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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

12,199 listings found

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Seaford, DE

UnscoredInsufficient · 3
$2,495218,581 mi

Comparison: 3 similar vehicles

Seaford, DE

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Annapolis, MD

UnscoredLimited · 11
$2,900173,816 mi

Comparison: 11 similar vehicles

Annapolis, MD

2012 Kia Sorento EX

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

2012 Kia Sorento EX

Frankford, DE

UnscoredLimited · 5
$3,800135,047 mi

Comparison: 5 similar vehicles

Frankford, DE

2010 Ford Explorer Limited

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

2010 Ford Explorer Limited

Delmar, DE

UnscoredInsufficient · 0
$3,995217,790 mi

Delmar, DE

2007 Subaru Forester 2.5 X Premium Package

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

2007 Subaru Forester 2.5 X Premium Package

Annapolis, MD

UnscoredInsufficient · 0
$3,999189,883 mi

Annapolis, MD

2007 Ford Expedition XLT

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

2007 Ford Expedition XLT

Seaford, DE

UnscoredLimited · 9
$4,000170,858 mi

Comparison: 9 similar vehicles

Seaford, DE

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

New Church, VA

UnscoredInsufficient · 4
$4,495263,824 mi

Comparison: 4 similar vehicles

New Church, VA

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Pasadena, MD

UnscoredInsufficient · 4
$4,603223,079 mi

Comparison: 4 similar vehicles

Pasadena, MD

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Annapolis, MD

UnscoredModerate · 20
$4,900144,053 mi

Comparison: 20 similar vehicles

Annapolis, MD

2011 Chevrolet Suburban LTZ

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

2011 Chevrolet Suburban LTZ

Annapolis, MD

UnscoredLimited · 6
$4,900213,997 mi

Comparison: 6 similar vehicles

Annapolis, MD

2006 Hyundai Santa Fe GLS

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

2006 Hyundai Santa Fe GLS

Upper Marlboro, MD

UnscoredInsufficient · 3
$4,900124,325 mi

Comparison: 3 similar vehicles

Upper Marlboro, MD

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Upper Marlboro, MD

UnscoredInsufficient · 0
$4,900206,637 mi

Upper Marlboro, MD

2013 BMW X5 xDrive35i

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

2013 BMW X5 xDrive35i

Annapolis, MD

UnscoredLimited · 14
$4,988138,574 mi

Comparison: 14 similar vehicles

Annapolis, MD

2008 Hyundai Veracruz GLS

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

2008 Hyundai Veracruz GLS

Annapolis, MD

UnscoredInsufficient · 0
$4,988168,353 mi

Annapolis, MD

2013 Acura MDX Technology Package

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

2013 Acura MDX Technology Package

Annapolis, MD

UnscoredModerate · 39
$4,999215,342 mi

Comparison: 39 similar vehicles

Annapolis, MD

2004 Hyundai Santa Fe GLS

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

2004 Hyundai Santa Fe GLS

Annapolis, MD

UnscoredInsufficient · 3
$4,999144,855 mi

Comparison: 3 similar vehicles

Annapolis, MD

2011 INFINITI EX 35 Journey

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

2011 INFINITI EX 35 Journey

Pasadena, MD

UnscoredInsufficient · 3
$5,200192,067 mi

Comparison: 3 similar vehicles

Pasadena, MD

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Laurel, DE

UnscoredLimited · 14
$5,250142,994 mi

Comparison: 14 similar vehicles

Laurel, DE

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Mechanicsville, MD

UnscoredLimited · 7
$5,495171,873 mi

Comparison: 7 similar vehicles

Mechanicsville, MD

2012 Dodge Durango Crew

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

2012 Dodge Durango Crew

Seaford, DE

UnscoredLimited · 6
$5,495193,128 mi

Comparison: 6 similar vehicles

Seaford, DE

2015 Jeep Cherokee Limited

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

2015 Jeep Cherokee Limited

Seaford, DE

UnscoredRobust · 91
$5,678236,234 mi

Comparison: 91 similar vehicles

Seaford, DE

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Laurel, DE

Fair PriceModerate · 32
$5,85092,454 mi

Market: $2,450 – $8,425

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Laurel, DE

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Annapolis, MD

UnscoredModerate · 49
$5,900178,325 mi

Comparison: 49 similar vehicles

Annapolis, MD

2010 Toyota Venza Base

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

2010 Toyota Venza Base

Annapolis, MD

UnscoredInsufficient · 3
$5,900163,891 mi

Comparison: 3 similar vehicles

Annapolis, MD

2008 Porsche Cayenne Base

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

2008 Porsche Cayenne Base

