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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

359 listings found

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Piney Flats, TN

UnscoredInsufficient · 0
$3,40090,366 mi

Piney Flats, TN

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Hudson, NC

UnscoredInsufficient · 0
$3,900143,000 mi

Hudson, NC

2005 Scion tC Base

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

2005 Scion tC Base

Bristol, TN

UnscoredLimited · 5
$3,988178,162 mi

Comparison: 5 similar vehicles

Bristol, TN

2006 Scion tC Base

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

2006 Scion tC Base

Conover, NC

UnscoredLimited · 9
$4,500207,000 mi

Comparison: 9 similar vehicles

Conover, NC

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Bristol, TN

UnscoredLimited · 5
$4,752175,300 mi

Comparison: 5 similar vehicles

Bristol, TN

2008 Honda Civic EX

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

2008 Honda Civic EX

Bristol, TN

UnscoredLimited · 14
$4,849237,910 mi

Comparison: 14 similar vehicles

Bristol, TN

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Piney Flats, TN

UnscoredLimited · 6
$5,200132,635 mi

Comparison: 6 similar vehicles

Piney Flats, TN

2013 Kia Forte Koup SX

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

2013 Kia Forte Koup SX

Bristol, TN

UnscoredInsufficient · 0
$5,797153,546 mi

Bristol, TN

2008 Mitsubishi Eclipse GS

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

2008 Mitsubishi Eclipse GS

Hildebran, NC

UnscoredInsufficient · 0
$5,80069,449 mi

Hildebran, NC

2008 Honda Civic EX

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

2008 Honda Civic EX

Hudson, NC

Fair PriceLimited · 14
$5,900104,000 mi

Market: $4,695 – $15,094

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Hudson, NC

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

Hickory, NC

UnscoredModerate · 22
$6,450131,430 mi

Comparison: 22 similar vehicles

Hickory, NC

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Asheville, NC

UnscoredInsufficient · 0
$6,490196,408 mi

Asheville, NC

2015 Honda Accord LX-S

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

2015 Honda Accord LX-S

Hendersonville, NC

UnscoredInsufficient · 0
$6,995183,753 mi

Hendersonville, NC

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

Hickory, NC

UnscoredLimited · 5
$6,995163,225 mi

Comparison: 5 similar vehicles

Hickory, NC

2005 Chevrolet Monte Carlo LS

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

2005 Chevrolet Monte Carlo LS

Township of Taylorsville, NC

UnscoredInsufficient · 0
$6,99591,411 mi

Township of Taylorsville, NC

2012 Honda Civic EX

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

2012 Honda Civic EX

Johnson City, TN

UnscoredModerate · 40
$7,463139,904 mi

Comparison: 40 similar vehicles

Johnson City, TN

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Hickory, NC

UnscoredLimited · 9
$7,500140,626 mi

Comparison: 9 similar vehicles

Hickory, NC

2011 Chevrolet Camaro LS

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

2011 Chevrolet Camaro LS

Hickory, NC

UnscoredInsufficient · 0
$7,700150,571 mi

Hickory, NC

2008 Scion tC Base

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

2008 Scion tC Base

Marion, NC

UnscoredLimited · 6
$7,950150,883 mi

Comparison: 6 similar vehicles

Marion, NC

2014 Scion tC Base

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

2014 Scion tC Base

Marion, NC

UnscoredInsufficient · 0
$7,990154,830 mi

Marion, NC

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Hickory, NC

UnscoredInsufficient · 0
$7,990200,108 mi

Hickory, NC

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Hickory, NC

UnscoredLimited · 9
$7,995123,980 mi

Comparison: 9 similar vehicles

Hickory, NC

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Kingsport, TN

UnscoredInsufficient · 0
$7,99567,950 mi

Kingsport, TN

2007 Honda Civic EX

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

2007 Honda Civic EX

Township of Taylorsville, NC

Fair PriceLimited · 17
$7,99599,709 mi

Market: $3,500 – $10,300

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Township of Taylorsville, NC

