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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

3,077 listings found

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Harrisonburg, VA

UnscoredLimited · 10
$2,449142,143 mi

Comparison: 10 similar vehicles

Harrisonburg, VA

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Staunton, VA

UnscoredInsufficient · 0
$2,995194,740 mi

Staunton, VA

2003 Lexus RX 300

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

2003 Lexus RX 300

Harrisonburg, VA

UnscoredLimited · 5
$3,500237,297 mi

Comparison: 5 similar vehicles

Harrisonburg, VA

2014 Hyundai Santa Fe Limited

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

2014 Hyundai Santa Fe Limited

Staunton, VA

UnscoredInsufficient · 0
$3,595242,012 mi

Staunton, VA

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Broadway, VA

UnscoredInsufficient · 3
$3,950200,956 mi

Comparison: 3 similar vehicles

Broadway, VA

2009 Honda Pilot EX

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

2009 Honda Pilot EX

Woodstock, VA

UnscoredInsufficient · 4
$4,000243,000 mi

Comparison: 4 similar vehicles

Woodstock, VA

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Harrisonburg, VA

UnscoredInsufficient · 0
$4,245158,885 mi

Harrisonburg, VA

2002 Lexus RX 300

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

2002 Lexus RX 300

Harrisonburg, VA

UnscoredInsufficient · 0
$4,245148,411 mi

Harrisonburg, VA

2004 Chevrolet TrailBlazer LT

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

2004 Chevrolet TrailBlazer LT

Harrisonburg, VA

UnscoredInsufficient · 0
$4,275191,443 mi

Harrisonburg, VA

2010 Subaru Forester X

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

2010 Subaru Forester X

Woodstock, VA

UnscoredLimited · 15
$4,300193,000 mi

Comparison: 15 similar vehicles

Woodstock, VA

2004 Hyundai Santa Fe GLS

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

2004 Hyundai Santa Fe GLS

Mount Crawford, VA

UnscoredInsufficient · 3
$4,450152,400 mi

Comparison: 3 similar vehicles

Mount Crawford, VA

2003 Lexus RX 300

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

2003 Lexus RX 300

Mount Crawford, VA

UnscoredLimited · 5
$4,450162,875 mi

Comparison: 5 similar vehicles

Mount Crawford, VA

2014 Nissan Rogue SL

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

2014 Nissan Rogue SL

Harrisonburg, VA

UnscoredModerate · 42
$4,499243,795 mi

Comparison: 42 similar vehicles

Harrisonburg, VA

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Mount Crawford, VA

UnscoredInsufficient · 0
$4,750147,680 mi

Mount Crawford, VA

2012 Subaru Forester X

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

2012 Subaru Forester X

Buckhannon, WV

UnscoredModerate · 24
$4,995128,837 mi

Comparison: 24 similar vehicles

Buckhannon, WV

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Staunton, VA

UnscoredLimited · 12
$4,995163,622 mi

Comparison: 12 similar vehicles

Staunton, VA

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Harrisonburg, VA

Fair PriceLimited · 15
$4,999112,956 mi

Market: $4,995 – $11,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 307 days listed (based on current market benchmarks)

