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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

15,679 listings found

2012 Kia Forte EX

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

2012 Kia Forte EX

Murfreesboro, TN

UnscoredLimited · 11
$1,400281,078 mi

Comparison: 11 similar vehicles

Murfreesboro, TN

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Nashville, TN

UnscoredInsufficient · 0
$1,50056,622 mi

Nashville, TN

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Memphis, TN

UnscoredInsufficient · 0
$1,500241,213 mi

Memphis, TN

2001 Honda Civic EX

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

2001 Honda Civic EX

Memphis, TN

UnscoredInsufficient · 0
$1,650193,461 mi

Memphis, TN

2010 Subaru Impreza 2.5i Premium

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

2010 Subaru Impreza 2.5i Premium

Dayton, TN

UnscoredInsufficient · 3
$1,700160,704 mi

Comparison: 3 similar vehicles

Dayton, TN

2011 Chrysler 200 Limited

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

2011 Chrysler 200 Limited

Memphis, TN

UnscoredInsufficient · 0
$1,795162,560 mi

Memphis, TN

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Memphis, TN

Salvage title
$1,795163,477 mi

Memphis, TN

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Memphis, TN

UnscoredLimited · 10
$1,799234,014 mi

Comparison: 10 similar vehicles

Memphis, TN

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Cookeville, TN

UnscoredModerate · 37
$1,900153,227 mi

Comparison: 37 similar vehicles

Cookeville, TN

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Clarksville, TN

UnscoredLimited · 6
$1,900Mileage not verified

Comparison: 6 similar vehicles

Clarksville, TN

2010 Nissan Altima S

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

2010 Nissan Altima S

Memphis, TN

UnscoredLimited · 12
$1,995230,115 mi

Comparison: 12 similar vehicles

Memphis, TN

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Nashville, TN

UnscoredLimited · 10
$1,999198,895 mi

Comparison: 10 similar vehicles

Nashville, TN

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Nashville, TN

Salvage title
$1,999223,000 mi

Nashville, TN

2004 Volkswagen Jetta GLS

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

2004 Volkswagen Jetta GLS

Chattanooga, TN

UnscoredInsufficient · 0
$1,999194,389 mi

Chattanooga, TN

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Knoxville, TN

Salvage title
$2,000182,544 mi

Knoxville, TN

2006 Chrysler 300 Base

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

2006 Chrysler 300 Base

Memphis, TN

UnscoredInsufficient · 4
$2,000118,766 mi

Comparison: 4 similar vehicles

Memphis, TN

2006 Chevrolet Impala LS

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

2006 Chevrolet Impala LS

Memphis, TN

UnscoredInsufficient · 3
$2,000196,601 mi

Comparison: 3 similar vehicles

Memphis, TN

2015 Chevrolet Malibu 1LS

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

2015 Chevrolet Malibu 1LS

Cookeville, TN

UnscoredLimited · 13
$2,200195,806 mi

Comparison: 13 similar vehicles

Cookeville, TN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Crump, TN

UnscoredLimited · 10
$2,250280,881 mi

Comparison: 10 similar vehicles

Crump, TN

2011 Ford Focus S

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

2011 Ford Focus S

Murfreesboro, TN

UnscoredInsufficient · 3
$2,300420,507 mi

Comparison: 3 similar vehicles

Murfreesboro, TN

2005 Kia Spectra SX

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

2005 Kia Spectra SX

Knoxville, TN

UnscoredInsufficient · 0
$2,350137,000 mi

Knoxville, TN

2007 Lexus ES 350

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

2007 Lexus ES 350

Clarksville, TN

UnscoredModerate · 20
$2,400297,611 mi

Comparison: 20 similar vehicles

Clarksville, TN

2004 Lexus ES 330

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

2004 Lexus ES 330

Clarksville, TN

UnscoredLimited · 8
$2,400242,369 mi

Comparison: 8 similar vehicles

Clarksville, TN

2011 Volkswagen Jetta S

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

2011 Volkswagen Jetta S

Memphis, TN

UnscoredInsufficient · 0
$2,495154,076 mi

Memphis, TN

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Whitesburg, TN

