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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

83 listings found

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

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

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

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

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

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

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

2016 Honda Civic Touring

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

2016 Honda Civic Touring

Princeton, WV

UnscoredLimited · 14
$14,475132,669 mi

Comparison: 14 similar vehicles

Princeton, WV

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

2015 Chevrolet Camaro 2SS

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

2015 Chevrolet Camaro 2SS

Pikeville, KY

UnscoredLimited · 8
$15,995175,181 mi

Comparison: 8 similar vehicles

Pikeville, KY

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

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Bristol, TN

Fair PriceLimited · 12
$17,99892,323 mi

Market: $8,650 – $19,999

Comparison: 12 similar vehicles

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

Bristol, TN

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Bristol, TN

UnscoredLimited · 9
$18,76273,094 mi

Comparison: 9 similar vehicles

Bristol, TN

2016 Chevrolet Camaro 2LT

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

2016 Chevrolet Camaro 2LT

Bristol, TN

UnscoredLimited · 7
$18,84967,581 mi

Comparison: 7 similar vehicles

Bristol, 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 · 0
$19,79647,491 mi

Bristol, TN

2018 Ford Mustang GT

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

2018 Ford Mustang GT

Cedar Bluff, VA

UnscoredModerate · 45
$19,860135,463 mi

Comparison: 45 similar vehicles

Cedar Bluff, VA

2016 Ford Mustang GT Premium

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

2016 Ford Mustang GT Premium

Bristol, TN

UnscoredModerate · 25
$19,985129,083 mi

Comparison: 25 similar vehicles

Bristol, TN

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Bluefield, VA

OverpricedModerate · 21
$20,494Mileage not verified

Market: $5,700 – $16,495

Comparison: 21 similar vehicles

Priced ~24% above the typical market range for similar vehicles (based on current market benchmarks)

Bluefield, VA

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Princeton, WV

Fair PriceModerate · 28
$20,57084,355 mi

Market: $13,090 – $23,321

Comparison: 28 similar vehicles

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

Princeton, WV

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Bristol, TN

UnscoredLimited · 6
$20,694107,023 mi

Comparison: 6 similar vehicles

Bristol, TN

2018 Toyota 86 GT

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

2018 Toyota 86 GT

Princeton, WV

UnscoredInsufficient · 0
$20,95040,146 mi

Princeton, WV

2017 Dodge Challenger R/T Plus

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

2017 Dodge Challenger R/T Plus

Bristol, TN

UnscoredInsufficient · 0
$20,98496,470 mi

Bristol, TN

2013 Ford Mustang GT Premium

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

2013 Ford Mustang GT Premium

West Jefferson, NC

Fair PriceRobust · 54
$22,42994,925 mi

Market: $16,049 – $26,798

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

West Jefferson, NC

2013 Dodge Challenger SRT8

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

2013 Dodge Challenger SRT8

Blountville, TN

UnscoredInsufficient · 3
$22,990110,897 mi

Comparison: 3 similar vehicles

Blountville, TN

2015 Chevrolet Camaro 1SS

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

2015 Chevrolet Camaro 1SS

Bristol, TN

UnscoredInsufficient · 0
$23,69478,415 mi

Bristol, TN

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Coeburn, VA

UnscoredInsufficient · 0
$23,98850,576 mi

Coeburn, VA

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Clintwood, VA

Fair PriceLimited · 14
$24,50064,794 mi

Market: $8,700 – $33,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 586 days listed (based on current market benchmarks)

Clintwood, VA

2021 Dodge Challenger R/T

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

2021 Dodge Challenger R/T

Bristol, TN

Fair PriceModerate · 25
$26,79785,401 mi

Market: $21,000 – $39,942

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Bristol, TN

2022 Ford Mustang EcoBoost Premium

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

2022 Ford Mustang EcoBoost Premium

Bristol, TN

Fair PriceModerate · 29
$26,99846,012 mi

Market: $25,995 – $27,565

Comparison: 29 similar vehicles

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

Bristol, TN

2021 Chevrolet Camaro 2LT

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

2021 Chevrolet Camaro 2LT

Bristol, TN

UnscoredInsufficient · 0
$27,79755,880 mi

Bristol, TN

2008 Chevrolet Corvette Indy 500

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

2008 Chevrolet Corvette Indy 500

Bristol, TN

UnscoredInsufficient · 0
$27,91556,035 mi

Bristol, TN

2019 Dodge Challenger Scat Pack

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

2019 Dodge Challenger Scat Pack

Bristol, TN

Fair PriceRobust · 76
$30,67763,892 mi

Market: $24,398 – $34,270

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Bristol, TN

2022 Mazda MX-5 Miata RF Grand Touring

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

2022 Mazda MX-5 Miata RF Grand Touring

Bristol, TN

UnscoredInsufficient · 0
$30,79821,976 mi

Bristol, TN

2024 Chevrolet Camaro 1LT

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

2024 Chevrolet Camaro 1LT

Princeton, WV

UnscoredInsufficient · 0
$33,06527,480 mi

Princeton, WV

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wise, VA

Fair PriceRobust · 1183
$33,209Mileage not verified

Market: $27,989 – $48,258

Comparison: 1183 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 348 days listed (based on current market benchmarks)

Wise, VA

2022 Ford Mustang GT Premium

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

2022 Ford Mustang GT Premium

Abingdon, VA

Fair PriceLimited · 12
$34,56670,879 mi

Market: $33,590 – $48,349

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Abingdon, VA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bristol, TN

UnscoredInsufficient · 3
$34,899Mileage not verified

Comparison: 3 similar vehicles

Bristol, TN

2019 Ford Mustang Bullitt

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

2019 Ford Mustang Bullitt

Bristol, TN

UnscoredInsufficient · 0
$34,96180,286 mi

Bristol, TN

2022 Ford Mustang GT

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

2022 Ford Mustang GT

Bristol, TN

UnscoredLimited · 5
$35,42738,190 mi

Comparison: 5 similar vehicles

Bristol, TN

2002 Chevrolet Corvette Z06

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

2002 Chevrolet Corvette Z06

Clintwood, VA

UnscoredInsufficient · 0
$35,99712,063 mi

Clintwood, VA

2021 Ford Mustang GT

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

2021 Ford Mustang GT

Bristol, TN

UnscoredInsufficient · 0
$36,99817,071 mi

Bristol, TN

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Bristol, TN

UnscoredLimited · 9
$38,249Mileage not verified

Comparison: 9 similar vehicles

Bristol, TN

2027 Subaru BRZ tS

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

2027 Subaru BRZ tS

Mercer County, WV

UnscoredInsufficient · 4
$38,877Mileage not verified

Comparison: 4 similar vehicles

Mercer County, WV

2024 Ford Mustang GT

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

2024 Ford Mustang GT

Wytheville, VA

UnscoredInsufficient · 0
$39,48531,793 mi

Wytheville, VA

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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