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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 21, 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

13,472 listings found

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Clinton, MD

UnscoredLimited · 7
$2,400179,563 mi

Comparison: 7 similar vehicles

Clinton, MD

2002 Toyota Rav4 Base

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

2002 Toyota Rav4 Base

Clinton, MD

UnscoredInsufficient · 0
$2,600154,479 mi

Clinton, MD

2003 Lincoln Navigator Luxury

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

2003 Lincoln Navigator Luxury

White Plains, MD

UnscoredInsufficient · 0
$2,977192,986 mi

White Plains, MD

2009 Ford Escape Hybrid

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

2009 Ford Escape Hybrid

Capitol Heights, MD

UnscoredInsufficient · 4
$2,999201,659 mi

Comparison: 4 similar vehicles

Capitol Heights, MD

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Capitol Heights, MD

UnscoredModerate · 31
$3,499218,802 mi

Comparison: 31 similar vehicles

Capitol Heights, MD

2005 Mercedes-Benz M-Class ML350

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

2005 Mercedes-Benz M-Class ML350

White Plains, MD

UnscoredLimited · 5
$3,599335,171 mi

Comparison: 5 similar vehicles

White Plains, MD

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Capitol Heights, MD

UnscoredModerate · 23
$3,799139,681 mi

Comparison: 23 similar vehicles

Capitol Heights, MD

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

Clinton, MD

UnscoredLimited · 7
$3,800153,422 mi

Comparison: 7 similar vehicles

Clinton, MD

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

White Plains, MD

UnscoredLimited · 7
$3,977158,850 mi

Comparison: 7 similar vehicles

White Plains, MD

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

2015 Nissan Pathfinder S

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

2015 Nissan Pathfinder S

Capitol Heights, MD

UnscoredModerate · 20
$3,999184,857 mi

Comparison: 20 similar vehicles

Capitol Heights, MD

2014 Dodge Durango SXT Plus

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

2014 Dodge Durango SXT Plus

Capitol Heights, MD

UnscoredLimited · 9
$3,999204,131 mi

Comparison: 9 similar vehicles

Capitol Heights, MD

2013 Ford Escape SE

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

2013 Ford Escape SE

Capitol Heights, MD

UnscoredModerate · 21
$3,999124,000 mi

Comparison: 21 similar vehicles

Capitol Heights, MD

2013 Ford Escape SE

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

2013 Ford Escape SE

Capitol Heights, MD

UnscoredModerate · 21
$3,999189,334 mi

Comparison: 21 similar vehicles

Capitol Heights, MD

2013 Nissan JUKE SV

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

2013 Nissan JUKE SV

Capitol Heights, MD

UnscoredLimited · 9
$3,999120,594 mi

Comparison: 9 similar vehicles

Capitol Heights, MD

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Oxon Hill, MD

UnscoredLimited · 14
$3,999191,871 mi

Comparison: 14 similar vehicles

Oxon Hill, MD

2008 Kia Sportage LX

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

2008 Kia Sportage LX

Capitol Heights, MD

UnscoredLimited · 5
$3,99998,255 mi

Comparison: 5 similar vehicles

Capitol Heights, MD

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Capitol Heights, MD

UnscoredInsufficient · 0
$3,999176,466 mi

Capitol Heights, MD

2013 Ford Escape SE

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

2013 Ford Escape SE

Capitol Heights, MD

UnscoredModerate · 21
$4,000187,567 mi

Comparison: 21 similar vehicles

Capitol Heights, MD

2007 Honda CR-V LX

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

2007 Honda CR-V LX

Capitol Heights, MD

UnscoredLimited · 16
$4,000233,306 mi

Comparison: 16 similar vehicles

Capitol Heights, MD

2005 GMC Yukon Denali

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

2005 GMC Yukon Denali

Capitol Heights, MD

UnscoredInsufficient · 0
$4,000310,634 mi

Capitol Heights, MD

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Mechanicsville, MD

UnscoredLimited · 12
$4,099168,563 mi

Comparison: 12 similar vehicles

Mechanicsville, MD

2013 Nissan Pathfinder SL

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

2013 Nissan Pathfinder SL

Capitol Heights, MD

Fair PriceLimited · 16
$4,499119,977 mi

Market: $2,500 – $10,495

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Capitol Heights, MD

2010 Mitsubishi Endeavor SE

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

2010 Mitsubishi Endeavor SE

Oxon Hill, MD

UnscoredInsufficient · 0
$4,500142,122 mi

Oxon Hill, MD

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Oxon Hill, MD

UnscoredLimited · 13
$4,500215,961 mi

Comparison: 13 similar vehicles

Oxon Hill, MD

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

White Plains, MD

Fair PriceModerate · 23
$4,577117,738 mi

Market: $2,300 – $9,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

White Plains, MD

2016 Buick Encore Convenience

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

2016 Buick Encore Convenience

Capitol Heights, MD

Great DealRobust · 53
$4,799103,772 mi

Market: $6,495 – $17,135

Comparison: 53 similar vehicles

Competitively priced ~26% below the typical range compared to similar vehicles · 28 days listed (based on current market benchmarks)

