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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

15,369 listings found

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 · 11
$1,999198,895 mi

Comparison: 11 similar vehicles

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

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

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 · 9
$2,250280,881 mi

Comparison: 9 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

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 · 7
$2,400242,369 mi

Comparison: 7 similar vehicles

Clarksville, 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

UnscoredLimited · 6
$2,495245,481 mi

Comparison: 6 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

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

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 · 9
$2,500212,772 mi

Comparison: 9 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 · 12
$2,500201,964 mi

Comparison: 12 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

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Lawrenceburg, TN

UnscoredLimited · 7
$2,500224,699 mi

Comparison: 7 similar vehicles

Lawrenceburg, 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

2002 Mercedes-Benz E-Class E320

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

2002 Mercedes-Benz E-Class E320

Memphis, TN

UnscoredInsufficient · 0
$2,500174,529 mi

Memphis, TN

2015 Nissan Versa Sedan SV

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

2015 Nissan Versa Sedan SV

Knoxville, TN

UnscoredLimited · 17
$2,587204,825 mi

Comparison: 17 similar vehicles

Knoxville, TN

2004 Chevrolet Impala LS

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

2004 Chevrolet Impala LS

Manchester, TN

UnscoredInsufficient · 3
$2,599222,265 mi

Comparison: 3 similar vehicles

Manchester, 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

2007 Nissan Altima Base

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

2007 Nissan Altima Base

Pleasant View, TN

UnscoredInsufficient · 0
$2,700241,000 mi

Pleasant View, TN

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Knoxville, TN

UnscoredModerate · 46
$2,747263,730 mi

Comparison: 46 similar vehicles

Knoxville, TN

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Nashville, TN

UnscoredLimited · 8
$2,750162,620 mi

Comparison: 8 similar vehicles

Nashville, TN

2008 Chevrolet Malibu LS

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

2008 Chevrolet Malibu LS

Hendersonville, TN

UnscoredInsufficient · 0
$2,837233,000 mi

Hendersonville, TN

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Memphis, TN

UnscoredLimited · 9
$2,895137,897 mi

Comparison: 9 similar vehicles

Memphis, 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

2009 Volkswagen Jetta SE

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

2009 Volkswagen Jetta SE

Clarksville, TN

Salvage title
$2,900185,556 mi

Clarksville, TN

2008 Nissan Altima S

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

2008 Nissan Altima S

Henderson, TN

UnscoredLimited · 9
$2,900227,524 mi

Comparison: 9 similar vehicles

Henderson, TN

2005 Lexus ES 330

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

2005 Lexus ES 330

Memphis, TN

UnscoredInsufficient · 4
$2,900198,336 mi

Comparison: 4 similar vehicles

Memphis, TN

2000 Buick Park Avenue Base

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

2000 Buick Park Avenue Base

Lebanon, TN

UnscoredInsufficient · 0
$2,900277,219 mi

Lebanon, 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

Mt. Juliet, TN

UnscoredLimited · 6
$2,990215,056 mi

Comparison: 6 similar vehicles

Mt. Juliet, 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

Fair PriceRobust · 75
$2,991169,109 mi

Market: $2,795 – $12,990

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Chattanooga, TN

2014 Ford Focus SE

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

2014 Ford Focus SE

Shelbyville, TN

UnscoredInsufficient · 4
$2,994241,500 mi

Comparison: 4 similar vehicles

Shelbyville, TN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Henderson, TN

Fair PriceModerate · 28
$2,995198,634 mi

Market: $2,995 – $5,978

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Henderson, TN

2011 Nissan Maxima SV

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

2011 Nissan Maxima SV

Memphis, TN

UnscoredInsufficient · 3
$2,995175,562 mi

Comparison: 3 similar vehicles

Memphis, TN

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Memphis, TN

UnscoredInsufficient · 0
$2,995220,043 mi

Memphis, TN

2007 Toyota Avalon Limited

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

2007 Toyota Avalon Limited

Gatlinburg, TN

UnscoredInsufficient · 0
$2,995227,000 mi

Gatlinburg, 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

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Knoxville, TN

UnscoredInsufficient · 4
$2,995187,033 mi

Comparison: 4 similar vehicles

Knoxville, TN

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Lebanon, TN

UnscoredInsufficient · 0
$2,995247,635 mi

Lebanon, TN

2004 Volkswagen Passat GLS

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

2004 Volkswagen Passat GLS

Nashville, TN

UnscoredInsufficient · 0
$2,995Mileage not verified

Nashville, TN

2003 Volvo S60 2.4T

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

2003 Volvo S60 2.4T

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,995153,201 mi

Lawrenceburg, TN

2010 Mazda MAZDA6 i Sport

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

2010 Mazda MAZDA6 i Sport

Nashville, TN

UnscoredInsufficient · 4
$2,999178,728 mi

Comparison: 4 similar vehicles

Nashville, TN

2008 Volkswagen Passat Lux

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

2008 Volkswagen Passat Lux

Nashville, TN

UnscoredInsufficient · 0
$2,99992,367 mi

Nashville, TN

No Photo

2011 Chevrolet Cruze 1LT

Chattanooga, TN

Salvage title
$3,000176,083 mi

Chattanooga, 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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