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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

897 listings found

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Crump, TN

UnscoredInsufficient · 0
$2,950131,920 mi

Crump, TN

2001 Mitsubishi Eclipse GS

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

2001 Mitsubishi Eclipse GS

Memphis, TN

UnscoredInsufficient · 0
$2,995216,595 mi

Memphis, TN

2002 Saab 9-3 SE

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

2002 Saab 9-3 SE

Monterey, TN

UnscoredInsufficient · 0
$3,800142,123 mi

Monterey, TN

2004 Ford Mustang GT Premium

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

2004 Ford Mustang GT Premium

Clarksville, TN

UnscoredInsufficient · 0
$3,999232,072 mi

Clarksville, TN

2007 BMW Z4 3.0i

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

2007 BMW Z4 3.0i

Dickson, TN

UnscoredInsufficient · 3
$4,000200,065 mi

Comparison: 3 similar vehicles

Dickson, TN

2004 Volkswagen New Beetle GLS

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

2004 Volkswagen New Beetle GLS

Athens, TN

UnscoredInsufficient · 0
$4,000113,879 mi

Athens, TN

2009 smart fortwo passion

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

2009 smart fortwo passion

Knoxville, TN

UnscoredInsufficient · 3
$4,18184,655 mi

Comparison: 3 similar vehicles

Knoxville, TN

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Lebanon, TN

Salvage title
$4,495167,384 mi

Lebanon, TN

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Knoxville, TN

UnscoredInsufficient · 0
$4,900161,000 mi

Knoxville, TN

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Gallatin, TN

UnscoredInsufficient · 3
$4,990141,866 mi

Comparison: 3 similar vehicles

Gallatin, TN

2008 Volkswagen Eos Turbo

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

2008 Volkswagen Eos Turbo

Maryville, TN

UnscoredInsufficient · 3
$4,990158,754 mi

Comparison: 3 similar vehicles

Maryville, TN

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Clinton, TN

UnscoredInsufficient · 0
$4,995192,306 mi

Clinton, TN

2003 Saab 9-3 SE

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

2003 Saab 9-3 SE

Louisville, TN

UnscoredInsufficient · 0
$4,99593,347 mi

Louisville, TN

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Nashville, TN

UnscoredInsufficient · 0
$4,999100,510 mi

Nashville, TN

2007 Toyota Camry Solara SLE

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

2007 Toyota Camry Solara SLE

Johnson City, TN

UnscoredInsufficient · 3
$5,250192,479 mi

Comparison: 3 similar vehicles

Johnson City, TN

2013 FIAT 500 Lounge

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

2013 FIAT 500 Lounge

Nashville, TN

UnscoredInsufficient · 0
$5,298105,389 mi

Nashville, TN

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Sparta, TN

UnscoredInsufficient · 3
$5,495135,591 mi

Comparison: 3 similar vehicles

Sparta, TN

2009 smart fortwo passion

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

2009 smart fortwo passion

Fayetteville, TN

UnscoredLimited · 5
$5,500Mileage not verified

Comparison: 5 similar vehicles

Fayetteville, TN

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Elizabethton, TN

UnscoredInsufficient · 3
$5,500139,052 mi

Comparison: 3 similar vehicles

Elizabethton, TN

2005 Audi A4 Base

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

2005 Audi A4 Base

Erwin, TN

UnscoredInsufficient · 0
$5,75097,386 mi

Erwin, TN

2013 Volkswagen Eos Komfort

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

2013 Volkswagen Eos Komfort

Nashville, TN

UnscoredLimited · 5
$5,798135,319 mi

Comparison: 5 similar vehicles

Nashville, TN

2009 Volvo C70 T5

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

2009 Volvo C70 T5

Knoxville, TN

UnscoredInsufficient · 0
$5,900131,350 mi

Knoxville, TN

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

La Vergne, TN

UnscoredInsufficient · 0
$5,900176,900 mi

La Vergne, TN

2003 BMW 3 Series 330

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

2003 BMW 3 Series 330

Knoxville, TN

UnscoredInsufficient · 0
$5,900124,000 mi

Knoxville, TN

2007 BMW 6 Series 650i

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

2007 BMW 6 Series 650i

Nashville, TN

UnscoredInsufficient · 0
$5,950109,244 mi

Nashville, TN

2004 Nissan 350Z Roadster Enthusiast

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

2004 Nissan 350Z Roadster Enthusiast

