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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2003 Hyundai Elantra GLS

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

2003 Hyundai Elantra GLS

Vancouver, WA

UnscoredLimited · 7
$1,295233,678 mi

Comparison: 7 similar vehicles

Vancouver, WA

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Milwaukie, OR

UnscoredInsufficient · 0
$1,495228,515 mi

Milwaukie, OR

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Happy Valley, OR

UnscoredInsufficient · 4
$1,950219,141 mi

Comparison: 4 similar vehicles

Happy Valley, OR

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Gladstone, OR

UnscoredInsufficient · 0
$1,990350,099 mi

Gladstone, OR

2012 Mazda MAZDA5 Sport

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

2012 Mazda MAZDA5 Sport

Happy Valley, OR

UnscoredInsufficient · 3
$1,995284,575 mi

Comparison: 3 similar vehicles

Happy Valley, OR

2011 Ford Focus SE

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

2011 Ford Focus SE

Portland, OR

UnscoredLimited · 8
$1,995193,272 mi

Comparison: 8 similar vehicles

Portland, OR

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Vancouver, WA

UnscoredInsufficient · 0
$1,995182,295 mi

Vancouver, WA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Portland, OR

UnscoredInsufficient · 3
$1,995Mileage not verified

Comparison: 3 similar vehicles

Portland, OR

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Vancouver, WA

UnscoredInsufficient · 3
$1,995216,526 mi

Comparison: 3 similar vehicles

Vancouver, 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

Portland, OR

UnscoredInsufficient · 3
$1,995196,708 mi

Comparison: 3 similar vehicles

Portland, OR

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Portland, OR

UnscoredInsufficient · 0
$1,995213,167 mi

Portland, OR

1998 Toyota Camry XLE

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

1998 Toyota Camry XLE

Portland, OR

UnscoredInsufficient · 0
$1,995220,290 mi

Portland, OR

2007 Saturn VUE 2.2L

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

2007 Saturn VUE 2.2L

Portland, OR

UnscoredInsufficient · 0
$1,999279,548 mi

Portland, 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

Portland, OR

UnscoredInsufficient · 4
$1,999172,661 mi

Comparison: 4 similar vehicles

Portland, OR

2006 Scion xB Base

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

2006 Scion xB Base

Woodburn, OR

UnscoredInsufficient · 0
$1,999270,113 mi

Woodburn, OR

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Portland, OR

UnscoredInsufficient · 4
$1,999203,877 mi

Comparison: 4 similar vehicles

Portland, OR

2002 Chevrolet Cavalier

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

2002 Chevrolet Cavalier

Vancouver, WA

UnscoredInsufficient · 0
$1,999189,000 mi

Vancouver, WA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Portland, OR

UnscoredLimited · 6
$1,999189,566 mi

Comparison: 6 similar vehicles

Portland, OR

2000 Subaru Outback

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

2000 Subaru Outback

Portland, OR

UnscoredInsufficient · 4
$1,999186,307 mi

Comparison: 4 similar vehicles

Portland, OR

2005 Nissan Altima S

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

2005 Nissan Altima S

Happy Valley, OR

UnscoredInsufficient · 3
$2,250261,387 mi

Comparison: 3 similar vehicles

Happy Valley, OR

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Longview, WA

UnscoredInsufficient · 0
$2,250200,000 mi

Longview, WA

2010 Nissan Sentra

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

2010 Nissan Sentra

Vancouver, WA

UnscoredInsufficient · 0
$2,299194,254 mi

Vancouver, WA

2003 Honda Accord EX

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

2003 Honda Accord EX

Vancouver, WA

UnscoredInsufficient · 3
$2,300216,429 mi

Comparison: 3 similar vehicles

Vancouver, WA

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
$2,395216,814 mi

Independence, OR

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Portland, OR

UnscoredInsufficient · 0
$2,399192,950 mi

Portland, 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

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 · 7
$2,450239,000 mi

Comparison: 7 similar vehicles

Longview, WA

2001 Dodge Grand Caravan Sport

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

2001 Dodge Grand Caravan Sport

Portland, OR

UnscoredInsufficient · 0
$2,450221,505 mi

Portland, OR

1998 Ford F-150

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

1998 Ford F-150

Longview, WA

UnscoredInsufficient · 0
$2,450275,000 mi

Longview, WA

2010 Kia Optima LX

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

2010 Kia Optima LX

Milwaukie, OR

Salvage title
$2,495235,327 mi

Milwaukie, OR

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Vancouver, WA

UnscoredInsufficient · 0
$2,495168,000 mi

Vancouver, WA

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Portland, OR

Salvage title
$2,495138,994 mi

Portland, OR

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Vancouver, WA

UnscoredInsufficient · 4
$2,495127,000 mi

Comparison: 4 similar vehicles

Vancouver, WA

2004 Ford Freestar SEL

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

2004 Ford Freestar SEL

Vancouver, WA

UnscoredInsufficient · 0
$2,495148,148 mi

Vancouver, WA

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Portland, OR

UnscoredInsufficient · 0
$2,495261,772 mi

Portland, OR

2002 Mitsubishi Lancer ES

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

2002 Mitsubishi Lancer ES

Rainier, OR

UnscoredInsufficient · 0
$2,495229,219 mi

Rainier, OR

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

Vancouver, WA

UnscoredInsufficient · 4
$2,499107,063 mi

Comparison: 4 similar vehicles

Vancouver, WA

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Portland, OR

UnscoredInsufficient · 3
$2,499207,715 mi

Comparison: 3 similar vehicles

Portland, OR

2003 Suzuki Aerio S

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

2003 Suzuki Aerio S

Portland, OR

UnscoredInsufficient · 0
$2,499188,589 mi

Portland, OR

2002 Dodge Grand Caravan Sport

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

2002 Dodge Grand Caravan Sport

Milwaukie, OR

UnscoredInsufficient · 0
$2,499182,128 mi

Milwaukie, OR

2002 Subaru Forester L

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

2002 Subaru Forester L

Portland, OR

UnscoredInsufficient · 3
$2,499248,812 mi

Comparison: 3 similar vehicles

Portland, OR

2001 Honda Civic EX

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

2001 Honda Civic EX

Portland, OR

Salvage title
$2,499240,520 mi

Portland, OR

1999 Chrysler Concorde LX

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

1999 Chrysler Concorde LX

Portland, OR

UnscoredInsufficient · 0
$2,499146,128 mi

Portland, 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

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Portland, OR

UnscoredInsufficient · 3
$2,500154,309 mi

Comparison: 3 similar vehicles

Portland, OR

2007 Chevrolet Aveo5 LS

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

2007 Chevrolet Aveo5 LS

Vancouver, WA

UnscoredInsufficient · 0
$2,500135,761 mi

Vancouver, WA

2005 Subaru Forester XS

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

2005 Subaru Forester XS

Portland, OR

UnscoredInsufficient · 0
$2,500209,960 mi

Portland, OR

2005 Lexus ES 330

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

2005 Lexus ES 330

Portland, OR

UnscoredInsufficient · 4
$2,500236,581 mi

Comparison: 4 similar vehicles

Portland, OR

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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