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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

6,380 listings found

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 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 · 12
$4,000170,858 mi

Comparison: 12 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

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 · 15
$5,250142,994 mi

Comparison: 15 similar vehicles

Laurel, DE

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 · 99
$5,678236,234 mi

Comparison: 99 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 · 40 days listed (based on current market benchmarks)

Laurel, DE

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

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

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

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 · 175
$6,995145,743 mi

Comparison: 175 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

UnscoredLimited · 6
$6,995168,015 mi

Comparison: 6 similar vehicles

Frankford, 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 · 37
$6,995156,838 mi

Comparison: 37 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

2011 Ford Escape XLS

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

2011 Ford Escape XLS

Frankford, DE

UnscoredInsufficient · 0
$6,995194,051 mi

Frankford, DE

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Frankford, DE

UnscoredModerate · 39
$6,995211,393 mi

Comparison: 39 similar vehicles

Frankford, DE

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Frankford, DE

UnscoredLimited · 16
$6,995179,562 mi

Comparison: 16 similar vehicles

Frankford, DE

2010 Honda Pilot EX

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

2010 Honda Pilot EX

Frankford, DE

UnscoredLimited · 6
$6,995227,416 mi

Comparison: 6 similar vehicles

Frankford, DE

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Frankford, DE

UnscoredInsufficient · 3
$6,995167,317 mi

Comparison: 3 similar vehicles

Frankford, DE

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Frankford, DE

UnscoredLimited · 5
$6,995104,571 mi

Comparison: 5 similar vehicles

Frankford, DE

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Frankford, DE

UnscoredLimited · 5
$6,995245,519 mi

Comparison: 5 similar vehicles

Frankford, DE

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Mardela Springs, MD

UnscoredInsufficient · 3
$7,699Mileage not verified

Comparison: 3 similar vehicles

Mardela Springs, MD

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Mardela Springs, MD

Fair PriceModerate · 22
$7,699Mileage not verified

Market: $2,300 – $9,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Mardela Springs, MD

2011 Hyundai Tucson Limited

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

2011 Hyundai Tucson Limited

California, MD

UnscoredLimited · 18
$7,899156,312 mi

Comparison: 18 similar vehicles

California, MD

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Mardela Springs, MD

UnscoredLimited · 7
$7,900Mileage not verified

Comparison: 7 similar vehicles

Mardela Springs, MD

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Laurel, DE

UnscoredRobust · 50
$7,950139,858 mi

Comparison: 50 similar vehicles

Laurel, DE

2016 Subaru Crosstrek Limited

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

2016 Subaru Crosstrek Limited

Salisbury, MD

UnscoredModerate · 42
$7,995178,669 mi

Comparison: 42 similar vehicles

Salisbury, MD

2016 Kia Sportage LX

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

2016 Kia Sportage LX

Salisbury, MD

UnscoredModerate · 44
$7,995124,318 mi

Comparison: 44 similar vehicles

Salisbury, MD

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Laurel, DE

UnscoredLimited · 6
$7,995101,617 mi

Comparison: 6 similar vehicles

Laurel, DE

2013 Kia Sportage LX

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

2013 Kia Sportage LX

Salisbury, MD

UnscoredModerate · 21
$7,995123,469 mi

Comparison: 21 similar vehicles

Salisbury, MD

2012 Hyundai Santa Fe SE

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

2012 Hyundai Santa Fe SE

Laurel, DE

UnscoredInsufficient · 0
$7,995113,074 mi

Laurel, DE

2011 Mercedes-Benz M-Class ML350

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

2011 Mercedes-Benz M-Class ML350

Frankford, DE

UnscoredLimited · 14
$7,995133,289 mi

Comparison: 14 similar vehicles

Frankford, DE

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Laurel, DE

Fair PriceModerate · 39
$7,99587,383 mi

Market: $2,500 – $10,995

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Laurel, DE

2008 Ford Taurus X Eddie Bauer

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

2008 Ford Taurus X Eddie Bauer

Laurel, DE

UnscoredInsufficient · 0
$7,995162,050 mi

Laurel, DE

2004 BMW X3 3.0i

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

2004 BMW X3 3.0i

Frankford, DE

UnscoredInsufficient · 3
$7,99563,314 mi

Comparison: 3 similar vehicles

Frankford, DE

2017 Nissan Rogue SL

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

2017 Nissan Rogue SL

Salisbury, MD

UnscoredRobust · 174
$7,998124,255 mi

Comparison: 174 similar vehicles

Salisbury, MD

2013 Jeep Patriot Latitude

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

2013 Jeep Patriot Latitude

Laurel, DE

UnscoredInsufficient · 4
$8,250138,281 mi

Comparison: 4 similar vehicles

Laurel, DE

2019 Ford Escape SE

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

2019 Ford Escape SE

Pocomoke City, MD

UnscoredRobust · 183
$8,298140,344 mi

Comparison: 183 similar vehicles

Pocomoke City, MD

2018 Ford Escape SE

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

2018 Ford Escape SE

California, MD

UnscoredModerate · 21
$8,298183,926 mi

Comparison: 21 similar vehicles

California, MD

2015 Subaru Forester i

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

2015 Subaru Forester i

Salisbury, MD

UnscoredRobust · 111
$8,498146,495 mi

Comparison: 111 similar vehicles

Salisbury, 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

Delmar, DE

UnscoredInsufficient · 3
$8,500204,920 mi

Comparison: 3 similar vehicles

Delmar, DE

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Laurel, DE

UnscoredModerate · 47
$8,650153,000 mi

Comparison: 47 similar vehicles

Laurel, DE

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Laurel, DE

Fair PriceModerate · 23
$8,650101,589 mi

Market: $1,295 – $11,990

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Laurel, DE

2017 Ford Escape SE

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

2017 Ford Escape SE

Laurel, DE

Fair PriceRobust · 464
$8,850100,016 mi

Market: $2,700 – $17,900

Comparison: 464 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Laurel, DE

2017 Ford Escape S

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

2017 Ford Escape S

Laurel, DE

UnscoredModerate · 29
$8,950134,977 mi

Comparison: 29 similar vehicles

Laurel, DE

2018 Jeep Renegade Latitude

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

2018 Jeep Renegade Latitude

Seaford, DE

UnscoredInsufficient · 3
$8,975130,125 mi

Comparison: 3 similar vehicles

Seaford, DE

2016 Ford Escape SE

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

2016 Ford Escape SE

Frankford, DE

UnscoredRobust · 162
$8,995171,659 mi

Comparison: 162 similar vehicles

Frankford, DE

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Frankford, DE

UnscoredModerate · 42
$8,995138,007 mi

Comparison: 42 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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