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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 · November 10, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

140 listings found

2019 Land Rover Range Rover Supercharged

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

2019 Land Rover Range Rover Supercharged

Ashburn, VA

Unscored
$30,09484,959 mi

Comparison: 6 similar vehicles

Ashburn, VA

2006 Porsche Cayman S

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

2006 Porsche Cayman S

Ashburn, VA

UnscoredInsufficient · 0
$39,98955,212 mi

Ashburn, VA

2021 Land Rover Range Rover HSE Wesminster

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

2021 Land Rover Range Rover HSE Wesminster

Ashburn, VA

Unscored
$50,98939,146 mi

Comparison: 17 similar vehicles

Ashburn, VA

1996 Ford Mustang

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

1996 Ford Mustang

Ashburn, VA

UnscoredInsufficient · 0
$59,9004,259 mi

Ashburn, VA

2011 Bentley Continental Supersports Base

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

2011 Bentley Continental Supersports Base

Ashburn, VA

UnscoredInsufficient · 0
$59,99526,248 mi

Ashburn, VA

2022 Land Rover Defender SE

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

2022 Land Rover Defender SE

Ashburn, VA

UnscoredInsufficient · 4
$74,09548,931 mi

Comparison: 4 similar vehicles

Ashburn, VA

2002 Porsche 911 Carrera

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

2002 Porsche 911 Carrera

Ashburn, VA

UnscoredInsufficient · 4
$74,900128,250 mi

Comparison: 4 similar vehicles

Ashburn, VA

2025 Ford F-150 Raptor

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

2025 Ford F-150 Raptor

Ashburn, VA

Great DealLimited · 13
$79,9005,490 mi

Market: $82,995 – $124,990

Comparison: 13 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Ashburn, VA

2024 GMC HUMMER EV 3X

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

2024 GMC HUMMER EV 3X

Ashburn, VA

Unscored
$79,90014,500 mi

Comparison: 5 similar vehicles

Ashburn, VA

2016 Mercedes-Benz AMG GT S

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

2016 Mercedes-Benz AMG GT S

Ashburn, VA

UnscoredInsufficient · 0
$84,90017,550 mi

Ashburn, VA

2026 GMC HUMMER EV 3X

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

2026 GMC HUMMER EV 3X

Ashburn, VA

Fair PriceLimited · 13
$89,9008,900 mi

Market: $80,995 – $95,605

Comparison: 13 similar vehicles

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

Ashburn, VA

2004 Porsche 911 Turbo

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

2004 Porsche 911 Turbo

Ashburn, VA

UnscoredInsufficient · 0
$94,09437,885 mi

Ashburn, VA

2025 BMW M3 Sedan M3

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

2025 BMW M3 Sedan M3

Ashburn, VA

UnscoredInsufficient · 3
$96,0308,116 mi

Comparison: 3 similar vehicles

Ashburn, VA

2022 BMW 8 Series 840i

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

2022 BMW 8 Series 840i

Ashburn, VA

UnscoredInsufficient · 0
$99,04513,519 mi

Ashburn, VA

1982 Porsche 911

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

1982 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$99,064122,278 mi

Ashburn, VA

1995 Porsche 911

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

1995 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$99,09343,862 mi

Ashburn, VA

2020 Lexus LX 570

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

2020 Lexus LX 570

Ashburn, VA

UnscoredInsufficient · 0
$101,08446,082 mi

Ashburn, VA

2023 Cadillac Escalade Sport

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

2023 Cadillac Escalade Sport

Ashburn, VA

OverpricedLimited · 11
$103,43536,596 mi

Market: $68,940 – $79,887

Comparison: 11 similar vehicles

Priced ~29% above the typical market range for similar vehicles (based on current market benchmarks)

