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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

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

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

1996 Nissan Maxima

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

1996 Nissan Maxima

Lakewood, WA

UnscoredInsufficient · 0
$1,495315,548 mi

Lakewood, 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

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Spanaway, WA

UnscoredInsufficient · 0
$1,700196,895 mi

Spanaway, WA

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Seattle, WA

UnscoredInsufficient · 3
$1,750237,590 mi

Comparison: 3 similar vehicles

Seattle, WA

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

South Hill, WA

UnscoredInsufficient · 0
$1,795285,455 mi

South Hill, WA

2009 Ford Focus SE

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

2009 Ford Focus SE

Parkland, WA

UnscoredLimited · 5
$1,800215,856 mi

Comparison: 5 similar vehicles

Parkland, WA

1999 Honda Accord EX

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

1999 Honda Accord EX

Tacoma, WA

UnscoredInsufficient · 0
$1,800293,585 mi

Tacoma, WA

2012 Nissan Altima S

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

2012 Nissan Altima S

Tacoma, WA

UnscoredLimited · 9
$1,900188,047 mi

Comparison: 9 similar vehicles

Tacoma, WA

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Parkland, WA

UnscoredLimited · 5
$1,900204,599 mi

Comparison: 5 similar vehicles

Parkland, WA

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

UnscoredLimited · 7
$1,900346,002 mi

Comparison: 7 similar vehicles

Tacoma, WA

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Tacoma, WA

UnscoredInsufficient · 3
$1,900206,500 mi

Comparison: 3 similar vehicles

Tacoma, WA

2007 Nissan Murano S

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

2007 Nissan Murano S

Parkland, WA

UnscoredInsufficient · 3
$1,900222,491 mi

Comparison: 3 similar vehicles

Parkland, 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
$1,900248,665 mi

Comparison: 3 similar vehicles

Parkland, 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 · 4
$1,900264,694 mi

Comparison: 4 similar vehicles

Seattle, 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

2006 Mazda MAZDA3 I

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

2006 Mazda MAZDA3 I

South Hill, WA

UnscoredInsufficient · 3
$1,995200,000 mi

Comparison: 3 similar vehicles

South Hill, 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 INFINITI G35 Base

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

2004 INFINITI G35 Base

Everett, WA

UnscoredInsufficient · 4
$1,995191,003 mi

Comparison: 4 similar vehicles

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

UnscoredLimited · 5
$1,995204,100 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2002 Honda Civic EX

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

2002 Honda Civic EX

Everett, WA

UnscoredInsufficient · 0
$1,995212,672 mi

Everett, 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
$1,995Mileage not verified

Kirkland, WA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Parkland, WA

UnscoredLimited · 11
$1,999204,245 mi

Comparison: 11 similar vehicles

Parkland, WA

2012 Kia Soul +

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

2012 Kia Soul +

Lakewood, WA

UnscoredLimited · 5
$1,999204,165 mi

Comparison: 5 similar vehicles

Lakewood, WA

2008 Kia Spectra EX

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

2008 Kia Spectra EX

Parkland, WA

UnscoredInsufficient · 0
$1,999182,363 mi

Parkland, 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

UnscoredLimited · 5
$1,999186,421 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2002 Chrysler PT Cruiser Base

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

2002 Chrysler PT Cruiser Base

Lynnwood, WA

UnscoredInsufficient · 0
$1,999119,275 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

UnscoredLimited · 6
$2,000179,154 mi

Comparison: 6 similar vehicles

Seattle, WA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Kent, WA

UnscoredInsufficient · 4
$2,000278,851 mi

Comparison: 4 similar vehicles

Kent, WA

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Bremerton, WA

UnscoredInsufficient · 0
$2,187127,366 mi

Bremerton, WA

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Tacoma, WA

UnscoredInsufficient · 3
$2,190222,514 mi

Comparison: 3 similar vehicles

Tacoma, WA

2004 Volvo V70 2.5T

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

2004 Volvo V70 2.5T

Woodinville, WA

UnscoredInsufficient · 0
$2,195208,589 mi

Woodinville, WA

1998 Nissan Sentra GXE

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

1998 Nissan Sentra GXE

Shoreline, WA

UnscoredInsufficient · 0
$2,199194,812 mi

Shoreline, WA

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Parkland, WA

UnscoredLimited · 9
$2,200194,358 mi

Comparison: 9 similar vehicles

Parkland, WA

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Tacoma, WA

UnscoredInsufficient · 4
$2,200182,000 mi

Comparison: 4 similar vehicles

Tacoma, WA

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Tacoma, WA

UnscoredInsufficient · 3
$2,200177,259 mi

Comparison: 3 similar vehicles

Tacoma, WA

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Tacoma, WA

UnscoredInsufficient · 0
$2,200174,595 mi

Tacoma, WA

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Tacoma, WA

Salvage title
$2,200168,742 mi

Tacoma, WA

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Tacoma, WA

UnscoredInsufficient · 3
$2,200Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2006 Kia Sorento LX

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

2006 Kia Sorento LX

Lakewood, WA

UnscoredInsufficient · 0
$2,200139,009 mi

Lakewood, 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
$2,200195,000 mi

Tacoma, WA

2004 Kia Sorento LX

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

2004 Kia Sorento LX

Tacoma, WA

UnscoredInsufficient · 0
$2,200214,280 mi

Tacoma, WA

1998 Honda Accord EX

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

1998 Honda Accord EX

Spanaway, WA

UnscoredInsufficient · 4
$2,200223,871 mi

Comparison: 4 similar vehicles

Spanaway, WA

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Kenmore, WA

UnscoredInsufficient · 0
$2,295172,154 mi

Kenmore, WA

2001 Mercedes-Benz M-Class ML 320

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

2001 Mercedes-Benz M-Class ML 320

Tacoma, WA

UnscoredInsufficient · 0
$2,295181,232 mi

Tacoma, WA

2006 Hyundai Tucson GLS

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

2006 Hyundai Tucson GLS

Lakewood, WA

UnscoredInsufficient · 0
$2,299274,818 mi

Lakewood, WA

2011 Subaru Legacy I Premium

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

2011 Subaru Legacy I Premium

Tacoma, WA

UnscoredInsufficient · 3
$2,300Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Lakewood, WA

UnscoredInsufficient · 3
$2,350179,000 mi

Comparison: 3 similar vehicles

Lakewood, 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 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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