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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 3, 2026

6.8M+

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

526 listings found

1987 Cadillac Allante

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

1987 Cadillac Allante

Snohomish, WA

UnscoredInsufficient · 0
$1,200107,984 mi

Snohomish, WA

1997 Buick LeSabre CUSTOM

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

1997 Buick LeSabre CUSTOM

Snohomish, WA

UnscoredInsufficient · 0
$2,999126,505 mi

Snohomish, WA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Snohomish, WA

UnscoredInsufficient · 3
$3,250140,876 mi

Comparison: 3 similar vehicles

Snohomish, WA

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Snohomish, WA

UnscoredInsufficient · 0
$3,495114,169 mi

Snohomish, WA

2000 Honda Odyssey EX

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

2000 Honda Odyssey EX

Snohomish, WA

Unscored
$3,995170,849 mi

Comparison: 7 similar vehicles

Snohomish, WA

2014 FIAT 500L Trekking

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

2014 FIAT 500L Trekking

Snohomish, WA

UnscoredInsufficient · 4
$4,900102,608 mi

Comparison: 4 similar vehicles

Snohomish, WA

No Photo

2009 Subaru Forester 2.5XT Limited

Snohomish, WA

UnscoredInsufficient · 3
$4,995Mileage not verified

Comparison: 3 similar vehicles

Snohomish, WA

2002 Nissan Altima S

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

2002 Nissan Altima S

Snohomish, WA

UnscoredInsufficient · 0
$4,99596,895 mi

Snohomish, WA

2016 Nissan LEAF SV

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

2016 Nissan LEAF SV

Snohomish, WA

UnscoredInsufficient · 0
$4,99982,318 mi

Snohomish, WA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Snohomish, WA

Unscored
$5,495161,896 mi

Comparison: 6 similar vehicles

Snohomish, WA

2012 Scion iQ Base

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

2012 Scion iQ Base

Snohomish, WA

Unscored
$5,995Mileage not verified

Comparison: 23 similar vehicles

Snohomish, WA

No Photo

2004 Chevrolet Colorado Z71

Snohomish, WA

UnscoredInsufficient · 0
$5,995Mileage not verified

Snohomish, WA

2014 Nissan Pathfinder SV

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

2014 Nissan Pathfinder SV

Snohomish, WA

UnscoredInsufficient · 0
$6,199163,219 mi

Snohomish, WA

2014 Mercedes-Benz GL-Class GL450

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

2014 Mercedes-Benz GL-Class GL450

Snohomish, WA

Unscored
$6,250173,686 mi

Comparison: 7 similar vehicles

Snohomish, WA

2011 MINI Cooper Base

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

2011 MINI Cooper Base

Snohomish, WA

UnscoredInsufficient · 3
$6,70064,950 mi

Comparison: 3 similar vehicles

Snohomish, WA

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Snohomish, WA

Unscored
$6,777148,044 mi

Comparison: 5 similar vehicles

Snohomish, WA

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Snohomish, WA

UnscoredInsufficient · 0
$6,881186,551 mi

Snohomish, WA

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Snohomish, WA

UnscoredInsufficient · 4
$6,995133,128 mi

Comparison: 4 similar vehicles

Snohomish, WA

2010 Toyota Prius I

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

2010 Toyota Prius I

Snohomish, WA

Unscored
$6,995156,031 mi

Comparison: 8 similar vehicles

Snohomish, WA

2008 Subaru Impreza WRX

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

2008 Subaru Impreza WRX

Snohomish, WA

Unscored
$6,995176,572 mi

Comparison: 7 similar vehicles

Snohomish, WA

2006 Toyota Camry SE

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

2006 Toyota Camry SE

Snohomish, WA

UnscoredInsufficient · 0
$6,995171,567 mi

Snohomish, WA

No Photo

2003 Honda Odyssey EX

Snohomish, WA

UnscoredInsufficient · 0
$6,99579,459 mi

Snohomish, WA

2003 BMW 5 Series 530i

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

2003 BMW 5 Series 530i

Snohomish, WA

UnscoredInsufficient · 0
$6,99589,068 mi

Snohomish, WA

2003 Toyota 4Runner Sport

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

2003 Toyota 4Runner Sport

Snohomish, WA

UnscoredInsufficient · 0
$7,199215,306 mi

Snohomish, WA

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Snohomish, WA

Unscored
$7,424160,636 mi

Comparison: 8 similar vehicles