Chattanooga, TN

UnscoredInsufficient · 0
$5,994174,463 mi

Chattanooga, TN

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Lebanon, TN

UnscoredModerate · 24
$5,995128,384 mi

Comparison: 24 similar vehicles

Lebanon, TN

2011 Mitsubishi Eclipse Spyder GS-Sport

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

2011 Mitsubishi Eclipse Spyder GS-Sport

Knoxville, TN

UnscoredInsufficient · 0
$5,995159,729 mi

Knoxville, TN

2011 Volvo C70 T5

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

2011 Volvo C70 T5

Lenoir City, TN

UnscoredLimited · 8
$5,995107,308 mi

Comparison: 8 similar vehicles

Lenoir City, TN

2009 Audi A4 Base

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

2009 Audi A4 Base

Maryville, TN

UnscoredInsufficient · 0
$5,99592,699 mi

Maryville, TN

2006 Mercedes-Benz SLK-Class SLK350

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

2006 Mercedes-Benz SLK-Class SLK350

Louisville, TN

UnscoredInsufficient · 3
$5,995171,815 mi

Comparison: 3 similar vehicles

Louisville, TN

2006 Chrysler Crossfire Base

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

2006 Chrysler Crossfire Base

Nashville, TN

UnscoredInsufficient · 0
$6,000Mileage not verified

Nashville, TN

2006 Mercedes-Benz SLK-Class SLK350

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

2006 Mercedes-Benz SLK-Class SLK350

Knoxville, TN

UnscoredInsufficient · 0
$6,200187,201 mi

Knoxville, TN

2003 BMW Z4 3

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

2003 BMW Z4 3

La Vergne, TN

UnscoredInsufficient · 0
$6,39970,075 mi

La Vergne, TN

2002 Porsche Boxster Base

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

2002 Porsche Boxster Base

Nashville, TN

UnscoredInsufficient · 0
$6,495146,823 mi

Nashville, TN

2013 BMW 1 Series 128i

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

2013 BMW 1 Series 128i

Memphis, TN

UnscoredInsufficient · 0
$6,500109,899 mi

Memphis, TN

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Harrogate, TN

UnscoredInsufficient · 0
$6,59995,673 mi

Harrogate, TN

2003 Audi TT Base

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

2003 Audi TT Base

Monterey, TN

UnscoredInsufficient · 0
$6,600103,476 mi

Monterey, TN

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Nashville, TN

UnscoredLimited · 14
$6,699173,000 mi

Comparison: 14 similar vehicles

Nashville, TN

2002 Lexus SC 430

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

2002 Lexus SC 430

Lenoir City, TN

UnscoredLimited · 15
$6,795202,332 mi

Comparison: 15 similar vehicles

Lenoir City, TN

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Nashville, TN

UnscoredInsufficient · 4
$6,85099,642 mi

Comparison: 4 similar vehicles

Nashville, TN

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Maryville, TN

UnscoredLimited · 8
$6,900245,000 mi

Comparison: 8 similar vehicles

Maryville, TN

2011 Volvo C70 T5

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

2011 Volvo C70 T5

Knoxville, TN

UnscoredLimited · 9
$6,900159,100 mi

Comparison: 9 similar vehicles

Knoxville, TN

2009 Mitsubishi Eclipse Spyder GT

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

2009 Mitsubishi Eclipse Spyder GT

Shelbyville, TN

UnscoredInsufficient · 0
$6,900101,000 mi

Shelbyville, TN

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Knoxville, TN

UnscoredInsufficient · 0
$6,900125,000 mi

Knoxville, TN

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Knoxville, TN

Fair PriceLimited · 18
$6,900111,900 mi

Market: $4,995 – $8,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 238 days listed (based on current market benchmarks)

Knoxville, TN

2004 BMW Z4 2.5

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

2004 BMW Z4 2.5

Cookeville, TN

UnscoredLimited · 5
$6,900163,619 mi

Comparison: 5 similar vehicles

Cookeville, TN

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Chattanooga, TN

UnscoredLimited · 7
$6,95086,665 mi

Comparison: 7 similar vehicles

Chattanooga, TN

2008 Toyota Camry Solara SLE

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

2008 Toyota Camry Solara SLE

Johnson City, TN

UnscoredLimited · 7
$6,988202,623 mi

Comparison: 7 similar vehicles

Johnson City, TN

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Adamsville, TN

UnscoredInsufficient · 0
$6,995122,403 mi

Adamsville, 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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