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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

3,414 listings found

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

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Milwaukie, OR

Salvage title
$2,495224,123 mi

Milwaukie, OR

2002 Dodge Grand Caravan Sport

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

2002 Dodge Grand Caravan Sport

Milwaukie, OR

UnscoredInsufficient · 0
$2,499182,128 mi

Milwaukie, 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

2001 Mazda Protege LX 2.0

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

2001 Mazda Protege LX 2.0

Milwaukie, OR

UnscoredInsufficient · 0
$2,795218,052 mi

Milwaukie, 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

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

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

Milwaukie, OR

UnscoredInsufficient · 3
$2,995227,777 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2009 Chevrolet Aveo5 1LS

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

2009 Chevrolet Aveo5 1LS

Milwaukie, OR

UnscoredLimited · 6
$2,995175,653 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2007 Chevrolet Cobalt LTZ

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

2007 Chevrolet Cobalt LTZ

Milwaukie, OR

UnscoredInsufficient · 0
$2,995147,000 mi

Milwaukie, 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

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Milwaukie, OR

UnscoredInsufficient · 0
$2,995190,618 mi

Milwaukie, OR

1997 Volvo 850 GLT

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

1997 Volvo 850 GLT

Milwaukie, OR

UnscoredInsufficient · 0
$2,995146,257 mi

Milwaukie, OR

2013 Hyundai Tucson GLS

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

2013 Hyundai Tucson GLS

Milwaukie, OR

Salvage title
$2,999200,541 mi

Milwaukie, OR

2006 Acura RL Base

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

2006 Acura RL Base

Milwaukie, OR

UnscoredInsufficient · 0
$2,999216,737 mi

Milwaukie, OR

2005 Chrysler PT Cruiser Base

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

2005 Chrysler PT Cruiser Base

Milwaukie, OR

UnscoredInsufficient · 4
$2,99981,180 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2003 Chrysler Town & Country LXI

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

2003 Chrysler Town & Country LXI

Milwaukie, OR

UnscoredInsufficient · 0
$2,999166,137 mi

Milwaukie, OR

2003 Chrysler PT Cruiser LIMITED

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

2003 Chrysler PT Cruiser LIMITED

Milwaukie, OR

UnscoredInsufficient · 0
$3,200104,465 mi

Milwaukie, OR

2009 Subaru Impreza 2.5i

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

2009 Subaru Impreza 2.5i

Milwaukie, OR

UnscoredLimited · 14
$3,300207,351 mi

Comparison: 14 similar vehicles

Milwaukie, OR

2006 Toyota Sienna XLE

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

2006 Toyota Sienna XLE

Milwaukie, OR

UnscoredInsufficient · 0
$3,300198,967 mi

Milwaukie, OR

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Milwaukie, OR

UnscoredInsufficient · 4
$3,300218,462 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2009 Toyota Matrix Base

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

2009 Toyota Matrix Base

Milwaukie, OR

UnscoredInsufficient · 0
$3,395209,123 mi

Milwaukie, OR

2002 MINI Base

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

2002 MINI Base

Milwaukie, OR

UnscoredInsufficient · 0
$3,399158,579 mi

Milwaukie, OR

2011 Nissan Sentra

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

2011 Nissan Sentra

Milwaukie, OR

UnscoredInsufficient · 0
$3,488172,311 mi

Milwaukie, OR

2013 Ford Flex SE

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

2013 Ford Flex SE

Milwaukie, OR

UnscoredInsufficient · 0
$3,495185,572 mi

Milwaukie, OR

2012 Toyota Yaris Fleet

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

2012 Toyota Yaris Fleet

Milwaukie, OR

UnscoredInsufficient · 0
$3,495218,701 mi

Milwaukie, OR

2010 Toyota Camry XLE

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

2010 Toyota Camry XLE

Milwaukie, OR

UnscoredInsufficient · 4
$3,495259,081 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Milwaukie, OR

UnscoredInsufficient · 0
$3,495175,609 mi

Milwaukie, OR

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Milwaukie, OR

UnscoredLimited · 5
$3,495215,804 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Milwaukie, OR

UnscoredInsufficient · 3
$3,49583,812 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2015 Dodge Grand Caravan SXT

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

2015 Dodge Grand Caravan SXT

Milwaukie, OR

UnscoredInsufficient · 3
$3,499202,219 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Milwaukie, OR

UnscoredLimited · 6
$3,499192,474 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2002 Toyota Corolla CE

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

2002 Toyota Corolla CE

Milwaukie, OR

Salvage title
$3,499122,165 mi

Milwaukie, OR

2000 Buick Regal LS

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

2000 Buick Regal LS

Milwaukie, OR

UnscoredInsufficient · 0
$3,499141,082 mi

Milwaukie, OR

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Milwaukie, OR

UnscoredInsufficient · 0
$3,499210,951 mi

Milwaukie, OR

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Milwaukie, OR

UnscoredLimited · 6
$3,500134,779 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2009 Toyota Yaris S

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

2009 Toyota Yaris S

Milwaukie, OR

UnscoredInsufficient · 0
$3,500219,219 mi

Milwaukie, OR

2007 Toyota Sienna CE

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

2007 Toyota Sienna CE

Milwaukie, OR

UnscoredInsufficient · 0
$3,595248,102 mi

Milwaukie, OR

1996 Ford Econoline

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

1996 Ford Econoline

Milwaukie, OR

UnscoredInsufficient · 0
$3,699155,650 mi

Milwaukie, OR

2005 Scion xA Base

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

2005 Scion xA Base

Milwaukie, OR

Salvage title
$3,750157,882 mi

Milwaukie, OR

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Milwaukie, OR

UnscoredInsufficient · 0
$3,800186,639 mi

Milwaukie, OR

2007 Kia Rio LX

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

2007 Kia Rio LX

Milwaukie, OR

UnscoredInsufficient · 0
$3,800127,813 mi

Milwaukie, OR

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Milwaukie, OR

UnscoredInsufficient · 3
$3,988164,847 mi

Comparison: 3 similar vehicles

Milwaukie, OR

1996 Mercury Grand Marquis

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

1996 Mercury Grand Marquis

Milwaukie, OR

UnscoredInsufficient · 0
$3,991141,024 mi

Milwaukie, OR

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

Milwaukie, OR

UnscoredLimited · 7
$3,995176,108 mi

Comparison: 7 similar vehicles

Milwaukie, OR

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Milwaukie, OR

UnscoredLimited · 11
$3,995151,589 mi

Comparison: 11 similar vehicles

Milwaukie, OR

2014 Nissan Versa Note SV

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

2014 Nissan Versa Note SV

Milwaukie, OR

UnscoredInsufficient · 3
$3,995143,867 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Milwaukie, OR

UnscoredInsufficient · 3
$3,99599,920 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Milwaukie, OR

UnscoredInsufficient · 0
$3,995162,341 mi

Milwaukie, OR

2013 Ford Focus SE

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

2013 Ford Focus SE

Milwaukie, OR

UnscoredLimited · 9
$3,995117,290 mi

Comparison: 9 similar vehicles

Milwaukie, 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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