Snohomish, WA

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Snohomish, WA

Unscored
$7,988108,056 mi

Comparison: 7 similar vehicles

Snohomish, WA

2013 Honda Fit Base

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

2013 Honda Fit Base

Snohomish, WA

UnscoredInsufficient · 0
$7,995139,776 mi

Snohomish, WA

1998 Chevrolet Express G3500

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

1998 Chevrolet Express G3500

Snohomish, WA

UnscoredInsufficient · 0
$7,995157,705 mi

Snohomish, WA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Snohomish, WA

Unscored
$8,495101,477 mi

Comparison: 7 similar vehicles

Snohomish, WA

2008 Acura MDX Technology & Entertainment Package

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

2008 Acura MDX Technology & Entertainment Package

Snohomish, WA

Unscored
$8,495151,483 mi

Comparison: 6 similar vehicles

Snohomish, WA

2010 Ford Mustang V6 Premium

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

2010 Ford Mustang V6 Premium

Snohomish, WA

UnscoredInsufficient · 0
$8,99579,100 mi

Snohomish, WA

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Snohomish, WA

UnscoredInsufficient · 3
$8,99572,878 mi

Comparison: 3 similar vehicles

Snohomish, WA

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Snohomish, WA

UnscoredInsufficient · 0
$9,495171,715 mi

Snohomish, WA

No Photo

2014 Kia Soul +

Snohomish, WA

UnscoredInsufficient · 3
$9,500Mileage not verified

Comparison: 3 similar vehicles

Snohomish, WA

2003 Volkswagen Eurovan MV

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

2003 Volkswagen Eurovan MV

Snohomish, WA

UnscoredInsufficient · 3
$9,988127,437 mi

Comparison: 3 similar vehicles

Snohomish, WA

1994 Dodge Ram Van

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

1994 Dodge Ram Van

Snohomish, WA

UnscoredInsufficient · 0
$9,994160,421 mi

Snohomish, WA

1988 Toyota 4Runner SR5

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

1988 Toyota 4Runner SR5

Snohomish, WA

UnscoredInsufficient · 0
$9,995350,000 mi

Snohomish, WA

2008 Chevrolet Suburban LT

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

2008 Chevrolet Suburban LT

Snohomish, WA

UnscoredInsufficient · 0
$9,999146,587 mi

Snohomish, WA

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Snohomish, WA

Fair PriceLimited · 13
$10,000111,000 mi

Market: $8,190 – $17,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Snohomish, WA

1990 GMC Sierra

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

1990 GMC Sierra

Snohomish, WA

UnscoredInsufficient · 0
$10,199120,164 mi

Snohomish, WA

No Photo

2009 Jeep Wrangler X

Snohomish, WA

UnscoredInsufficient · 0
$10,50067,000 mi

Snohomish, WA

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Snohomish, WA

Unscored
$10,779134,547 mi

Comparison: 26 similar vehicles

Snohomish, WA

2015 Cadillac ATS Coupe Performance Collection

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

2015 Cadillac ATS Coupe Performance Collection

Snohomish, WA

UnscoredInsufficient · 0
$11,500158,000 mi

Snohomish, WA

2019 Toyota Corolla LE

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

2019 Toyota Corolla LE

Snohomish, WA

Salvage title
$12,00071,000 mi

Snohomish, WA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Snohomish, WA

Unscored
$12,700126,516 mi

Comparison: 5 similar vehicles

Snohomish, WA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Snohomish, WA

UnscoredInsufficient · 3
$13,099168,410 mi

Comparison: 3 similar vehicles

Snohomish, WA

1983 Datsun 280ZX

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

1983 Datsun 280ZX

Snohomish, WA

UnscoredInsufficient · 0
$13,199294,850 mi

Snohomish, WA

2014 Porsche Panamera Base

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

2014 Porsche Panamera Base

Snohomish, WA

UnscoredInsufficient · 0
$13,999132,705 mi

Snohomish, WA

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Snohomish, WA

UnscoredInsufficient · 3
$14,499107,760 mi

Comparison: 3 similar vehicles

Snohomish, WA

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Snohomish, WA

Unscored
$15,39490,372 mi

Comparison: 5 similar vehicles

Snohomish, 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.
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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