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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

5,818 listings found

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Richmond, VA

UnscoredLimited · 15
$3,900165,721 mi

Comparison: 15 similar vehicles

Richmond, 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

2000 Nissan Frontier XE

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

2000 Nissan Frontier XE

Powhatan, VA

UnscoredInsufficient · 0
$4,800204,323 mi

Powhatan, VA

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

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

Richmond, VA

UnscoredLimited · 8
$4,995239,036 mi

Comparison: 8 similar vehicles

Richmond, VA

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Petersburg, VA

UnscoredLimited · 11
$4,995219,545 mi

Comparison: 11 similar vehicles

Petersburg, 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

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

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Woodford, VA

UnscoredModerate · 25
$4,999197,901 mi

Comparison: 25 similar vehicles

Woodford, VA

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Chester, VA

UnscoredInsufficient · 0
$4,999191,700 mi

Chester, 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 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Louisa, VA

UnscoredLimited · 5
$5,180126,846 mi

Comparison: 5 similar vehicles

Louisa, VA

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Providence Forge, VA

UnscoredInsufficient · 0
$5,200223,000 mi

Providence Forge, VA

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Petersburg, VA

UnscoredInsufficient · 3
$5,365289,783 mi

Comparison: 3 similar vehicles

Petersburg, 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

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Powhatan, VA

UnscoredLimited · 18
$5,499304,085 mi

Comparison: 18 similar vehicles

Powhatan, VA

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Oilville, VA

UnscoredLimited · 14
$5,500231,897 mi

Comparison: 14 similar vehicles

Oilville, VA

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Richmond, VA

UnscoredInsufficient · 0
$5,500174,612 mi

Richmond, VA

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Richmond, VA

UnscoredModerate · 25
$5,799145,057 mi

Comparison: 25 similar vehicles

Richmond, 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

Oilville, VA

UnscoredModerate · 20
$5,995218,894 mi

Comparison: 20 similar vehicles

Oilville, 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

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 Toyota Tundra SR5

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

2005 Toyota Tundra SR5

Fredericksburg, VA

UnscoredModerate · 23
$5,995246,852 mi

Comparison: 23 similar vehicles

Fredericksburg, VA

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Fredericksburg, VA

UnscoredLimited · 7
$5,999268,899 mi

Comparison: 7 similar vehicles

Fredericksburg, VA

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

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Hopewell, VA

UnscoredLimited · 6
$5,999180,208 mi

Comparison: 6 similar vehicles

Hopewell, VA

1997 Dodge Dakota Base

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

1997 Dodge Dakota Base

Richmond, VA

UnscoredInsufficient · 0
$6,299173,590 mi

Richmond, VA

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

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Richmond, VA

UnscoredLimited · 11
$6,495131,869 mi

Comparison: 11 similar vehicles

Richmond, VA

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Petersburg, VA

UnscoredInsufficient · 0
$6,49540,288 mi

Petersburg, 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

2003 Toyota Tacoma Base

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

2003 Toyota Tacoma Base

Richmond, VA

UnscoredModerate · 27
$6,500214,782 mi

Comparison: 27 similar vehicles

Richmond, 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

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Petersburg, VA

UnscoredLimited · 8
$6,765125,521 mi

Comparison: 8 similar vehicles

Petersburg, VA

2004 Ford F-250 Super Duty XLT

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

2004 Ford F-250 Super Duty XLT

Woodford, VA

UnscoredLimited · 5
$6,786150,499 mi

Comparison: 5 similar vehicles

Woodford, VA

2012 Honda Ridgeline Sport

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

2012 Honda Ridgeline Sport

Richmond, VA

UnscoredInsufficient · 0
$6,828225,193 mi

Richmond, VA

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Disputanta, VA

UnscoredLimited · 8
$6,950151,879 mi

Comparison: 8 similar vehicles

Disputanta, 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

2012 Chevrolet Silverado 1500 LS

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

2012 Chevrolet Silverado 1500 LS

Petersburg, VA

UnscoredInsufficient · 0
$6,995142,861 mi

Petersburg, VA

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

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

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

2008 Chevrolet Silverado 2500HD Work Truck

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

2008 Chevrolet Silverado 2500HD Work Truck

Powhatan, VA

UnscoredInsufficient · 0
$6,999374,204 mi

Powhatan, VA

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

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Fredericksburg, VA

UnscoredLimited · 7
$7,19998,000 mi

Comparison: 7 similar vehicles

Fredericksburg, VA

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Fredericksburg, VA

UnscoredModerate · 39
$7,495203,872 mi

Comparison: 39 similar vehicles

Fredericksburg, VA

2012 RAM 1500 Pickup Big Horn/Lone Star

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

2012 RAM 1500 Pickup Big Horn/Lone Star

Fredericksburg, VA

UnscoredInsufficient · 3
$7,495206,574 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Fredericksburg, VA

UnscoredInsufficient · 3
$7,495191,073 mi

Comparison: 3 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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