UnscoredInsufficient · 4
$2,495245,481 mi

Comparison: 4 similar vehicles

Whitesburg, TN

2009 Ford Focus SE

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

2009 Ford Focus SE

Medina, TN

Salvage title
$2,499170,000 mi

Medina, TN

2003 Kia Spectra LS

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

2003 Kia Spectra LS

Memphis, TN

UnscoredInsufficient · 0
$2,499127,135 mi

Memphis, TN

2017 Chevrolet Cruze LS

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

2017 Chevrolet Cruze LS

Nashville, TN

UnscoredInsufficient · 0
$2,50025,928 mi

Nashville, TN

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Nashville, TN

UnscoredInsufficient · 0
$2,50037,295 mi

Nashville, TN

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Nashville, TN

UnscoredLimited · 13
$2,50071,284 mi

Comparison: 13 similar vehicles

Nashville, TN

2016 Ford Fusion S

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

2016 Ford Fusion S

Nashville, TN

UnscoredInsufficient · 0
$2,50037,836 mi

Nashville, TN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Chattanooga, TN

UnscoredRobust · 99
$2,500203,784 mi

Comparison: 99 similar vehicles

Chattanooga, TN

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Nashville, TN

UnscoredInsufficient · 0
$2,50047,102 mi

Nashville, TN

2015 Chevrolet Malibu 1LS

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

2015 Chevrolet Malibu 1LS

Memphis, TN

UnscoredInsufficient · 0
$2,500167,483 mi

Memphis, TN

2015 Nissan Altima S

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

2015 Nissan Altima S

Nashville, TN

UnscoredLimited · 11
$2,50068,250 mi

Comparison: 11 similar vehicles

Nashville, TN

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Nashville, TN

UnscoredLimited · 5
$2,50063,843 mi

Comparison: 5 similar vehicles

Nashville, TN

2014 Ford Taurus SE

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

2014 Ford Taurus SE

Clarksville, TN

UnscoredInsufficient · 0
$2,500314,881 mi

Clarksville, TN

2014 Buick Verano 1SL

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

2014 Buick Verano 1SL

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,500180,824 mi

Lawrenceburg, TN

2014 Dodge Charger SE

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

2014 Dodge Charger SE

Nashville, TN

UnscoredModerate · 21
$2,50077,234 mi

Comparison: 21 similar vehicles

Nashville, TN

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Memphis, TN

UnscoredLimited · 6
$2,500181,631 mi

Comparison: 6 similar vehicles

Memphis, TN

No Photo

2013 Volkswagen Jetta SE

Columbia, TN

Salvage title
$2,500140,925 mi

Columbia, TN

2011 Jaguar XF Base

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

2011 Jaguar XF Base

Nashville, TN

UnscoredInsufficient · 3
$2,50094,000 mi

Comparison: 3 similar vehicles

Nashville, TN

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Nashville, TN

UnscoredInsufficient · 0
$2,500160,695 mi

Nashville, TN

2009 Pontiac G6

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

2009 Pontiac G6

Memphis, TN

UnscoredInsufficient · 0
$2,500157,902 mi

Memphis, TN

2009 Chevrolet Impala Police Sedan

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

2009 Chevrolet Impala Police Sedan

Memphis, TN

UnscoredInsufficient · 0
$2,500164,998 mi

Memphis, TN

2008 Nissan Altima S

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

2008 Nissan Altima S

Memphis, TN

UnscoredLimited · 6
$2,500212,772 mi

Comparison: 6 similar vehicles

Memphis, TN

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

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Lewisburg, TN

UnscoredInsufficient · 0
$2,500254,244 mi

Lewisburg, TN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Memphis, TN

UnscoredInsufficient · 0
$2,500198,585 mi

Memphis, TN

2005 Cadillac DeVille Livery

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

2005 Cadillac DeVille Livery

Memphis, TN

UnscoredInsufficient · 0
$2,500197,936 mi

Memphis, 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. 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 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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