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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 · November 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

48,925 listings found

1993 Subaru Legacy

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

1993 Subaru Legacy

Lynnwood, WA

UnscoredInsufficient · 0
$1,299231,330 mi

Lynnwood, WA

1993 Subaru Legacy

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

1993 Subaru Legacy

Lynnwood, WA

UnscoredInsufficient · 0
$1,495228,676 mi

Lynnwood, WA

2000 Honda Accord EX

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

2000 Honda Accord EX

Kirkland, WA

UnscoredInsufficient · 0
$1,795Mileage not verified

Kirkland, WA

1998 Toyota Camry LE

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

1998 Toyota Camry LE

Seattle, WA

UnscoredInsufficient · 0
$1,806196,194 mi

Seattle, WA

2003 Chevrolet Malibu LS

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

2003 Chevrolet Malibu LS

Kenmore, WA

UnscoredInsufficient · 0
$1,895146,735 mi

Kenmore, WA

2004 Honda Accord EX

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

2004 Honda Accord EX

Seattle, WA

UnscoredInsufficient · 3
$1,900264,694 mi

Comparison: 3 similar vehicles

Seattle, 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 · 3
$1,991243,659 mi

Comparison: 3 similar vehicles

Edmonds, WA

2004 Ford Focus SE

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

2004 Ford Focus SE

Kirkland, WA

UnscoredInsufficient · 0
$1,995Mileage not verified

Kirkland, WA

2004 Nissan Murano SL AWD

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

2004 Nissan Murano SL AWD

Everett, WA

UnscoredInsufficient · 0
$1,995234,815 mi

Everett, WA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Everett, WA

UnscoredInsufficient · 0
$1,995323,905 mi

Everett, WA

2003 Hyundai Elantra GLS

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

2003 Hyundai Elantra GLS

Lynnwood, WA

Unscored
$1,995204,100 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2005 Chrysler Pacifica Base

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

2005 Chrysler Pacifica Base

Lynnwood, WA

UnscoredInsufficient · 0
$1,999205,974 mi

Lynnwood, WA

2005 Chevrolet Aveo LT

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

2005 Chevrolet Aveo LT

Kirkland, WA

UnscoredInsufficient · 0
$1,999Mileage not verified

Kirkland, WA

2003 Hyundai Elantra GLS

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

2003 Hyundai Elantra GLS

Lynnwood, WA

Unscored
$1,999186,421 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2001 Acura CL Type S

