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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

15,480 listings found

1996 Ford Explorer XL

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

1996 Ford Explorer XL

Spokane, WA

UnscoredInsufficient · 0
$1,288210,000 mi

Spokane, WA

1997 Jeep Grand Cherokee LAREDO

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

1997 Jeep Grand Cherokee LAREDO

Spokane, WA

UnscoredInsufficient · 0
$1,995347,406 mi

Spokane, WA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Spokane Valley, WA

UnscoredLimited · 6
$1,999251,263 mi

Comparison: 6 similar vehicles

Spokane Valley, WA

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Deer Park, WA

UnscoredInsufficient · 0
$2,185129,468 mi

Deer Park, WA

2002 Pontiac Grand Prix SE

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

2002 Pontiac Grand Prix SE

Deer Park, WA

UnscoredInsufficient · 0
$2,195202,203 mi

Deer Park, WA

2006 Hyundai Santa Fe GLS

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

2006 Hyundai Santa Fe GLS

Spokane Valley, WA

Salvage title
$2,295204,117 mi

Spokane Valley, WA

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Spokane, WA

UnscoredInsufficient · 0
$2,395122,356 mi

Spokane, WA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Deer Park, WA

UnscoredLimited · 6
$2,445183,341 mi

Comparison: 6 similar vehicles

Deer Park, WA

1999 Plymouth Unknown EXPRESSO

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

1999 Plymouth Unknown EXPRESSO

Deer Park, WA

UnscoredInsufficient · 0
$2,445208,217 mi

Deer Park, WA

2008 Ford Expedition Eddie Bauer

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

2008 Ford Expedition Eddie Bauer

Deer Park, WA

UnscoredInsufficient · 0
$2,485301,000 mi

Deer Park, WA

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Spokane, WA

UnscoredInsufficient · 0
$2,488299,999 mi

Spokane, WA

2005 Subaru Outback I

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

2005 Subaru Outback I

Spokane, WA

UnscoredInsufficient · 0
$2,488231,764 mi

Spokane, WA

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Spokane Valley, WA

UnscoredInsufficient · 0
$2,495134,733 mi

Spokane Valley, WA

2006 Nissan Maxima SE

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

2006 Nissan Maxima SE

Spokane, WA

UnscoredInsufficient · 0
$2,495Mileage not verified

Spokane, WA

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Spokane Valley, WA

UnscoredInsufficient · 3
$2,495210,235 mi

Comparison: 3 similar vehicles

Spokane Valley, WA

2000 Chevrolet Silverado LT

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

2000 Chevrolet Silverado LT

Spokane Valley, WA

Salvage title
$2,495247,230 mi

Spokane Valley, WA

1997 Jeep Grand Cherokee LAREDO

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

1997 Jeep Grand Cherokee LAREDO

Spokane Valley, WA

UnscoredInsufficient · 0
$2,495328,592 mi

Spokane Valley, WA

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

Spokane, WA

UnscoredInsufficient · 0
$2,588264,800 mi

Spokane, WA

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Deer Park, WA

UnscoredInsufficient · 0
$2,695194,569 mi

Deer Park, WA

2007 GMC Yukon XL Denali

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

2007 GMC Yukon XL Denali

Spokane, WA

UnscoredInsufficient · 0
$2,850267,000 mi

Spokane, WA

2002 Ford Escape XLT Choice

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

2002 Ford Escape XLT Choice

Spokane, WA

UnscoredInsufficient · 0
$2,900300,000 mi

Spokane, WA

2002 Chevrolet Express Base

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

2002 Chevrolet Express Base

Spokane, WA

UnscoredInsufficient · 0
$2,900226,500 mi

Spokane, WA

1998 Nissan Frontier

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

1998 Nissan Frontier

Post Falls, ID

UnscoredInsufficient · 0
$2,900274,861 mi

Post Falls, ID

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Deer Park, WA

UnscoredInsufficient · 0
$2,985253,208 mi

Deer Park, WA

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Spokane, WA

UnscoredInsufficient · 0
$2,988199,500 mi

Spokane, WA

2011 Kia Soul Base

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