2005 Chrysler Crossfire SRT-6

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

2005 Chrysler Crossfire SRT-6

Township of Taylorsville, NC

UnscoredInsufficient · 0
$7,995133,964 mi

Township of Taylorsville, NC

2004 Ford Mustang Mach 1

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

2004 Ford Mustang Mach 1

Bristol, VA

UnscoredInsufficient · 0
$8,000132,348 mi

Bristol, VA

2009 Nissan Altima S

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

2009 Nissan Altima S

Valdese, NC

OverpricedLimited · 12
$8,495164,888 mi

Market: $4,499 – $8,200

Comparison: 12 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Valdese, NC

2012 Honda Civic LX

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

2012 Honda Civic LX

Burnsville, NC

UnscoredLimited · 5
$8,500139,728 mi

Comparison: 5 similar vehicles

Burnsville, NC

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Johnson City, TN

UnscoredModerate · 23
$8,650201,050 mi

Comparison: 23 similar vehicles

Johnson City, TN

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Hickory, NC

UnscoredLimited · 12
$8,995145,319 mi

Comparison: 12 similar vehicles

Hickory, NC

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Hickory, NC

UnscoredModerate · 26
$8,995230,882 mi

Comparison: 26 similar vehicles

Hickory, NC

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Jefferson, NC

UnscoredModerate · 24
$8,995152,137 mi

Comparison: 24 similar vehicles

Jefferson, NC

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Kingsport, TN

Fair PriceLimited · 14
$8,995110,100 mi

Market: $7,500 – $12,900

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Kingsport, TN

2010 Ford Mustang GT

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

2010 Ford Mustang GT

Forest City, NC

UnscoredInsufficient · 3
$8,995207,055 mi

Comparison: 3 similar vehicles

Forest City, NC

2014 Scion tC Base

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

2014 Scion tC Base

Newton, NC

UnscoredInsufficient · 0
$8,999114,758 mi

Newton, NC

2005 Ford Mustang GT Deluxe

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

2005 Ford Mustang GT Deluxe

Hickory, NC

UnscoredInsufficient · 3
$9,000138,209 mi

Comparison: 3 similar vehicles

Hickory, NC

2008 BMW 6 Series 650i

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

2008 BMW 6 Series 650i

Kingsport, TN

UnscoredInsufficient · 0
$9,299161,710 mi

Kingsport, TN

2015 Audi A5 Premium

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

2015 Audi A5 Premium

Newton, NC

UnscoredInsufficient · 0
$9,49599,952 mi

Newton, NC

2013 Honda Civic LX

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

2013 Honda Civic LX

Piney Flats, TN

UnscoredRobust · 82
$9,988176,493 mi

Comparison: 82 similar vehicles

Piney Flats, TN

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

Hickory, NC

UnscoredInsufficient · 0
$10,49276,888 mi

Hickory, NC

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Hickory, NC

UnscoredModerate · 28
$10,495152,985 mi

Comparison: 28 similar vehicles

Hickory, NC

2010 Ford Mustang GT Premium

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

2010 Ford Mustang GT Premium

Hickory, NC

UnscoredInsufficient · 0
$10,499205,689 mi

Hickory, NC

2012 Honda Civic SI

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

2012 Honda Civic SI

Township of Taylorsville, NC

UnscoredLimited · 8
$10,500164,331 mi

Comparison: 8 similar vehicles

Township of Taylorsville, NC

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Spruce Pine, NC

Fair PriceModerate · 32
$10,584116,900 mi

Market: $7,995 – $17,999

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Spruce Pine, NC

2011 Nissan Altima SR

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

2011 Nissan Altima SR

Johnson City, TN

Fair PriceLimited · 10
$10,599116,572 mi

Market: $9,164 – $12,740

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Johnson City, TN

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Bristol, TN

UnscoredInsufficient · 4
$10,799150,609 mi

Comparison: 4 similar vehicles

Bristol, TN

2005 Ford Mustang GT Deluxe

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

2005 Ford Mustang GT Deluxe

Johnson City, TN

UnscoredLimited · 10
$10,889120,854 mi

Comparison: 10 similar vehicles

Johnson City, TN

2002 Chevrolet Camaro Z28

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

2002 Chevrolet Camaro Z28

Morganton, NC

UnscoredInsufficient · 0
$10,900127,000 mi

Morganton, NC

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Johnson City, TN

Fair PriceLimited · 18
$10,98889,773 mi

Market: $6,500 – $15,590

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Johnson City, TN

2015 Honda Civic Si

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

2015 Honda Civic Si

Hickory, NC

UnscoredLimited · 7
$10,995167,157 mi

Comparison: 7 similar vehicles

Hickory, NC

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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