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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

36,009 listings found

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

South Hill, WA

UnscoredInsufficient · 0
$1,795285,455 mi

South Hill, WA

2007 Nissan Murano S

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

2007 Nissan Murano S

Parkland, WA

UnscoredInsufficient · 3
$1,900222,491 mi

Comparison: 3 similar vehicles

Parkland, WA

1999 Lexus RX 300

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

1999 Lexus RX 300

Woodinville, WA

UnscoredInsufficient · 4
$1,998264,853 mi

Comparison: 4 similar vehicles

Woodinville, WA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Parkland, WA

UnscoredLimited · 12
$1,999204,245 mi

Comparison: 12 similar vehicles

Parkland, WA

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Kenmore, WA

UnscoredInsufficient · 4
$2,150184,788 mi

Comparison: 4 similar vehicles

Kenmore, WA

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Tacoma, WA

UnscoredInsufficient · 0
$2,200174,595 mi

Tacoma, WA

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Tacoma, WA

UnscoredInsufficient · 3
$2,200206,500 mi

Comparison: 3 similar vehicles

Tacoma, WA

2006 Kia Sorento LX

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

2006 Kia Sorento LX

Lakewood, WA

UnscoredInsufficient · 0
$2,200139,009 mi

Lakewood, WA

2004 Kia Sorento LX

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

2004 Kia Sorento LX

Tacoma, WA

UnscoredInsufficient · 0
$2,200214,280 mi

Tacoma, WA

2000 Nissan Pathfinder LE

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

2000 Nissan Pathfinder LE

Tacoma, WA

UnscoredInsufficient · 0
$2,200249,033 mi

Tacoma, WA

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Kenmore, WA

UnscoredInsufficient · 0
$2,295172,154 mi

Kenmore, WA

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

Kenmore, WA

UnscoredInsufficient · 0
$2,295227,559 mi

Kenmore, WA

2001 Mercedes-Benz M-Class ML 320

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

2001 Mercedes-Benz M-Class ML 320

Tacoma, WA

UnscoredInsufficient · 0
$2,295181,232 mi

Tacoma, WA

2006 Hyundai Tucson GLS

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

2006 Hyundai Tucson GLS

Lakewood, WA

UnscoredInsufficient · 0
$2,299274,818 mi

Lakewood, WA

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Lakewood, WA

UnscoredInsufficient · 0
$2,350179,000 mi

Lakewood, WA

2003 Subaru Forester X

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

2003 Subaru Forester X

Kirkland, WA

UnscoredLimited · 7
$2,380Mileage not verified

Comparison: 7 similar vehicles

Kirkland, WA

2007 Kia Sorento LX

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

2007 Kia Sorento LX

Tacoma, WA

UnscoredInsufficient · 0
$2,395180,000 mi

Tacoma, WA

2003 Kia Sorento LX

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

2003 Kia Sorento LX

Lakewood, WA

UnscoredInsufficient · 0
$2,400170,000 mi

Lakewood, WA

2002 Oldsmobile Bravada Base

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

2002 Oldsmobile Bravada Base

Tacoma, WA

UnscoredInsufficient · 0
$2,400286,332 mi

Tacoma, WA

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Edmonds, WA

UnscoredInsufficient · 4
$2,491243,659 mi

Comparison: 4 similar vehicles

Edmonds, WA

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Graham, WA

UnscoredInsufficient · 0
$2,495133,407 mi

Graham, WA

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Puyallup, WA

UnscoredInsufficient · 4
$2,499234,792 mi

Comparison: 4 similar vehicles

Puyallup, WA

2007 Ford Freestyle Limited

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

2007 Ford Freestyle Limited

Lynnwood, WA

UnscoredInsufficient · 0
$2,499213,364 mi

Lynnwood, WA

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Puyallup, WA

UnscoredInsufficient · 4
$2,499289,294 mi

Comparison: 4 similar vehicles

Puyallup, WA

2001 Ford Explorer XLT

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

2001 Ford Explorer XLT

Spanaway, WA

UnscoredInsufficient · 0
$2,499180,583 mi

Spanaway, WA