2011 Kia Soul Base

Spokane, WA

UnscoredInsufficient · 0
$2,988125,750 mi

Spokane, WA

2010 Chrysler Town & Country Touring Plus

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

2010 Chrysler Town & Country Touring Plus

Spokane, WA

UnscoredInsufficient · 0
$2,988187,900 mi

Spokane, WA

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Spokane, WA

UnscoredInsufficient · 0
$2,988226,200 mi

Spokane, WA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Spokane, WA

UnscoredInsufficient · 0
$2,988169,200 mi

Spokane, WA

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Spokane, WA

UnscoredInsufficient · 0
$2,98886,143 mi

Spokane, WA

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Spokane, WA

UnscoredInsufficient · 0
$2,988224,500 mi

Spokane, WA

2001 Mercury Grand Marquis LS

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

2001 Mercury Grand Marquis LS

Spokane, WA

UnscoredInsufficient · 0
$2,988162,228 mi

Spokane, WA

1995 Ford F

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

1995 Ford F

Spokane, WA

UnscoredInsufficient · 0
$2,988119,500 mi

Spokane, WA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Spokane Valley, WA

UnscoredInsufficient · 0
$2,995193,066 mi

Spokane Valley, WA

2006 Subaru Outback I

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

2006 Subaru Outback I

Spokane, WA

Salvage title
$2,995190,962 mi

Spokane, WA

2006 Subaru B9 Tribeca 7-Passenger

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

2006 Subaru B9 Tribeca 7-Passenger

Hayden, ID

UnscoredInsufficient · 0
$2,995Mileage not verified

Hayden, ID

2005 Chevrolet Classic Base

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

2005 Chevrolet Classic Base

Spokane, WA

UnscoredInsufficient · 0
$2,995129,276 mi

Spokane, WA

2005 Chrysler Pacifica Base

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

2005 Chrysler Pacifica Base

Spokane Valley, WA

UnscoredInsufficient · 0
$2,995153,484 mi

Spokane Valley, WA

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Hayden, ID

UnscoredInsufficient · 3
$2,995238,056 mi

Comparison: 3 similar vehicles

Hayden, ID

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Post Falls, ID

UnscoredInsufficient · 0
$2,995204,629 mi

Post Falls, ID

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Hayden, ID

UnscoredInsufficient · 0
$2,995285,000 mi

Hayden, ID

1997 Ford Expedition XLT

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

1997 Ford Expedition XLT

Spokane Valley, WA

UnscoredInsufficient · 0
$2,995242,860 mi

Spokane Valley, WA

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Spokane Valley, WA

UnscoredInsufficient · 0
$2,999139,185 mi

Spokane Valley, WA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Spokane Valley, WA

UnscoredInsufficient · 0
$2,999251,649 mi

Spokane Valley, WA

2007 Chrysler Town & Country LX

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

2007 Chrysler Town & Country LX

Spokane Valley, WA

UnscoredInsufficient · 0
$2,999179,412 mi

Spokane Valley, WA

2007 Chrysler PT Cruiser Base

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

2007 Chrysler PT Cruiser Base

Spokane Valley, WA

UnscoredInsufficient · 0
$2,999120,115 mi

Spokane Valley, WA

1997 Dodge Grand Caravan SE

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

1997 Dodge Grand Caravan SE

Spokane Valley, WA

UnscoredInsufficient · 0
$2,999152,632 mi

Spokane Valley, WA

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Deer Park, WA

UnscoredInsufficient · 0
$3,195175,264 mi

Deer Park, WA

2008 Subaru Outback I Limited

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

2008 Subaru Outback I Limited

Deer Park, WA

UnscoredInsufficient · 0
$3,195242,758 mi

Deer Park, WA

2004 Toyota Matrix XR

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

2004 Toyota Matrix XR

Deer Park, WA

UnscoredInsufficient · 0
$3,195299,999 mi

Deer Park, WA

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 manage their profile, 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, exports, and enhanced merchandising.
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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