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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

880 listings found

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Longview, WA

UnscoredLimited · 9
$2,450239,000 mi

Comparison: 9 similar vehicles

Longview, WA

2005 BMW X3 3.0i

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

2005 BMW X3 3.0i

Longview, WA

UnscoredLimited · 5
$2,650221,832 mi

Comparison: 5 similar vehicles

Longview, WA

1999 Dodge Durango Base

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

1999 Dodge Durango Base

Longview, WA

UnscoredInsufficient · 0
$2,650203,000 mi

Longview, WA

2005 Nissan Murano SE

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

2005 Nissan Murano SE

Longview, WA

UnscoredInsufficient · 0
$2,995202,247 mi

Longview, WA

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Longview, WA

UnscoredInsufficient · 0
$3,488273,566 mi

Longview, WA

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Rainier, OR

UnscoredInsufficient · 0
$3,495166,485 mi

Rainier, OR

2003 Nissan Xterra SE

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

2003 Nissan Xterra SE

Rainier, OR

UnscoredInsufficient · 0
$3,795234,400 mi

Rainier, OR

2005 Kia Sportage LX

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

2005 Kia Sportage LX

Rainier, OR

UnscoredInsufficient · 0
$3,995176,824 mi

Rainier, OR

2002 Acura MDX Touring Package

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

2002 Acura MDX Touring Package

Rainier, OR

UnscoredInsufficient · 3
$3,995175,846 mi

Comparison: 3 similar vehicles

Rainier, OR

1998 Nissan Pathfinder SE

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

1998 Nissan Pathfinder SE

Rainier, OR

UnscoredInsufficient · 0
$3,995241,523 mi

Rainier, OR

2011 GMC Acadia SLE

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

2011 GMC Acadia SLE

Longview, WA

UnscoredInsufficient · 0
$4,250184,505 mi

Longview, WA

2003 Acura MDX Base

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

2003 Acura MDX Base

Rainier, OR

UnscoredInsufficient · 0
$4,500233,837 mi

Rainier, OR

2007 Honda CR-V EX-L

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

2007 Honda CR-V EX-L

Longview, WA

UnscoredLimited · 11
$4,650194,000 mi

Comparison: 11 similar vehicles

Longview, WA

2003 Subaru Forester X

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

2003 Subaru Forester X

Rainier, OR

UnscoredLimited · 7
$4,650138,929 mi

Comparison: 7 similar vehicles

Rainier, OR

2008 Saturn VUE Green Line

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

2008 Saturn VUE Green Line

Longview, WA

UnscoredInsufficient · 0
$4,700162,000 mi

Longview, WA

2009 Hyundai Santa Fe Limited

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

2009 Hyundai Santa Fe Limited

Longview, WA

UnscoredLimited · 5
$4,850190,314 mi

Comparison: 5 similar vehicles

Longview, WA

2004 Toyota 4Runner SR5

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

2004 Toyota 4Runner SR5

Longview, WA

UnscoredLimited · 9
$4,950263,000 mi

Comparison: 9 similar vehicles

Longview, WA

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Longview, WA

UnscoredLimited · 18
$4,988170,042 mi

Comparison: 18 similar vehicles

Longview, WA

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Longview, WA

UnscoredLimited · 7
$4,988191,610 mi

Comparison: 7 similar vehicles

Longview, WA

2013 Hyundai Santa Fe Sport 2.0T

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

2013 Hyundai Santa Fe Sport 2.0T

Rainier, OR

UnscoredLimited · 16
$4,995185,435 mi

Comparison: 16 similar vehicles

Rainier, OR

2011 Honda Pilot LX

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

2011 Honda Pilot LX

Longview, WA

UnscoredInsufficient · 3
$4,995224,021 mi

Comparison: 3 similar vehicles

Longview, WA

2010 Honda Pilot EX-L

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

2010 Honda Pilot EX-L

Rainier, OR

UnscoredLimited · 5
$4,995190,544 mi

Comparison: 5 similar vehicles

Rainier, OR

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Rainier, OR

UnscoredLimited · 5
$4,995202,554 mi

Comparison: 5 similar vehicles

Rainier, OR

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Rainier, OR

UnscoredInsufficient · 0
$4,995145,732 mi

Rainier, OR

2011 Mitsubishi Outlander ES

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

2011 Mitsubishi Outlander ES

Rainier, OR

UnscoredInsufficient · 0
$5,495124,389 mi

Rainier, OR

2008 Nissan Pathfinder LE

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

2008 Nissan Pathfinder LE

Rainier, OR

UnscoredInsufficient · 0
$5,495188,545 mi

Rainier, OR

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Longview, WA

UnscoredInsufficient · 4
$5,650188,465 mi