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

2001 Acura CL Type S

Lynnwood, WA

UnscoredInsufficient · 0
$1,999216,580 mi

Lynnwood, WA

2010 Mazda MAZDA5 Sport

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

2010 Mazda MAZDA5 Sport

Seattle, WA

Unscored
$2,000179,154 mi

Comparison: 6 similar vehicles

Seattle, WA

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

Kirkland, WA

UnscoredInsufficient · 0
$2,375Mileage not verified

Kirkland, 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

Unscored
$2,380Mileage not verified

Comparison: 6 similar vehicles

Kirkland, WA

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Kirkland, WA

Unscored
$2,490Mileage not verified

Comparison: 5 similar vehicles

Kirkland, WA

2006 Nissan Sentra 1.8

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

2006 Nissan Sentra 1.8

Lynnwood, WA

UnscoredInsufficient · 0
$2,495275,168 mi

Lynnwood, WA

2006 Subaru Outback

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

2006 Subaru Outback

Everett, WA

UnscoredInsufficient · 0
$2,495187,049 mi

Everett, WA

2008 Kia Rio LX

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

2008 Kia Rio LX

Lynnwood, WA

UnscoredInsufficient · 0
$2,499223,073 mi

Lynnwood, 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

2007 Audi A4 Base

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

2007 Audi A4 Base

Lynnwood, WA

UnscoredInsufficient · 3
$2,499134,297 mi

Comparison: 3 similar vehicles

Lynnwood, WA

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Lynnwood, WA

UnscoredInsufficient · 0
$2,499206,473 mi

Lynnwood, WA

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Lynnwood, WA

UnscoredInsufficient · 0
$2,499205,512 mi

Lynnwood, WA

2005 Kia Sedona LX

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

2005 Kia Sedona LX

Lynnwood, WA

UnscoredInsufficient · 0
$2,499180,555 mi

Lynnwood, WA

2004 Volkswagen Passat GLS

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

2004 Volkswagen Passat GLS

Lynnwood, WA

UnscoredInsufficient · 0
$2,499186,262 mi

Lynnwood, WA

2003 Oldsmobile Alero GL1

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

2003 Oldsmobile Alero GL1

Lynnwood, WA

UnscoredInsufficient · 0
$2,499168,345 mi

Lynnwood, WA

2002 Toyota Corolla CE

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

2002 Toyota Corolla CE

Lynnwood, WA

UnscoredInsufficient · 0
$2,499218,411 mi

Lynnwood, WA

2002 INFINITI G20 Base

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

2002 INFINITI G20 Base

Lynnwood, WA

UnscoredInsufficient · 0
$2,499203,246 mi

Lynnwood, WA

2000 Subaru Outback

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

2000 Subaru Outback

Lynnwood, WA

UnscoredInsufficient · 3
$2,499159,409 mi

Comparison: 3 similar vehicles

Lynnwood, WA

1999 Honda Civic EX

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

1999 Honda Civic EX

Lynnwood, WA

UnscoredInsufficient · 0
$2,499244,421 mi

Lynnwood, WA

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Kent, WA

UnscoredInsufficient · 3
$2,500150,222 mi

Comparison: 3 similar vehicles

Kent, WA

2007 Ford Escape XLS

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

2007 Ford Escape XLS

Everett, WA

UnscoredInsufficient · 0
$2,500192,870 mi

Everett, WA

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Seattle, WA

UnscoredInsufficient · 0
$2,500155,000 mi

Seattle, WA

No Photo

2005 Land Rover Range Rover HSE

Redmond, WA

UnscoredInsufficient · 0
$2,500Mileage not verified

Redmond, WA

2004 Chrysler Pacifica AWD

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

2004 Chrysler Pacifica AWD

Everett, WA

UnscoredInsufficient · 0
$2,500169,745 mi

Everett, WA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Seattle, WA

UnscoredInsufficient · 4
$2,600178,786 mi

Comparison: 4 similar vehicles

Seattle, WA

1995 GMC Jimmy

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

1995 GMC Jimmy

Lynnwood, WA

UnscoredInsufficient · 0
$2,675241,084 mi

Lynnwood, WA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Kent, WA

UnscoredInsufficient · 0
$2,700225,606 mi

Kent, WA

2001 Honda Accord LX

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

2001 Honda Accord LX

Woodinville, WA

UnscoredInsufficient · 0
$2,750239,140 mi

Woodinville, WA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Seattle, WA

Unscored
$2,771157,712 mi

Comparison: 5 similar vehicles

Seattle, WA

2005 Kia Sorento EX

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

2005 Kia Sorento EX

Seattle, WA

Unscored
$2,771183,117 mi

Comparison: 14 similar vehicles

Seattle, WA

2003 Hyundai Elantra GLS

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

2003 Hyundai Elantra GLS

Lynnwood, WA

Salvage title
$2,795181,836 mi

Lynnwood, 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
$2,795227,559 mi

Kenmore, WA

2011 Chevrolet Volt Base

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

2011 Chevrolet Volt Base

Seattle, WA

UnscoredInsufficient · 0
$2,900196,931 mi

Seattle, WA

2005 Honda Accord EX

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

2005 Honda Accord EX

Seattle, WA

Unscored
$2,900252,129 mi

Comparison: 7 similar vehicles

Seattle, WA

2005 Lexus RX 330

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

2005 Lexus RX 330

Seattle, WA

Unscored
$2,900211,100 mi

Comparison: 8 similar vehicles

Seattle, WA

2004 Mercedes-Benz C-Class C230 Kompressor

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

2004 Mercedes-Benz C-Class C230 Kompressor

Auburn, WA

UnscoredInsufficient · 0
$2,900176,807 mi

Auburn, 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 recently 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.
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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