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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

7,776 listings found

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Frankford, DE

Fair PriceModerate · 25
$2,500208,153 mi

Market: $2,500 – $7,999

Comparison: 25 similar vehicles

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

Frankford, DE

No Photo

2011 Ford Fusion SEL

Seaford, DE

Fair PriceModerate · 26
$2,995178,433 mi

Market: $2,500 – $9,990

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Seaford, DE

2003 Jaguar S-Type V8

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

2003 Jaguar S-Type V8

Laurel, DE

UnscoredInsufficient · 0
$3,282137,000 mi

Laurel, DE

2015 Kia Forte LX

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

2015 Kia Forte LX

Frankford, DE

UnscoredModerate · 40
$3,800163,610 mi

Comparison: 40 similar vehicles

Frankford, DE

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

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Dagsboro, DE

UnscoredLimited · 5
$3,900189,323 mi

Comparison: 5 similar vehicles

Dagsboro, 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

No Photo

2008 Ford Fusion SE

Seaford, DE

UnscoredLimited · 7
$3,995108,858 mi

Comparison: 7 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

2013 Mazda MAZDA3 i Grand Touring

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

2013 Mazda MAZDA3 i Grand Touring

Frankford, DE

Fair PriceModerate · 26
$4,995190,762 mi

Market: $4,500 – $13,990

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Frankford, DE

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Delmar, DE

Fair PriceRobust · 68
$4,995274,912 mi

Market: $1,795 – $12,790

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 228 days listed (based on current market benchmarks)

Delmar, DE

1999 Mazda MX-5 Base

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

1999 Mazda MX-5 Base

New Church, VA

UnscoredInsufficient · 3
$4,995128,588 mi

Comparison: 3 similar vehicles

New Church, VA

1997 Honda Civic

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

1997 Honda Civic

Frankford, DE

UnscoredInsufficient · 0
$4,995179,516 mi

Frankford, DE

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

Fair PriceModerate · 27
$5,250142,994 mi

Market: $2,000 – $7,000

Comparison: 27 similar vehicles

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

Laurel, DE

2007 Lincoln Town Car Signature Limited

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

2007 Lincoln Town Car Signature Limited

Berlin, MD

UnscoredInsufficient · 0
$5,495155,088 mi

Berlin, MD

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Dagsboro, DE

Fair PriceModerate · 20
$5,500198,469 mi

Market: $4,995 – $16,950

Comparison: 20 similar vehicles

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

Dagsboro, 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 · 29
$5,85092,454 mi

Market: $2,450 – $8,574

Comparison: 29 similar vehicles

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

Laurel, DE

2012 Kia Soul +

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

2012 Kia Soul +

Laurel, DE

Fair PriceModerate · 22
$5,950146,014 mi

Market: $3,200 – $10,000

Comparison: 22 similar vehicles

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

Laurel, DE

2011 Kia Soul Base

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

2011 Kia Soul Base

Laurel, DE

Fair PriceRobust · 57
$5,950130,711 mi

Market: $2,800 – $7,995

Comparison: 57 similar vehicles

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

Laurel, DE

2009 Dodge Caliber SE

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

2009 Dodge Caliber SE

Laurel, DE

UnscoredInsufficient · 3
$5,950113,759 mi

Comparison: 3 similar vehicles

Laurel, DE

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Laurel, DE

UnscoredLimited · 8
$5,950182,220 mi

Comparison: 8 similar vehicles

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 · 6
$5,995198,150 mi

Comparison: 6 similar vehicles

Frankford, DE

2006 Ford Econoline Van Commercial

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

2006 Ford Econoline Van Commercial

Frankford, DE

UnscoredLimited · 9
$5,995201,520 mi

Comparison: 9 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

2014 Kia Soul Base

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

2014 Kia Soul Base

Selbyville, DE

Fair PriceModerate · 46
$6,000177,838 mi

Market: $3,752 – $10,998

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Selbyville, DE

2010 Honda CR-V LX

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

2010 Honda CR-V LX

Salisbury, MD

Fair PriceLimited · 19
$6,498225,166 mi

Market: $5,096 – $11,389

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Salisbury, MD

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Mardela Springs, MD

Fair PriceModerate · 21
$6,499Mileage not verified

Market: $2,400 – $7,999

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Mardela Springs, 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

UnscoredLimited · 5
$6,500109,549 mi

Comparison: 5 similar vehicles

Eden, MD

2007 GMC Savana

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

2007 GMC Savana

Delmar, DE

UnscoredInsufficient · 0
$6,500Mileage not verified

Delmar, DE

2008 Dodge Dakota SLT

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

2008 Dodge Dakota SLT

Laurel, DE

UnscoredInsufficient · 0
$6,650179,394 mi

Laurel, DE

2004 Mercedes-Benz SLK-Class SLK230 Kompressor

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

2004 Mercedes-Benz SLK-Class SLK230 Kompressor

Dagsboro, DE

UnscoredInsufficient · 0
$6,80095,903 mi

Dagsboro, DE

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

Fair PriceLimited · 13
$6,995286,900 mi

Market: $4,500 – $12,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Frankford, DE

2015 Hyundai Elantra GT Base

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

2015 Hyundai Elantra GT Base

Dagsboro, DE

UnscoredInsufficient · 3
$6,99585,733 mi

Comparison: 3 similar vehicles

Dagsboro, DE

2014 Ford Focus Titanium

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

2014 Ford Focus Titanium

Salisbury, MD

Fair PriceModerate · 21
$6,995108,371 mi

Market: $4,795 – $8,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Salisbury, MD

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

Fair PriceRobust · 149
$6,995145,743 mi

Market: $2,500 – $14,494

Comparison: 149 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

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

Fair PriceRobust · 111
$6,995168,015 mi

Market: $2,200 – $12,490

Comparison: 111 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Frankford, DE

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Delmar, DE

Fair PriceModerate · 36
$6,995152,591 mi

Market: $2,600 – $11,744

Comparison: 36 similar vehicles

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

Delmar, 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

Fair PriceModerate · 35
$6,995127,563 mi

Market: $2,500 – $9,995

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

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 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Frankford, DE

UnscoredLimited · 9
$6,995153,880 mi

Comparison: 9 similar vehicles

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

Fair PriceModerate · 35
$6,995211,393 mi

Market: $3,100 – $11,995

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

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

Fair PriceLimited · 16
$6,995179,562 mi

Market: $2,950 – $11,795

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

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

2009 Lincoln Town Car Signature Limited

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

2009 Lincoln Town Car Signature Limited

Frankford, DE

Fair PriceModerate · 29
$6,995167,533 mi

Market: $3,699 – $17,397

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

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

2008 Ford E-Series Econoline Van Commercial

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

2008 Ford E-Series Econoline Van Commercial

Frankford, DE

UnscoredLimited · 9
$6,995208,000 mi

Comparison: 9 similar vehicles

Frankford, DE

2008 Honda Odyssey EX-L

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

2008 Honda Odyssey EX-L

Frankford, DE

Fair PriceModerate · 35
$6,995173,829 mi

Market: $2,900 – $12,495

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

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

UnscoredInsufficient · 4
$6,995245,519 mi

Comparison: 4 similar vehicles

Frankford, DE

2015 Ford Taurus

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

2015 Ford Taurus

Frankford, DE

UnscoredInsufficient · 0
$7,495132,926 mi

Frankford, DE

2014 Ford Taurus

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

2014 Ford Taurus

Frankford, DE

UnscoredInsufficient · 0
$7,495153,812 mi

Frankford, DE

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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