Ashburn, VA

2010 Porsche 911 Carrera S

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

2010 Porsche 911 Carrera S

Ashburn, VA

Unscored
$104,09363,916 mi

Comparison: 6 similar vehicles

Ashburn, VA

2009 Porsche 911 Carrera S

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

2009 Porsche 911 Carrera S

Ashburn, VA

UnscoredInsufficient · 0
$104,09476,284 mi

Ashburn, VA

2026 GMC Yukon Denali Ultimate

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

2026 GMC Yukon Denali Ultimate

Ashburn, VA

OverpricedModerate · 41
$107,7902,913 mi

Market: $98,185 – $104,294

Comparison: 41 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Ashburn, VA

2004 Porsche 911 Turbo

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

2004 Porsche 911 Turbo

Ashburn, VA

UnscoredInsufficient · 0
$109,98820,654 mi

Ashburn, VA

1993 Toyota Supra

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

1993 Toyota Supra

Ashburn, VA

UnscoredInsufficient · 0
$114,90043,385 mi

Ashburn, VA

2017 Porsche 911 Carrera

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

2017 Porsche 911 Carrera

Ashburn, VA

UnscoredInsufficient · 0
$119,09316,991 mi

Ashburn, VA

2026 Mercedes-Benz E-Class AMG E53

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

2026 Mercedes-Benz E-Class AMG E53

Ashburn, VA

OverpricedModerate · 27
$120,450389 mi

Market: $87,950 – $97,481

Comparison: 27 similar vehicles

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

Ashburn, VA

2019 Aston Martin Vantage Base

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

2019 Aston Martin Vantage Base

Ashburn, VA

UnscoredInsufficient · 0
$121,19010,501 mi

Ashburn, VA

2020 Porsche 911 Base

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

2020 Porsche 911 Base

Ashburn, VA

UnscoredInsufficient · 3
$124,90012,875 mi

Comparison: 3 similar vehicles

Ashburn, VA

2015 Porsche 911 Turbo

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

2015 Porsche 911 Turbo

Ashburn, VA

UnscoredInsufficient · 0
$125,09342,323 mi

Ashburn, VA

2018 Porsche 911 T

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

2018 Porsche 911 T

Ashburn, VA

UnscoredInsufficient · 0
$129,09433,893 mi

Ashburn, VA

2025 BMW M5 Touring

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

2025 BMW M5 Touring

Ashburn, VA

OverpricedLimited · 13
$129,7753,261 mi

Market: $110,790 – $125,794

Comparison: 13 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Ashburn, VA

2026 Land Rover Range Rover SE

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

2026 Land Rover Range Rover SE

Ashburn, VA

UnscoredInsufficient · 4
$131,0652,763 mi

Comparison: 4 similar vehicles

Ashburn, VA

2025 Mercedes-Benz S-Class S 580

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

2025 Mercedes-Benz S-Class S 580

Ashburn, VA

OverpricedModerate · 21
$139,2704,187 mi

Market: $95,998 – $99,990

Comparison: 21 similar vehicles

Priced ~39% above the typical market range for similar vehicles (based on current market benchmarks)

Ashburn, VA

2020 McLaren GT Base

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

2020 McLaren GT Base

Ashburn, VA

UnscoredInsufficient · 0
$139,99510,407 mi

Ashburn, VA

2019 Porsche 911 GTS

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

2019 Porsche 911 GTS

Ashburn, VA

UnscoredInsufficient · 4
$143,09416,907 mi

Comparison: 4 similar vehicles

Ashburn, VA

2016 Porsche 911 Carrera GTS

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

2016 Porsche 911 Carrera GTS

Ashburn, VA

UnscoredInsufficient · 0
$143,15041,294 mi

Ashburn, VA

2023 Land Rover Range Rover SE

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

2023 Land Rover Range Rover SE

Ashburn, VA

OverpricedRobust · 76
$145,22530,457 mi

Market: $73,895 – $86,364

Comparison: 76 similar vehicles

Priced ~68% above the typical market range for similar vehicles (based on current market benchmarks)

Ashburn, VA

1991 Porsche 911

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

1991 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$149,06471,394 mi

Ashburn, VA

2024 Porsche 911 T

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

2024 Porsche 911 T

Ashburn, VA

Unscored
$149,0936,196 mi

Comparison: 5 similar vehicles

Ashburn, VA

1994 Porsche 911

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

1994 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$149,98943,000 mi

Ashburn, VA

2023 Aston Martin DBX 707

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

2023 Aston Martin DBX 707

Ashburn, VA

UnscoredInsufficient · 0
$151,19021,089 mi

Ashburn, VA

2021 Aston Martin Vantage Base

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

2021 Aston Martin Vantage Base

Ashburn, VA

UnscoredInsufficient · 0
$151,1906,632 mi

Ashburn, VA

2021 Porsche 718 Spyder

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

2021 Porsche 718 Spyder

Ashburn, VA

Unscored
$153,0935,593 mi

Comparison: 18 similar vehicles

Ashburn, VA

2023 BMW M8 Convertible Base

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

2023 BMW M8 Convertible Base

Ashburn, VA

UnscoredInsufficient · 0
$155,1951,750 mi

Ashburn, VA

2020 Mercedes-Benz S-Class S 560

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

2020 Mercedes-Benz S-Class S 560

Ashburn, VA

UnscoredInsufficient · 0
$157,38543,598 mi

Ashburn, VA

2015 Porsche 911 GT3

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

2015 Porsche 911 GT3

Ashburn, VA

UnscoredInsufficient · 0
$158,90042,375 mi

Ashburn, VA

2014 Porsche 911 GT3

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

2014 Porsche 911 GT3

Ashburn, VA

UnscoredInsufficient · 0
$164,90038,700 mi

Ashburn, VA

1992 Porsche 911

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

1992 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$169,09445,933 mi

Ashburn, VA

2024 Land Rover Range Rover Autobiography

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

2024 Land Rover Range Rover Autobiography

Ashburn, VA

UnscoredInsufficient · 4
$176,86018,275 mi

Comparison: 4 similar vehicles

Ashburn, VA

1982 Porsche 911

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

1982 Porsche 911

Ashburn, VA

UnscoredInsufficient · 0
$178,06461,656 mi

Ashburn, VA

2018 Porsche 911 GTS

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

2018 Porsche 911 GTS

Ashburn, VA

UnscoredInsufficient · 0
$179,09324,887 mi

Ashburn, VA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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