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Tacoma, WA

UnscoredInsufficient · 0
$2,500208,000 mi

Tacoma, WA

2006 Volvo XC90 V8

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

2006 Volvo XC90 V8

Spanaway, WA

UnscoredInsufficient · 0
$2,500154,130 mi

Spanaway, WA

2005 Lexus RX 330

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

2005 Lexus RX 330

Lakewood, WA

UnscoredLimited · 7
$2,500208,700 mi

Comparison: 7 similar vehicles

Lakewood, WA

No Photo

2005 Land Rover Range Rover HSE

Redmond, WA

UnscoredInsufficient · 0
$2,500Mileage not verified

Redmond, WA

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Puyallup, WA

UnscoredInsufficient · 0
$2,500229,418 mi

Puyallup, WA

2004 BMW X3 2.5i

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

2004 BMW X3 2.5i

Parkland, WA

UnscoredInsufficient · 3
$2,500164,992 mi

Comparison: 3 similar vehicles

Parkland, WA

2003 Subaru Forester X

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

2003 Subaru Forester X

Puyallup, WA

UnscoredLimited · 7
$2,500227,777 mi

Comparison: 7 similar vehicles

Puyallup, WA

2002 Mercury Mountaineer Base

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

2002 Mercury Mountaineer Base

Lakewood, WA

UnscoredInsufficient · 0
$2,500108,000 mi

Lakewood, WA

1999 Lexus RX 300

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

1999 Lexus RX 300

Tacoma, WA

UnscoredLimited · 5
$2,500238,925 mi

Comparison: 5 similar vehicles

Tacoma, WA

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Tacoma, WA

UnscoredLimited · 5
$2,599224,189 mi

Comparison: 5 similar vehicles

Tacoma, WA

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Parkland, WA

UnscoredInsufficient · 0
$2,600200,735 mi

Parkland, WA

2006 Buick Rainier CXL

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

2006 Buick Rainier CXL

Tacoma, WA

UnscoredInsufficient · 0
$2,600182,037 mi

Tacoma, WA

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Tacoma, WA

UnscoredInsufficient · 0
$2,700126,000 mi

Tacoma, WA

2005 Kia Sorento EX

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

2005 Kia Sorento EX

Kent, WA

UnscoredLimited · 13
$2,771183,117 mi

Comparison: 13 similar vehicles

Kent, WA

2008 Hyundai Tucson GLS

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

2008 Hyundai Tucson GLS

Lynnwood, WA

UnscoredInsufficient · 0
$2,785205,261 mi

Lynnwood, WA

2012 Mitsubishi Outlander Sport SE

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

2012 Mitsubishi Outlander Sport SE

Tacoma, WA

UnscoredInsufficient · 0
$2,800202,870 mi

Tacoma, WA

2006 Jeep Grand Cherokee Limited

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

2006 Jeep Grand Cherokee Limited

Tacoma, WA

UnscoredInsufficient · 3
$2,800169,439 mi

Comparison: 3 similar vehicles

Tacoma, WA

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Tacoma, WA

UnscoredInsufficient · 4
$2,800265,395 mi

Comparison: 4 similar vehicles

Tacoma, WA

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Tacoma, WA

Salvage title
$2,895210,613 mi

Tacoma, WA

2005 Acura MDX Touring Package

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

2005 Acura MDX Touring Package

Tacoma, WA

UnscoredInsufficient · 3
$2,895215,000 mi

Comparison: 3 similar vehicles

Tacoma, WA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Lakewood, WA

UnscoredInsufficient · 4
$2,900176,507 mi

Comparison: 4 similar vehicles

Lakewood, WA

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Parkland, WA

UnscoredLimited · 11
$2,900166,253 mi

Comparison: 11 similar vehicles

Parkland, WA

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Tacoma, WA

UnscoredInsufficient · 3
$2,900159,883 mi

Comparison: 3 similar vehicles

Tacoma, WA

2014 Chevrolet Captiva Sport 2LS

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

2014 Chevrolet Captiva Sport 2LS

Lakewood, WA

UnscoredInsufficient · 3
$2,900151,000 mi

Comparison: 3 similar vehicles

Lakewood, WA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Tacoma, WA

Salvage title
$2,900180,402 mi

Tacoma, 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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