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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 17, 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

2,579 listings found

2008 Toyota Sienna LE

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

2008 Toyota Sienna LE

Tacoma, WA

UnscoredInsufficient · 3
$1,900346,002 mi

Comparison: 3 similar vehicles

Tacoma, WA

2010 Mazda MAZDA5 Grand Touring

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

2010 Mazda MAZDA5 Grand Touring

Tacoma, WA

UnscoredInsufficient · 0
$1,990178,471 mi

Tacoma, WA

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

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

UnscoredLimited · 6
$2,000179,154 mi

Comparison: 6 similar vehicles

Seattle, WA

1998 Toyota Sienna LE

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

1998 Toyota Sienna LE

Ellensburg, WA

UnscoredInsufficient · 0
$2,490286,397 mi

Ellensburg, 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

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
$2,499205,974 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

2006 Kia Sedona EX

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

2006 Kia Sedona EX

Tacoma, WA

UnscoredInsufficient · 0
$2,500195,000 mi

Tacoma, 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

2000 Ford Windstar SEL

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

2000 Ford Windstar SEL

Tacoma, WA

UnscoredInsufficient · 0
$2,500142,989 mi

Tacoma, WA

1998 Dodge Caravan LE

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

1998 Dodge Caravan LE

Tacoma, WA

UnscoredInsufficient · 0
$2,500254,666 mi

Tacoma, WA

2005 Honda Odyssey Touring

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

2005 Honda Odyssey Touring

Parkland, WA

UnscoredInsufficient · 3
$2,600248,665 mi

Comparison: 3 similar vehicles

Parkland, WA

2004 Toyota Sienna CE

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

2004 Toyota Sienna CE

Parkland, WA

UnscoredLimited · 5
$2,600210,675 mi

Comparison: 5 similar vehicles

Parkland, WA

2001 Toyota Sienna LE

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

2001 Toyota Sienna LE

Roy, WA

UnscoredInsufficient · 0
$2,700195,729 mi

Roy, WA

2005 Honda Odyssey Touring

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

2005 Honda Odyssey Touring

Tacoma, WA

UnscoredInsufficient · 3
$2,800199,521 mi

Comparison: 3 similar vehicles

Tacoma, WA

2008 Toyota Sienna CE

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

2008 Toyota Sienna CE

Tacoma, WA

UnscoredInsufficient · 0
$2,900230,760 mi

Tacoma, WA

2007 Kia Sedona LX

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

2007 Kia Sedona LX

Tacoma, WA

UnscoredInsufficient · 0
$2,900Mileage not verified

Tacoma, WA

2006 Mazda MAZDA5 Touring

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

2006 Mazda MAZDA5 Touring

Puyallup, WA

UnscoredInsufficient · 0
$2,900163,433 mi

Puyallup, WA

2005 Honda Odyssey LX

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

2005 Honda Odyssey LX

Spanaway, WA

UnscoredInsufficient · 0
$2,900221,548 mi

Spanaway, WA

2005 Honda Odyssey Touring

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

2005 Honda Odyssey Touring

Tacoma, WA

UnscoredInsufficient · 0
$2,900221,511 mi

Tacoma, WA

1998 Nissan Quest GXE

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

1998 Nissan Quest GXE

Lakewood, WA

UnscoredInsufficient · 0
$2,950186,902 mi

Lakewood, WA

2012 Nissan Quest S

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

2012 Nissan Quest S

Lynnwood, WA

UnscoredInsufficient · 3
$2,985233,430 mi

Comparison: 3 similar vehicles

Lynnwood, 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

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

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Ellensburg, WA

UnscoredLimited · 8
$2,990278,061 mi

Comparison: 8 similar vehicles

Ellensburg, WA

2009 Volkswagen Routan S

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

2009 Volkswagen Routan S

Vancouver, WA

UnscoredInsufficient · 0
$2,995148,000 mi

Vancouver, WA

2007 Toyota Sienna LE

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

2007 Toyota Sienna LE

South Hill, WA

UnscoredInsufficient · 0
$2,995209,000 mi

South Hill, 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

2002 Chrysler Town & Country Limited

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

2002 Chrysler Town & Country Limited

Union Gap, WA

UnscoredInsufficient · 0
$2,995Mileage not verified

Union Gap, WA

2007 Chevrolet Uplander LT

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

2007 Chevrolet Uplander LT

Everett, WA

UnscoredInsufficient · 0
$2,999130,402 mi

Everett, 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

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Spanaway, WA

UnscoredInsufficient · 3
$2,999181,648 mi

Comparison: 3 similar vehicles

Spanaway, WA

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

Seattle, WA

UnscoredInsufficient · 0
$2,999247,251 mi

Seattle, WA

2003 Dodge Grand Caravan EX

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

2003 Dodge Grand Caravan EX

Lynnwood, WA

UnscoredInsufficient · 0
$2,999196,861 mi

Lynnwood, WA

2003 Mazda MPV LX

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

2003 Mazda MPV LX

Lynnwood, WA

UnscoredInsufficient · 0
$2,999166,905 mi

Lynnwood, 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

2002 Chevrolet Venture Plus

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

2002 Chevrolet Venture Plus

Everett, WA

UnscoredInsufficient · 0
$3,000110,565 mi

Everett, WA

2008 Honda Odyssey EX

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

2008 Honda Odyssey EX

Puyallup, WA

Salvage title
$3,200166,666 mi

Puyallup, WA

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Lynnwood, WA

UnscoredLimited · 8
$3,385293,536 mi

Comparison: 8 similar vehicles

Lynnwood, WA

2000 Mazda MPV ES

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

2000 Mazda MPV ES

Shoreline, WA

UnscoredInsufficient · 0
$3,399109,613 mi

Shoreline, WA

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Seattle, WA

UnscoredLimited · 5
$3,400191,000 mi

Comparison: 5 similar vehicles

Seattle, WA

2000 Honda Odyssey EX

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

2000 Honda Odyssey EX

Lacey, WA

UnscoredInsufficient · 3
$3,400157,011 mi

Comparison: 3 similar vehicles

Lacey, WA

2009 Dodge Grand Caravan SXT

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

2009 Dodge Grand Caravan SXT

Ellensburg, WA

UnscoredInsufficient · 3
$3,490155,890 mi

Comparison: 3 similar vehicles

Ellensburg, WA

2006 Chrysler Town & Country LX

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

2006 Chrysler Town & Country LX

Spokane Valley, WA

UnscoredInsufficient · 0
$3,495164,290 mi

Spokane Valley, WA

2002 Chrysler Town & Country EX

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

2002 Chrysler Town & Country EX

Union Gap, WA

UnscoredInsufficient · 0
$3,495107,803 mi

Union Gap, WA

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Lynnwood, WA

UnscoredModerate · 21
$3,499213,288 mi

Comparison: 21 similar vehicles

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

Lakewood, WA

UnscoredLimited · 6
$3,499169,639 mi

Comparison: 6 similar vehicles

Lakewood, WA

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Tacoma, WA

UnscoredInsufficient · 0
$3,499174,000 mi

Tacoma, WA

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Tacoma, WA

UnscoredLimited · 5
$3,499187,898 mi

Comparison: 5 similar vehicles

Tacoma, 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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