Harrisonburg, VA

2017 Mitsubishi Outlander Sport SEL

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

2017 Mitsubishi Outlander Sport SEL

Harrisonburg, VA

UnscoredInsufficient · 0
$5,000171,046 mi

Harrisonburg, VA

2015 Chevrolet Equinox LTZ

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

2015 Chevrolet Equinox LTZ

Harrisonburg, VA

UnscoredLimited · 15
$5,195150,218 mi

Comparison: 15 similar vehicles

Harrisonburg, VA

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Harrisonburg, VA

UnscoredModerate · 45
$5,399238,697 mi

Comparison: 45 similar vehicles

Harrisonburg, VA

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Mount Crawford, VA

UnscoredLimited · 9
$5,450157,301 mi

Comparison: 9 similar vehicles

Mount Crawford, VA

2016 Jeep Renegade Limited

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

2016 Jeep Renegade Limited

Harrisonburg, VA

UnscoredModerate · 22
$5,498169,876 mi

Comparison: 22 similar vehicles

Harrisonburg, VA

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Harrisonburg, VA

UnscoredLimited · 9
$5,500172,922 mi

Comparison: 9 similar vehicles

Harrisonburg, VA

2016 GMC Terrain SLE-2

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

2016 GMC Terrain SLE-2

Harrisonburg, VA

UnscoredLimited · 10
$5,699165,406 mi

Comparison: 10 similar vehicles

Harrisonburg, VA

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Harrisonburg, VA

UnscoredInsufficient · 0
$5,69974,188 mi

Harrisonburg, VA

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Harrisonburg, VA

UnscoredModerate · 35
$5,795125,788 mi

Comparison: 35 similar vehicles

Harrisonburg, VA

2007 Mazda CX-7 Touring

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

2007 Mazda CX-7 Touring

Harrisonburg, VA

UnscoredInsufficient · 3
$5,795107,722 mi

Comparison: 3 similar vehicles

Harrisonburg, VA

2012 Ford Explorer Base

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

2012 Ford Explorer Base

Harrisonburg, VA

UnscoredInsufficient · 3
$5,845132,555 mi

Comparison: 3 similar vehicles

Harrisonburg, VA

2005 Nissan Pathfinder SE

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

2005 Nissan Pathfinder SE

Staunton, VA

UnscoredInsufficient · 3
$5,895207,009 mi

Comparison: 3 similar vehicles

Staunton, VA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Harrisonburg, VA

UnscoredRobust · 59
$5,898154,709 mi

Comparison: 59 similar vehicles

Harrisonburg, VA

2013 GMC Terrain SLE-2

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

2013 GMC Terrain SLE-2

Harrisonburg, VA

UnscoredInsufficient · 3
$5,900147,700 mi

Comparison: 3 similar vehicles

Harrisonburg, VA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Harrisonburg, VA

UnscoredInsufficient · 3
$5,950209,548 mi

Comparison: 3 similar vehicles

Harrisonburg, VA

2013 Volvo XC90 3.2

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

2013 Volvo XC90 3.2

Mount Crawford, VA

UnscoredLimited · 5
$5,950152,989 mi

Comparison: 5 similar vehicles

Mount Crawford, VA

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Harrisonburg, VA

UnscoredModerate · 40
$5,995146,500 mi

Comparison: 40 similar vehicles

Harrisonburg, VA

No Photo

2005 Honda CR-V LX

Staunton, VA

UnscoredInsufficient · 0
$5,999133,211 mi

Staunton, VA

2013 Jeep Wrangler Sahara

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

2013 Jeep Wrangler Sahara

Harrisonburg, VA

UnscoredLimited · 7
$6,000172,030 mi

Comparison: 7 similar vehicles

Harrisonburg, VA

2006 Nissan Xterra S

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

2006 Nissan Xterra S

Harrisonburg, VA

UnscoredInsufficient · 4
$6,149159,250 mi

Comparison: 4 similar vehicles

Harrisonburg, VA

2016 Subaru Forester i Limited

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

2016 Subaru Forester i Limited

Harrisonburg, VA

UnscoredLimited · 12
$6,295158,750 mi

Comparison: 12 similar vehicles

Harrisonburg, VA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Harrisonburg, VA

UnscoredLimited · 5
$6,300120,837 mi

Comparison: 5 similar vehicles

Harrisonburg, VA

2016 Kia Sportage LX

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

2016 Kia Sportage LX

Harrisonburg, VA

UnscoredRobust · 53
$6,434189,025 mi

Comparison: 53 similar vehicles

Harrisonburg, VA

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Mount Crawford, VA

UnscoredInsufficient · 4
$6,45098,949 mi

Comparison: 4 similar vehicles

Mount Crawford, VA

2010 Nissan Xterra S

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

2010 Nissan Xterra S

Harrisonburg, VA

UnscoredLimited · 6
$6,490170,215 mi

Comparison: 6 similar vehicles

Harrisonburg, VA

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Harrisonburg, VA

Fair PriceModerate · 23
$6,495114,654 mi

Market: $5,500 – $12,000

Comparison: 23 similar vehicles

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

Harrisonburg, VA

2013 Ford Escape SE

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

2013 Ford Escape SE

Staunton, VA

Fair PriceRobust · 88
$6,495116,000 mi

Market: $1,700 – $13,850

Comparison: 88 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Staunton, VA

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

Harrisonburg, VA

UnscoredModerate · 38
$6,695125,257 mi

Comparison: 38 similar vehicles

Harrisonburg, VA

2015 Subaru Forester i Touring

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

2015 Subaru Forester i Touring

Harrisonburg, VA

UnscoredModerate · 35
$6,695158,500 mi

Comparison: 35 similar vehicles

Harrisonburg, VA

2017 Ford Escape S

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

2017 Ford Escape S

Mount Crawford, VA

UnscoredModerate · 37
$6,795166,419 mi

Comparison: 37 similar vehicles

Mount Crawford, VA

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Harrisonburg, VA

Fair PriceRobust · 53
$6,795114,001 mi

Market: $5,299 – $14,192

Comparison: 53 similar vehicles

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

Harrisonburg, VA

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Verona, VA

UnscoredModerate · 40
$6,795203,215 mi

Comparison: 40 similar vehicles

Verona, VA

2002 Toyota 4Runner SR5

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

2002 Toyota 4Runner SR5

Harrisonburg, VA

UnscoredLimited · 17
$6,860227,050 mi

Comparison: 17 similar vehicles

Harrisonburg, 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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