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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

5,938 listings found

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

2002 Honda Accord EX

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

2002 Honda Accord EX

Portland, OR

UnscoredInsufficient · 0
$1,499359,204 mi

Portland, OR

2004 INFINITI I35 Luxury

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

2004 INFINITI I35 Luxury

Vancouver, WA

Salvage title
$1,599121,857 mi

Vancouver, WA

2000 Toyota Camry XLE

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

2000 Toyota Camry XLE

Salem, OR

UnscoredInsufficient · 0
$1,895259,000 mi

Salem, 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

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 Mercury Milan Premier

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

2006 Mercury Milan Premier

Milwaukie, OR

UnscoredInsufficient · 0
$1,995256,213 mi

Milwaukie, OR

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Portland, OR

UnscoredInsufficient · 3
$1,999208,256 mi

Comparison: 3 similar vehicles

Portland, OR

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

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

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

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

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

UnscoredLimited · 7
$2,495127,000 mi

Comparison: 7 similar vehicles

Vancouver, WA

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

2006 Toyota Avalon XLS

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

2006 Toyota Avalon XLS

Portland, OR

UnscoredInsufficient · 0
$2,499189,736 mi

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

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 Ford Crown Victoria Police

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

2008 Ford Crown Victoria Police

Portland, OR

UnscoredInsufficient · 0
$2,500116,312 mi

Portland, OR

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Milwaukie, OR

UnscoredInsufficient · 0
$2,500122,132 mi

Milwaukie, 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

2003 Toyota Corolla LE

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

2003 Toyota Corolla LE

Portland, OR

UnscoredInsufficient · 0
$2,500266,201 mi

Portland, OR

2000 Chevrolet Cavalier Base

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

2000 Chevrolet Cavalier Base

Portland, OR

UnscoredInsufficient · 0
$2,50094,000 mi

Portland, OR

2012 Ford Focus SE

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

2012 Ford Focus SE

Vancouver, WA

UnscoredLimited · 10
$2,599189,168 mi

Comparison: 10 similar vehicles

Vancouver, WA

2009 Subaru Legacy I Limited

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

2009 Subaru Legacy I Limited

Vancouver, WA

UnscoredInsufficient · 0
$2,737259,000 mi

Vancouver, WA

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Salem, OR

UnscoredInsufficient · 0
$2,750261,314 mi

Salem, OR

2002 Buick Century Custom

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

2002 Buick Century Custom

Portland, OR

UnscoredInsufficient · 0
$2,750142,000 mi

Portland, OR

2013 Kia Rio LX

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

2013 Kia Rio LX

Milwaukie, OR

UnscoredInsufficient · 0
$2,799180,128 mi

Milwaukie, OR

1998 Buick Century LIMITED

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

1998 Buick Century LIMITED

Portland, OR

UnscoredInsufficient · 0
$2,800148,000 mi

Portland, OR

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Milwaukie, OR

UnscoredInsufficient · 3
$2,850263,187 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2008 Kia Rio LX

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

2008 Kia Rio LX

Hubbard, OR

UnscoredInsufficient · 0
$2,888106,540 mi

Hubbard, OR

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Portland, OR

Salvage title
$2,900170,935 mi

Portland, OR

2006 Nissan Altima S

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

2006 Nissan Altima S

Portland, OR

UnscoredInsufficient · 3
$2,900196,000 mi

Comparison: 3 similar vehicles

Portland, OR

2004 Buick LeSabre Limited

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

2004 Buick LeSabre Limited

Vancouver, WA

UnscoredInsufficient · 0
$2,900183,883 mi

Vancouver, WA

2002 Toyota Avalon XL

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

2002 Toyota Avalon XL

Portland, OR

UnscoredInsufficient · 3
$2,950151,065 mi

Comparison: 3 similar vehicles

Portland, OR

2002 Suzuki Aerio GS

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

2002 Suzuki Aerio GS

Portland, OR

UnscoredInsufficient · 0
$2,975144,813 mi

Portland, OR

1999 Chrysler LHS Base

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

1999 Chrysler LHS Base

Gladstone, OR

UnscoredInsufficient · 0
$2,990137,115 mi

Gladstone, OR

2016 Ford Focus S

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

2016 Ford Focus S

Salem, OR

UnscoredInsufficient · 0
$2,995183,893 mi

Salem, OR

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Salem, OR

UnscoredInsufficient · 0
$2,995173,579 mi

Salem, OR

2011 Hyundai Accent GLS

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

2011 Hyundai Accent GLS

Milwaukie, OR

Salvage title
$2,995180,400 mi

Milwaukie, OR

2010 Ford Focus SES

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

2010 Ford Focus SES

Gresham, OR

UnscoredInsufficient · 4
$2,995191,882 mi

Comparison: 4 similar vehicles

Gresham, OR

2009 Ford Taurus SE

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

2009 Ford Taurus SE

Milwaukie, OR

UnscoredInsufficient · 0
$2,995135,228 mi

Milwaukie, OR

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Gresham, OR

UnscoredInsufficient · 4
$2,995141,914 mi

Comparison: 4 similar vehicles

Gresham, OR

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Salem, OR

UnscoredInsufficient · 0
$2,995188,000 mi

Salem, OR

2008 Mazda MAZDA3 s Touring

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

2008 Mazda MAZDA3 s Touring

Vancouver, WA

UnscoredInsufficient · 0
$2,995172,094 mi

Vancouver, WA

2007 Saturn ION 2

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

2007 Saturn ION 2

Salem, OR

UnscoredInsufficient · 0
$2,99589,722 mi

Salem, OR

2007 Volkswagen Jetta 2.5

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

2007 Volkswagen Jetta 2.5

Milwaukie, OR

UnscoredInsufficient · 0
$2,995114,034 mi

Milwaukie, OR

2007 Toyota Avalon XLS

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

2007 Toyota Avalon XLS

Rainier, OR

UnscoredInsufficient · 0
$2,995300,150 mi

Rainier, OR

2005 Nissan Altima S

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

2005 Nissan Altima S

Salem, OR

UnscoredInsufficient · 4
$2,995132,952 mi

Comparison: 4 similar vehicles

Salem, 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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