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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

6,523 listings found

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Roaring Spring, PA

UnscoredInsufficient · 0
$2,624226,469 mi

Roaring Spring, PA

1998 Ford Ranger XL

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

1998 Ford Ranger XL

Bunker Hill, WV

UnscoredInsufficient · 0
$2,99552,762 mi

Bunker Hill, WV

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Frederick, MD

UnscoredInsufficient · 0
$3,000156,760 mi

Frederick, MD

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Bunker Hill, WV

UnscoredLimited · 8
$3,295199,000 mi

Comparison: 8 similar vehicles

Bunker Hill, WV

2001 Nissan Frontier SC

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

2001 Nissan Frontier SC

Berkeley Springs, WV

UnscoredInsufficient · 0
$3,400156,918 mi

Berkeley Springs, WV

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Harrisburg, PA

UnscoredInsufficient · 3
$3,900183,927 mi

Comparison: 3 similar vehicles

Harrisburg, PA

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Roaring Spring, PA

UnscoredInsufficient · 4
$3,999301,439 mi

Comparison: 4 similar vehicles

Roaring Spring, PA

2003 Dodge Dakota SLT

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

2003 Dodge Dakota SLT

Frederick, MD

UnscoredInsufficient · 0
$4,250150,182 mi

Frederick, MD

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Martinsburg, WV

UnscoredModerate · 23
$4,595186,045 mi

Comparison: 23 similar vehicles

Martinsburg, WV

2005 Chevrolet Silverado 2500HD Work

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

2005 Chevrolet Silverado 2500HD Work

Dillsburg, PA

UnscoredLimited · 6
$4,995209,327 mi

Comparison: 6 similar vehicles

Dillsburg, PA

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Dover, PA

UnscoredInsufficient · 0
$4,999160,522 mi

Dover, PA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

York, PA

UnscoredLimited · 5
$5,000144,009 mi

Comparison: 5 similar vehicles

York, PA

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Harrisburg, PA

UnscoredInsufficient · 0
$5,100262,715 mi

Harrisburg, PA

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Roaring Spring, PA

UnscoredInsufficient · 4
$5,124310,213 mi

Comparison: 4 similar vehicles

Roaring Spring, PA

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Chambersburg, PA

UnscoredInsufficient · 0
$5,390153,486 mi

Chambersburg, PA

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

York, PA

UnscoredModerate · 31
$5,600170,399 mi

Comparison: 31 similar vehicles

York, PA

2009 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Fort Loudon, PA

UnscoredLimited · 5
$5,750171,260 mi

Comparison: 5 similar vehicles

Fort Loudon, PA

2004 Dodge Ram 1500 Pickup Laramie

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

2004 Dodge Ram 1500 Pickup Laramie

Frederick, MD

UnscoredInsufficient · 0
$5,950185,632 mi

Frederick, MD

2008 Nissan Titan LE

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

2008 Nissan Titan LE

Chambersburg, PA

UnscoredInsufficient · 0
$5,990141,837 mi

Chambersburg, PA

2010 Honda Ridgeline RTL

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

2010 Honda Ridgeline RTL

York, PA

UnscoredInsufficient · 0
$5,995230,000 mi

York, PA

2007 GMC Sierra 2500HD SLE2

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

2007 GMC Sierra 2500HD SLE2

Bunker Hill, WV

UnscoredInsufficient · 0
$5,995Mileage not verified

Bunker Hill, WV

2005 Cadillac Escalade EXT Base

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

2005 Cadillac Escalade EXT Base

Bunker Hill, WV

UnscoredInsufficient · 3
$5,995176,000 mi

Comparison: 3 similar vehicles

Bunker Hill, WV

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Frederick, MD

UnscoredLimited · 14
$6,495203,198 mi

Comparison: 14 similar vehicles

Frederick, MD

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Martinsburg, WV

UnscoredLimited · 6
$6,500211,000 mi

Comparison: 6 similar vehicles

Martinsburg, WV

2004 Chevrolet Colorado Z85

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

2004 Chevrolet Colorado Z85

Mount Airy, MD

UnscoredInsufficient · 0
$6,850128,887 mi

Mount Airy, MD

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Mount Airy, MD

