5,000125,860 mi

Comparison: 7 similar vehicles

Chattanooga, TN

2007 Mitsubishi Galant ES

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

2007 Mitsubishi Galant ES

Cookeville, TN

UnscoredInsufficient · 0
$5,000225,686 mi

Cookeville, 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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