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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

8,793 listings found

2005 Ford Focus ZX3 S

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

2005 Ford Focus ZX3 S

Salem, OR

UnscoredInsufficient · 0
$1,695242,123 mi

Salem, OR

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Albany, OR

UnscoredLimited · 6
$1,895191,631 mi

Comparison: 6 similar vehicles

Albany, OR

2000 Toyota Camry XLE

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

2000 Toyota Camry XLE

Salem, OR

UnscoredInsufficient · 0
$1,895259,000 mi

Salem, OR

2006 Chrysler PT Cruiser Base

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

2006 Chrysler PT Cruiser Base

Salem, OR

UnscoredLimited · 7
$1,995166,587 mi

Comparison: 7 similar vehicles

Salem, OR

1999 Saturn S-Series Base

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

1999 Saturn S-Series Base

Independence, OR

UnscoredInsufficient · 0
$1,995130,484 mi

Independence, OR

1996 Cadillac DeVille

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

1996 Cadillac DeVille

Salem, OR

UnscoredInsufficient · 0
$1,998158,875 mi

Salem, OR

2002 Chrysler 300M Base

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

2002 Chrysler 300M Base

Albany, OR

UnscoredInsufficient · 0
$2,295129,656 mi

Albany, OR

2008 Hyundai Entourage GLS

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

2008 Hyundai Entourage GLS

Salem, OR

UnscoredInsufficient · 0
$2,450179,000 mi

Salem, OR

2007 Chevrolet TrailBlazer LS

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

2007 Chevrolet TrailBlazer LS

Salem, OR

UnscoredInsufficient · 0
$2,450155,000 mi

Salem, OR

2006 Kia Sportage LX

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

2006 Kia Sportage LX

Independence, OR

UnscoredInsufficient · 0
$2,495216,814 mi

Independence, OR

1996 Dodge Ram 1500

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

1996 Dodge Ram 1500

Salem, OR

UnscoredInsufficient · 0
$2,495164,688 mi

Salem, OR

2011 Kia Forte EX

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

2011 Kia Forte EX

Salem, OR

UnscoredInsufficient · 0
$2,500222,731 mi

Salem, OR

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Salem, OR

UnscoredInsufficient · 0
$2,500190,616 mi

Salem, OR

2004 Porsche Cayenne S

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

2004 Porsche Cayenne S

Albany, OR

UnscoredInsufficient · 0
$2,500Mileage not verified

Albany, OR

2003 GMC Yukon SLE

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

2003 GMC Yukon SLE

Salem, OR

UnscoredInsufficient · 0
$2,500229,756 mi

Salem, OR

2010 Ford Focus SES

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

2010 Ford Focus SES

Independence, OR

Salvage title
$2,595177,491 mi

Independence, OR

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Independence, OR

UnscoredInsufficient · 3
$2,895136,040 mi

Comparison: 3 similar vehicles

Independence, OR

2005 Chrysler PT Cruiser GT

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

2005 Chrysler PT Cruiser GT

Independence, OR

Salvage title
$2,895136,408 mi

Independence, OR

2012 Ford Edge SE

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

2012 Ford Edge SE

Salem, OR

UnscoredInsufficient · 0
$2,900206,170 mi

Salem, OR

2016 Nissan Versa Note S Plus

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

2016 Nissan Versa Note S Plus

Salem, OR

UnscoredInsufficient · 0
$2,950184,000 mi

Salem, OR

2012 Kia Soul Base

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

2012 Kia Soul Base

Salem, OR

UnscoredLimited · 11
$2,950168,000 mi

Comparison: 11 similar vehicles

Salem, OR

2008 Ford Taurus X SEL

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

2008 Ford Taurus X SEL

Salem, OR

UnscoredInsufficient · 0
$2,950186,000 mi

Salem, OR

1999 Lexus RX 300

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

1999 Lexus RX 300

Salem, OR

UnscoredInsufficient · 3
$2,991277,231 mi

Comparison: 3 similar vehicles

Salem, OR

2012 Dodge Durango Crew

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

2012 Dodge Durango Crew

Salem, OR

UnscoredInsufficient · 4
$2,995191,340 mi

Comparison: 4 similar vehicles

Salem, OR