Capitol Heights, MD

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

District Heights, MD

UnscoredLimited · 5
$4,800128,000 mi

Comparison: 5 similar vehicles

District Heights, MD

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

District Heights, MD

UnscoredLimited · 10
$4,800127,000 mi

Comparison: 10 similar vehicles

District Heights, MD

2013 Dodge Durango Crew

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

2013 Dodge Durango Crew

Temple Hills, MD

UnscoredModerate · 21
$4,888181,655 mi

Comparison: 21 similar vehicles

Temple Hills, 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

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

White Plains, MD

UnscoredModerate · 29
$4,977141,972 mi

Comparison: 29 similar vehicles

White Plains, MD

2013 Chevrolet Captiva Sport LT

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

2013 Chevrolet Captiva Sport LT

White Plains, MD

UnscoredInsufficient · 4
$4,977145,365 mi

Comparison: 4 similar vehicles

White Plains, MD

2007 GMC Yukon Denali

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

2007 GMC Yukon Denali

White Plains, MD

UnscoredLimited · 19
$4,977247,824 mi

Comparison: 19 similar vehicles

White Plains, MD

2010 Hyundai Veracruz GLS

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

2010 Hyundai Veracruz GLS

Colonial Beach, VA

UnscoredInsufficient · 0
$4,995120,721 mi

Colonial Beach, VA

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Colonial Beach, VA

UnscoredLimited · 10
$4,995198,162 mi

Comparison: 10 similar vehicles

Colonial Beach, VA

2017 Buick Encore Essence

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

2017 Buick Encore Essence

Capitol Heights, MD

UnscoredModerate · 23
$4,999153,712 mi

Comparison: 23 similar vehicles

Capitol Heights, MD

2016 Jeep Grand Cherokee Laredo E

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

2016 Jeep Grand Cherokee Laredo E

Capitol Heights, MD

UnscoredRobust · 68
$4,999156,676 mi

Comparison: 68 similar vehicles

Capitol Heights, MD

2013 Jeep Grand Cherokee Laredo Altitude

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

2013 Jeep Grand Cherokee Laredo Altitude

Camp Springs, MD

UnscoredInsufficient · 0
$4,999146,217 mi

Camp Springs, MD

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

District Heights, MD

UnscoredInsufficient · 4
$5,000167,372 mi

Comparison: 4 similar vehicles

District Heights, MD

2011 Cadillac Escalade ESV Premium

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

2011 Cadillac Escalade ESV Premium

Clinton, MD

UnscoredInsufficient · 0
$5,300241,995 mi

Clinton, MD

2004 Jeep Grand Cherokee Limited

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

2004 Jeep Grand Cherokee Limited

Waldorf, MD

UnscoredInsufficient · 0
$5,300154,452 mi

Waldorf, MD

2016 Jeep Cherokee Overland

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

2016 Jeep Cherokee Overland

Capitol Heights, MD

UnscoredInsufficient · 0
$5,399151,689 mi

Capitol Heights, MD

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

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Capitol Heights, MD

UnscoredLimited · 11
$5,499129,317 mi

Comparison: 11 similar vehicles

Capitol Heights, MD

2014 Cadillac SRX Base

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

2014 Cadillac SRX Base

Capitol Heights, MD

UnscoredInsufficient · 0
$5,500113,316 mi

Capitol Heights, MD

2013 Dodge Durango Citadel

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

2013 Dodge Durango Citadel

District Heights, MD

UnscoredInsufficient · 0
$5,500159,000 mi

District Heights, MD

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

White Plains, MD

Fair PriceLimited · 12
$5,500115,706 mi

Market: $2,995 – $9,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

White Plains, MD

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Capitol Heights, MD

UnscoredInsufficient · 3
$5,500157,091 mi

Comparison: 3 similar vehicles

Capitol Heights, MD

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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