Fair PriceLimited · 11
$6,90099,915 mi

Market: $3,650 – $13,995

Comparison: 11 similar vehicles

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

Mount Airy, MD

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Frederick, MD

UnscoredModerate · 28
$6,950188,252 mi

Comparison: 28 similar vehicles

Frederick, MD

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Frederick, MD

UnscoredLimited · 7
$6,950182,100 mi

Comparison: 7 similar vehicles

Frederick, MD

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Roaring Spring, PA

UnscoredInsufficient · 0
$6,995150,968 mi

Roaring Spring, PA

2004 Nissan Titan XE

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

2004 Nissan Titan XE

Frederick, MD

UnscoredInsufficient · 0
$6,999165,925 mi

Frederick, MD

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Carlisle, PA

Fair PriceLimited · 10
$7,000104,735 mi

Market: $6,495 – $13,887

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 606 days listed (based on current market benchmarks)

Carlisle, PA

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Chambersburg, PA

UnscoredLimited · 11
$7,390136,490 mi

Comparison: 11 similar vehicles

Chambersburg, PA

2013 Nissan Titan PRO-4X

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

2013 Nissan Titan PRO-4X

Dover, PA

UnscoredInsufficient · 0
$7,399219,225 mi

Dover, PA

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Dover, PA

UnscoredInsufficient · 4
$7,499170,250 mi

Comparison: 4 similar vehicles

Dover, PA

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

New Cumberland, PA

UnscoredLimited · 6
$7,500217,966 mi

Comparison: 6 similar vehicles

New Cumberland, PA

2000 Ford F-350 Super Duty XL

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

2000 Ford F-350 Super Duty XL

York, PA

UnscoredInsufficient · 0
$7,500154,000 mi

York, PA

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Harrisburg, PA

UnscoredLimited · 8
$7,700138,771 mi

Comparison: 8 similar vehicles

Harrisburg, PA

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Harrisburg, PA

UnscoredInsufficient · 0
$7,795188,967 mi

Harrisburg, PA

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

Frederick, MD

UnscoredRobust · 81
$7,866190,868 mi

Comparison: 81 similar vehicles

Frederick, MD

2011 Ford Ranger Sport

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

2011 Ford Ranger Sport

Orbisonia, PA

UnscoredLimited · 5
$7,995222,189 mi

Comparison: 5 similar vehicles

Orbisonia, PA

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

Shippensburg, PA

Fair PriceLimited · 11
$7,995107,808 mi

Market: $3,397 – $13,649

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Shippensburg, PA

2011 Cadillac Escalade EXT Luxury

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

2011 Cadillac Escalade EXT Luxury

Burnham, PA

UnscoredInsufficient · 0
$7,998231,780 mi

Burnham, PA

2015 Ford F-150 XL

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

2015 Ford F-150 XL

York, PA

UnscoredInsufficient · 4
$8,000171,000 mi

Comparison: 4 similar vehicles

York, PA

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Dover, PA

UnscoredInsufficient · 4
$8,000217,346 mi

Comparison: 4 similar vehicles

Dover, PA

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Greencastle, PA

UnscoredLimited · 10
$8,075155,078 mi

Comparison: 10 similar vehicles

Greencastle, PA

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Lovettsville, VA

UnscoredLimited · 12
$8,195206,328 mi

Comparison: 12 similar vehicles

Lovettsville, VA

2011 Chevrolet Silverado 2500HD 1LT

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

2011 Chevrolet Silverado 2500HD 1LT

Harrisburg, PA

UnscoredLimited · 8
$8,200233,892 mi

Comparison: 8 similar vehicles

Harrisburg, PA

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Carlisle, PA

UnscoredInsufficient · 0
$8,350117,570 mi

Carlisle, PA

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Dover, PA

UnscoredModerate · 44
$8,388182,925 mi

Comparison: 44 similar vehicles

Dover, PA

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Duncannon, PA

UnscoredModerate · 25
$8,489152,052 mi

Comparison: 25 similar vehicles

Duncannon, PA

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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