Pasadena, MD

UnscoredInsufficient · 0
$5,914158,374 mi

Pasadena, MD

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Annapolis, MD

UnscoredLimited · 13
$5,988153,073 mi

Comparison: 13 similar vehicles

Annapolis, MD

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Denton, MD

UnscoredLimited · 15
$5,995164,822 mi

Comparison: 15 similar vehicles

Denton, MD

2008 Subaru Tribeca Limited

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

2008 Subaru Tribeca Limited

Frankford, DE

UnscoredLimited · 14
$5,995198,150 mi

Comparison: 14 similar vehicles

Frankford, DE

No Photo

2002 Jeep Wrangler X

Lewes, DE

UnscoredInsufficient · 3
$5,995120,000 mi

Comparison: 3 similar vehicles

Lewes, DE

2002 Chevrolet Tracker Base

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

2002 Chevrolet Tracker Base

Frankford, DE

UnscoredInsufficient · 0
$5,995144,435 mi

Frankford, DE

2010 Honda Element EX

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

2010 Honda Element EX

Annapolis, MD

UnscoredLimited · 6
$6,000262,317 mi

Comparison: 6 similar vehicles

Annapolis, MD

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Pasadena, MD

UnscoredModerate · 28
$6,330165,721 mi

Comparison: 28 similar vehicles

Pasadena, MD

2015 Chevrolet Traverse LS

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

2015 Chevrolet Traverse LS

Pasadena, MD

UnscoredLimited · 17
$6,495123,682 mi

Comparison: 17 similar vehicles

Pasadena, MD

2016 Hyundai Tucson SE

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

2016 Hyundai Tucson SE

Annapolis, MD

UnscoredLimited · 12
$6,499144,873 mi

Comparison: 12 similar vehicles

Annapolis, MD

2017 Jeep Renegade Limited

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

2017 Jeep Renegade Limited

Annapolis, MD

UnscoredRobust · 52
$6,500162,327 mi

Comparison: 52 similar vehicles

Annapolis, MD

2014 Audi Q5 Premium

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

2014 Audi Q5 Premium

Annapolis, MD

UnscoredModerate · 31
$6,500125,714 mi

Comparison: 31 similar vehicles

Annapolis, MD

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Eden, MD

UnscoredInsufficient · 0
$6,500109,549 mi

Eden, MD

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Pasadena, MD

UnscoredLimited · 8
$6,592110,705 mi

Comparison: 8 similar vehicles

Pasadena, MD

2018 Jeep Cherokee Latitude

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

2018 Jeep Cherokee Latitude

Annapolis, MD

UnscoredModerate · 20
$6,799176,235 mi

Comparison: 20 similar vehicles

Annapolis, MD

2014 GMC Yukon XL SLT

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

2014 GMC Yukon XL SLT

Annapolis, MD

UnscoredInsufficient · 0
$6,900151,257 mi

Annapolis, MD

2013 Audi Q5 Premium Plus

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

2013 Audi Q5 Premium Plus

Upper Marlboro, MD

UnscoredInsufficient · 3
$6,900220,629 mi

Comparison: 3 similar vehicles

Upper Marlboro, MD

2015 Audi Q3 Premium Plus

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

2015 Audi Q3 Premium Plus

Annapolis, MD

Fair PriceLimited · 15
$6,988106,869 mi

Market: $5,495 – $10,900

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Annapolis, MD

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Pasadena, MD

UnscoredLimited · 12
$6,988143,680 mi

Comparison: 12 similar vehicles

Pasadena, MD

2015 Honda Pilot EX

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

2015 Honda Pilot EX

Frankford, DE

UnscoredLimited · 12
$6,995286,900 mi

Comparison: 12 similar vehicles

Frankford, DE

2014 Ford Escape SE

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

2014 Ford Escape SE

Frankford, DE

UnscoredRobust · 144
$6,995145,743 mi

Comparison: 144 similar vehicles

Frankford, DE

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Frankford, DE

UnscoredRobust · 113
$6,995168,015 mi

Comparison: 113 similar vehicles

Frankford, DE

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Denton, MD

UnscoredModerate · 49
$6,995132,383 mi

Comparison: 49 similar vehicles

Denton, MD

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Harrington, DE

UnscoredRobust · 71
$6,995132,855 mi

Comparison: 71 similar vehicles

Harrington, DE

2014 Kia Sportage LX

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

2014 Kia Sportage LX

Georgetown, DE

UnscoredModerate · 36
$6,995156,838 mi

Comparison: 36 similar vehicles

Georgetown, DE

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Frankford, DE

UnscoredModerate · 30
$6,995127,563 mi

Comparison: 30 similar vehicles

Frankford, DE

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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