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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

166 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

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Wise, VA

UnscoredLimited · 5
$3,899138,931 mi

Comparison: 5 similar vehicles

Wise, VA

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

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

2006 Scion tC Base

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

2006 Scion tC Base

Kingsport, TN

UnscoredInsufficient · 3
$4,799249,129 mi

Comparison: 3 similar vehicles

Kingsport, 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 · 12
$4,849237,910 mi

Comparison: 12 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

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
$7,683139,904 mi

Comparison: 40 similar vehicles

Johnson City, TN

No Photo

2007 Ford Mustang Deluxe

Kingsport, TN

UnscoredLimited · 13
$7,950179,171 mi

Comparison: 13 similar vehicles

Kingsport, TN

2003 Ford Mustang Standard

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

2003 Ford Mustang Standard

Cedar Bluff, VA

UnscoredInsufficient · 0
$7,97950,822 mi

Cedar Bluff, VA

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

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

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 · 21
$8,650201,050 mi

Comparison: 21 similar vehicles

Johnson City, TN

2013 Ford Mustang V6 Premium

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

2013 Ford Mustang V6 Premium

Kingsport, TN

UnscoredInsufficient · 3
$8,950170,458 mi

Comparison: 3 similar vehicles

Kingsport, TN

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 · 23
$8,995152,137 mi

Comparison: 23 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 · 16
$8,995110,100 mi

Market: $7,500 – $12,900

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Kingsport, TN

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

2013 Honda Civic LX

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

2013 Honda Civic LX

Johnson City, TN

UnscoredRobust · 86
$9,988176,493 mi

Comparison: 86 similar vehicles

Johnson City, TN

2016 Honda Civic LX-P

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

2016 Honda Civic LX-P

Johnson City, TN

UnscoredInsufficient · 3
$10,299273,986 mi

Comparison: 3 similar vehicles

Johnson City, 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

West Jefferson, NC

UnscoredInsufficient · 0
$10,49276,888 mi

West Jefferson, 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 · 29
$10,584116,899 mi

Market: $7,995 – $17,999

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 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 · 8 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

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 · 17
$10,98889,773 mi

Market: $6,500 – $15,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Johnson City, TN

2014 INFINITI Q60 Coupe Base

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

2014 INFINITI Q60 Coupe Base

Kingsport, TN

UnscoredInsufficient · 0
$10,995148,484 mi

Kingsport, TN

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Johnson City, TN

UnscoredModerate · 27
$11,300136,155 mi

Comparison: 27 similar vehicles

Johnson City, TN

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Johnson City, TN

UnscoredLimited · 9
$12,349133,362 mi

Comparison: 9 similar vehicles

Johnson City, TN

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Unicoi, TN

Fair PriceLimited · 18
$12,50086,693 mi

Market: $9,995 – $18,590

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Unicoi, TN

2012 Chevrolet Camaro 2LS

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

2012 Chevrolet Camaro 2LS

Johnson City, TN

UnscoredLimited · 9
$12,74987,141 mi

Comparison: 9 similar vehicles

Johnson City, TN

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Johnson City, TN

UnscoredLimited · 6
$12,88976,903 mi

Comparison: 6 similar vehicles

Johnson City, TN

2015 Hyundai Genesis Coupe Ultimate

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

2015 Hyundai Genesis Coupe Ultimate

Kingsport, TN

UnscoredInsufficient · 0
$12,995127,238 mi

Kingsport, TN

2013 Mercedes-Benz E-Class E350

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

2013 Mercedes-Benz E-Class E350

Kingsport, TN

UnscoredLimited · 5
$12,99573,478 mi

Comparison: 5 similar vehicles

Kingsport, TN

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Johnson City, TN

Fair PriceModerate · 48
$13,331103,527 mi

Market: $5,700 – $20,449

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Johnson City, TN

2015 Audi S5 Premium Plus

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

2015 Audi S5 Premium Plus

Kingsport, TN

UnscoredInsufficient · 0
$14,299162,906 mi

Kingsport, TN

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Piney Flats, TN

UnscoredModerate · 27
$14,900122,135 mi

Comparison: 27 similar vehicles

Piney Flats, TN

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Big Stone Gap, VA

UnscoredModerate · 33
$14,995124,601 mi

Comparison: 33 similar vehicles

Big Stone Gap, VA

2002 Chevrolet Corvette Base

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

2002 Chevrolet Corvette Base

Zionville, NC

Fair PriceLimited · 12
$14,99599,318 mi

Market: $8,700 – $23,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 638 days listed (based on current market benchmarks)

Zionville, NC

2017 Cadillac ATS Coupe Luxury

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

2017 Cadillac ATS Coupe Luxury

Elizabethton, TN

UnscoredInsufficient · 0
$14,99996,409 mi

Elizabethton, TN

2017 Chevrolet Camaro 1LS

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

2017 Chevrolet Camaro 1LS

Honaker, VA

UnscoredInsufficient · 0
$15,58584,913 mi

Honaker, VA

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Abingdon, VA

UnscoredModerate · 31
$15,995128,610 mi

Comparison: 31 similar vehicles

Abingdon, VA

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Kingsport, TN

UnscoredInsufficient · 3
$16,784108,146 mi

Comparison: 3 similar vehicles

Kingsport, TN

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Bristol, TN

Fair PriceRobust · 53
$16,79987,672 mi

Market: $11,999 – $22,500

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Bristol, TN

2014 Ford Mustang GT

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

2014 Ford Mustang GT

Blountville, TN

UnscoredModerate · 34
$16,995133,588 mi

Comparison: 34 similar vehicles

Blountville, TN

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Bristol, VA

Fair PriceLimited · 12
$16,99564,971 mi

Market: $5,700 – $20,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Bristol, VA

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Bristol, TN

UnscoredLimited · 8
$17,287105,958 mi

Comparison: 8 similar vehicles

Bristol, TN

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Johnson City, TN

UnscoredInsufficient · 4
$17,88988,454 mi

Comparison: 4 similar vehicles

Johnson City, TN

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Johnson City, TN

Fair PriceLimited · 14
$17,90097,087 mi

Market: $12,005 – $19,990

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Johnson City, TN

2018 Cadillac ATS Coupe Base

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

2018 Cadillac ATS Coupe Base

Elizabethton, TN

UnscoredInsufficient · 0
$17,99549,824 mi

Elizabethton, 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 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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