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Salem, OR

UnscoredInsufficient · 0
$2,995173,579 mi

Salem, OR

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Albany, OR

UnscoredInsufficient · 0
$2,995160,265 mi

Albany, OR

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Salem, OR

UnscoredInsufficient · 0
$2,995188,000 mi

Salem, OR

2007 Saturn ION 2

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

2007 Saturn ION 2

Salem, OR

UnscoredInsufficient · 0
$2,99589,722 mi

Salem, OR

2006 Dodge Grand Caravan SE

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

2006 Dodge Grand Caravan SE

Albany, OR

UnscoredInsufficient · 0
$2,995164,115 mi

Albany, OR

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

Albany, OR

UnscoredInsufficient · 0
$2,995Mileage not verified

Albany, OR

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Salem, OR

UnscoredInsufficient · 3
$2,995185,000 mi

Comparison: 3 similar vehicles

Salem, OR

2005 Nissan Altima S

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

2005 Nissan Altima S

Salem, OR

UnscoredInsufficient · 4
$2,995132,952 mi

Comparison: 4 similar vehicles

Salem, OR

2005 Dodge Magnum SXT

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

2005 Dodge Magnum SXT

Albany, OR

UnscoredInsufficient · 0
$2,995192,375 mi

Albany, OR

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Dallas, OR

Salvage title
$2,995243,500 mi

Dallas, OR

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Salem, OR

UnscoredInsufficient · 0
$2,995159,200 mi

Salem, OR

2003 Ford Windstar SE

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

2003 Ford Windstar SE

Salem, OR

UnscoredInsufficient · 0
$2,995144,458 mi

Salem, OR

2002 Volkswagen Passat GLS

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

2002 Volkswagen Passat GLS

Salem, OR

UnscoredInsufficient · 0
$2,995231,537 mi

Salem, OR

2002 Volvo S60 T5

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

2002 Volvo S60 T5

Salem, OR

UnscoredInsufficient · 0
$2,995162,000 mi

Salem, OR

2001 Volvo S60 T5

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

2001 Volvo S60 T5

Salem, OR

UnscoredInsufficient · 0
$2,995157,325 mi

Salem, OR

2012 Kia Soul Base

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

2012 Kia Soul Base

Salem, OR

UnscoredLimited · 10
$2,999138,763 mi

Comparison: 10 similar vehicles

Salem, OR

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Salem, OR

UnscoredLimited · 8
$2,999217,672 mi

Comparison: 8 similar vehicles

Salem, OR

2002 Hyundai Elantra GT

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

2002 Hyundai Elantra GT

Salem, OR

UnscoredInsufficient · 0
$2,999Mileage not verified

Salem, OR

2013 Cadillac SRX Luxury Collection

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

2013 Cadillac SRX Luxury Collection

Salem, OR

UnscoredLimited · 6
$3,000194,532 mi

Comparison: 6 similar vehicles

Salem, OR

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Salem, OR

UnscoredLimited · 8
$3,000181,653 mi

Comparison: 8 similar vehicles

Salem, OR

2012 Nissan Altima S

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

2012 Nissan Altima S

Salem, OR

UnscoredInsufficient · 3
$3,000212,981 mi

Comparison: 3 similar vehicles

Salem, OR

2007 Chrysler 300 Base

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

2007 Chrysler 300 Base

Independence, OR

UnscoredInsufficient · 0
$3,095173,946 mi

Independence, OR

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Independence, OR

UnscoredLimited · 11
$3,195200,282 mi

Comparison: 11 similar vehicles

Independence, OR

2009 Chrysler PT Cruiser Touring Edition

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

2009 Chrysler PT Cruiser Touring Edition

Newport, OR

UnscoredInsufficient · 0
$3,215165,952 mi

Newport, OR

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

Keizer, OR

UnscoredInsufficient · 4
$3,288212,725 mi

Comparison: 4 similar vehicles

Keizer, OR

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Salem, OR

UnscoredLimited · 8
$3,400172,000 mi

Comparison: 8 similar vehicles

Salem, OR

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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