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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 22, 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

10,071 listings found

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Woodbridge, VA

UnscoredInsufficient · 4
$2,450158,000 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

White Plains, MD

UnscoredModerate · 27
$2,977226,729 mi

Comparison: 27 similar vehicles

White Plains, MD

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Baltimore, MD

UnscoredLimited · 8
$3,500219,940 mi

Comparison: 8 similar vehicles

Baltimore, MD

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

White Plains, MD

UnscoredInsufficient · 3
$3,599282,596 mi

Comparison: 3 similar vehicles

White Plains, MD

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Falls Church, VA

UnscoredInsufficient · 0
$3,995181,538 mi

Falls Church, VA

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Fredericksburg, VA

UnscoredLimited · 5
$3,999318,171 mi

Comparison: 5 similar vehicles

Fredericksburg, VA

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Fredericksburg, VA

Salvage title
$4,495180,388 mi

Fredericksburg, VA

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

Stafford, VA

UnscoredInsufficient · 0
$4,893174,406 mi

Stafford, VA

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Manassas, VA

UnscoredLimited · 7
$4,894318,257 mi

Comparison: 7 similar vehicles

Manassas, VA

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Woodbridge, VA

UnscoredLimited · 8
$4,950248,074 mi

Comparison: 8 similar vehicles

Woodbridge, VA

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Woodbridge, VA

UnscoredModerate · 24
$4,950221,068 mi

Comparison: 24 similar vehicles

Woodbridge, VA

No Photo

2007 Dodge Ram 1500 Pickup SLT

Temple Hills, MD

Salvage title
$4,988161,016 mi

Temple Hills, MD

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Colonial Beach, VA

UnscoredLimited · 9
$4,995120,342 mi

Comparison: 9 similar vehicles

Colonial Beach, VA

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Manassas, VA

UnscoredLimited · 9
$4,995211,110 mi

Comparison: 9 similar vehicles

Manassas, VA

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Fredericksburg, VA

UnscoredInsufficient · 0
$4,995162,981 mi

Fredericksburg, VA

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Arlington, VA

UnscoredLimited · 6
$4,995169,950 mi

Comparison: 6 similar vehicles

Arlington, VA

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Fredericksburg, VA

UnscoredInsufficient · 0
$4,995130,786 mi

Fredericksburg, VA

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Fredericksburg, VA

Fair PriceLimited · 12
$4,999119,242 mi

Market: $4,995 – $8,850

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1470 days listed (based on current market benchmarks)

Fredericksburg, VA

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Fredericksburg, VA

UnscoredLimited · 8
$5,495254,022 mi

Comparison: 8 similar vehicles

Fredericksburg, VA

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Hyattsville, MD

Fair PriceLimited · 17
$5,650Mileage not verified

Market: $3,397 – $13,649

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1026 days listed (based on current market benchmarks)

Hyattsville, MD

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Alexandria, VA

UnscoredLimited · 5
$5,66576,813 mi

Comparison: 5 similar vehicles

Alexandria, VA

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Camp Springs, MD

UnscoredLimited · 8
$5,696194,224 mi

Comparison: 8 similar vehicles

Camp Springs, MD

2013 Ford F-150 FX2

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

2013 Ford F-150 FX2

Alexandria, VA

UnscoredInsufficient · 0
$5,888189,780 mi

Alexandria, VA

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Manassas, VA

Salvage title
$5,894228,121 mi

Manassas, VA

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Woodbridge, VA

UnscoredLimited · 15
$5,950158,739 mi

Comparison: 15 similar vehicles

Woodbridge, VA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Fredericksburg, VA

UnscoredLimited · 8
$5,995157,077 mi

Comparison: 8 similar vehicles

Fredericksburg, VA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Baltimore, MD

UnscoredLimited · 9
$5,995106,969 mi

Comparison: 9 similar vehicles

Baltimore, MD

2006 Dodge Ram 1500 Pickup TRX4 Off Road

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

2006 Dodge Ram 1500 Pickup TRX4 Off Road

Fredericksburg, VA

UnscoredInsufficient · 0
$5,995240,726 mi

Fredericksburg, VA

2005 GMC Sierra 1500 Work Truck

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

2005 GMC Sierra 1500 Work Truck

Temple Hills, MD

UnscoredInsufficient · 0
$5,997229,559 mi

Temple Hills, MD

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Fredericksburg, VA

UnscoredInsufficient · 3
$5,999164,532 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Hyattsville, MD

UnscoredLimited · 8
$6,20081,600 mi

Comparison: 8 similar vehicles

Hyattsville, MD

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Camp Springs, MD

Salvage title
$6,250177,008 mi

Camp Springs, MD

2013 Nissan Titan S

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

2013 Nissan Titan S

Clinton, MD

UnscoredInsufficient · 0
$6,40097,500 mi

Clinton, MD

2004 Nissan Frontier SC

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

2004 Nissan Frontier SC

Fredericksburg, VA

UnscoredInsufficient · 0
$6,450219,342 mi

Fredericksburg, VA

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Fredericksburg, VA

UnscoredInsufficient · 4
$6,499234,382 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Fredericksburg, VA

UnscoredInsufficient · 0
$6,693228,348 mi

Fredericksburg, VA

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Alexandria, VA

UnscoredModerate · 42
$6,888109,651 mi

Comparison: 42 similar vehicles

Alexandria, VA

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Alexandria, VA

UnscoredInsufficient · 3
$6,888168,120 mi

Comparison: 3 similar vehicles

Alexandria, VA

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Fairfax, VA

UnscoredLimited · 12
$6,995127,827 mi

Comparison: 12 similar vehicles

Fairfax, VA

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Fredericksburg, VA

UnscoredLimited · 14
$6,995259,859 mi

Comparison: 14 similar vehicles

Fredericksburg, VA

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Charlotte Hall, MD

UnscoredLimited · 6
$6,995161,575 mi

Comparison: 6 similar vehicles

Charlotte Hall, MD

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Fredericksburg, VA

UnscoredInsufficient · 4
$6,995235,975 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Baltimore, MD

UnscoredLimited · 9
$6,995174,953 mi

Comparison: 9 similar vehicles

Baltimore, MD

2001 GMC Sierra SL

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

2001 GMC Sierra SL

Fredericksburg, VA

UnscoredInsufficient · 4
$6,99597,679 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Fredericksburg, VA

UnscoredInsufficient · 4
$6,999221,817 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Stafford, VA

UnscoredInsufficient · 3
$6,999143,395 mi

Comparison: 3 similar vehicles

Stafford, VA

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Fredericksburg, VA

UnscoredModerate · 36
$6,999169,896 mi

Comparison: 36 similar vehicles

Fredericksburg, VA

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Capitol Heights, MD

UnscoredLimited · 15
$6,999177,468 mi

Comparison: 15 similar vehicles

Capitol Heights, MD

2001 Ford Ranger EDGE

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

2001 Ford Ranger EDGE

Capitol Heights, MD

UnscoredInsufficient · 0
$6,999129,562 mi

Capitol Heights, MD

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Fredericksburg, VA

UnscoredModerate · 34
$7,122182,707 mi

Comparison: 34 similar vehicles

Fredericksburg, VA

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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