Comparison: 4 similar vehicles

Longview, WA

2008 Jeep Commander Sport

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

2008 Jeep Commander Sport

Longview, WA

UnscoredInsufficient · 0
$5,650143,000 mi

Longview, WA

2005 GMC Yukon Denali

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

2005 GMC Yukon Denali

Longview, WA

UnscoredInsufficient · 0
$5,650194,000 mi

Longview, WA

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Longview, WA

UnscoredLimited · 14
$5,688195,142 mi

Comparison: 14 similar vehicles

Longview, WA

2011 Audi Q5 Premium

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

2011 Audi Q5 Premium

Longview, WA

UnscoredInsufficient · 4
$5,850156,977 mi

Comparison: 4 similar vehicles

Longview, WA

2012 Hyundai Tucson GLS

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

2012 Hyundai Tucson GLS

Longview, WA

UnscoredInsufficient · 4
$5,988128,053 mi

Comparison: 4 similar vehicles

Longview, WA

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Longview, WA

UnscoredLimited · 8
$5,995109,962 mi

Comparison: 8 similar vehicles

Longview, WA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Longview, WA

UnscoredLimited · 13
$6,195146,497 mi

Comparison: 13 similar vehicles

Longview, WA

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Longview, WA

UnscoredModerate · 42
$6,250171,457 mi

Comparison: 42 similar vehicles

Longview, WA

2008 Land Rover LR2 SE

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

2008 Land Rover LR2 SE

Longview, WA

UnscoredInsufficient · 0
$6,50091,132 mi

Longview, WA

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Longview, WA

Fair PriceModerate · 31
$6,888115,951 mi

Market: $2,900 – $15,245

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Longview, WA

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Longview, WA

UnscoredRobust · 60
$6,988222,841 mi

Comparison: 60 similar vehicles

Longview, WA

2012 Hyundai Tucson GLS

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

2012 Hyundai Tucson GLS

Longview, WA

UnscoredInsufficient · 4
$7,388107,909 mi

Comparison: 4 similar vehicles

Longview, WA

2004 Toyota 4Runner Sport

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

2004 Toyota 4Runner Sport

Longview, WA

UnscoredInsufficient · 4
$7,388285,984 mi

Comparison: 4 similar vehicles

Longview, WA

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Longview, WA

OverpricedModerate · 21
$7,988101,962 mi

Market: $5,999 – $6,498

Comparison: 21 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Longview, WA

2018 Jeep Cherokee Latitude Plus

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

2018 Jeep Cherokee Latitude Plus

Longview, WA

UnscoredLimited · 5
$8,950132,155 mi

Comparison: 5 similar vehicles

Longview, WA

2015 Ford Edge Titanium

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

2015 Ford Edge Titanium

Warrenton, OR

UnscoredLimited · 11
$9,770145,092 mi

Comparison: 11 similar vehicles

Warrenton, OR

2016 Subaru Crosstrek Premium

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

2016 Subaru Crosstrek Premium

Longview, WA

UnscoredRobust · 85
$9,950130,663 mi

Comparison: 85 similar vehicles

Longview, WA

2002 Jeep Wrangler SPORT

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

2002 Jeep Wrangler SPORT

Warrenton, OR

UnscoredInsufficient · 0
$9,965149,739 mi

Warrenton, OR

2021 Volkswagen Tiguan SE

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

2021 Volkswagen Tiguan SE

Longview, WA

Great DealLimited · 19
$9,995117,439 mi

Market: $11,000 – $18,205

Comparison: 19 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 145 days listed (based on current market benchmarks)

Longview, WA

2014 Acura MDX Technology Package

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

2014 Acura MDX Technology Package

Longview, WA

UnscoredLimited · 12
$9,995148,488 mi

Comparison: 12 similar vehicles

Longview, WA

2007 Cadillac Escalade Base

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

2007 Cadillac Escalade Base

Kelso, WA

Fair PriceLimited · 12
$10,490Mileage not verified

Market: $3,900 – $18,950

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Kelso, WA

2012 Chevrolet Suburban LT

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

2012 Chevrolet Suburban LT

Longview, WA

UnscoredLimited · 12
$10,650138,092 mi

Comparison: 12 similar vehicles

Longview, WA

2014 Ford Escape SE

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

2014 Ford Escape SE

Longview, WA

Fair PriceModerate · 40
$10,69591,574 mi

Market: $4,950 – $11,491

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Longview, WA

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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