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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

329 listings found

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 · 3
$3,300218,462 mi

Comparison: 3 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

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
$3,495218,710 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

UnscoredLimited · 6
$3,495259,081 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

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

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

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Milwaukie, OR

UnscoredLimited · 7
$4,250213,611 mi

Comparison: 7 similar vehicles

Milwaukie, OR

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Milwaukie, OR

UnscoredLimited · 6
$4,299185,477 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2013 Toyota Sienna L

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

2013 Toyota Sienna L

Milwaukie, OR

UnscoredInsufficient · 0
$4,300249,300 mi

Milwaukie, OR

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Milwaukie, OR

UnscoredLimited · 5
$4,990178,630 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Milwaukie, OR

UnscoredInsufficient · 4
$4,995292,769 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Milwaukie, OR

UnscoredInsufficient · 4
$4,999202,968 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Milwaukie, OR

UnscoredInsufficient · 3
$5,300166,544 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Milwaukie, OR

UnscoredLimited · 6
$5,450172,142 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Milwaukie, OR

UnscoredLimited · 7
$5,499193,235 mi

Comparison: 7 similar vehicles

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 · 3
$5,700153,060 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2003 Toyota 4Runner Limited

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

2003 Toyota 4Runner Limited

Milwaukie, OR

UnscoredInsufficient · 3
$5,800262,285 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2015 Toyota Yaris L

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

2015 Toyota Yaris L

Milwaukie, OR

UnscoredInsufficient · 3
$5,995143,450 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2010 Toyota Highlander Limited Hybrid

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

2010 Toyota Highlander Limited Hybrid

Milwaukie, OR

UnscoredLimited · 6
$5,995185,812 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Milwaukie, OR

UnscoredLimited · 7
$5,995147,120 mi

Comparison: 7 similar vehicles

Milwaukie, OR

2003 Toyota Tundra Limited

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

2003 Toyota Tundra Limited

Milwaukie, OR

UnscoredInsufficient · 0
$5,995199,765 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 · 3
$5,999162,205 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Milwaukie, OR

UnscoredInsufficient · 4
$5,999124,955 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2011 Toyota Prius I

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

2011 Toyota Prius I

Milwaukie, OR

UnscoredInsufficient · 0
$6,488162,536 mi

Milwaukie, OR

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Milwaukie, OR

UnscoredLimited · 11
$6,495141,750 mi

Comparison: 11 similar vehicles

Milwaukie, OR

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Milwaukie, OR

UnscoredLimited · 6
$6,495145,999 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2005 Toyota Sienna XLE Limited

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

2005 Toyota Sienna XLE Limited

Milwaukie, OR

UnscoredInsufficient · 3
$6,499133,170 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2014 Toyota Prius Four

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

2014 Toyota Prius Four

Milwaukie, OR

UnscoredInsufficient · 3
$6,595217,902 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2008 Toyota RAV4 Limited

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

2008 Toyota RAV4 Limited

Milwaukie, OR

UnscoredLimited · 8
$6,988168,975 mi

Comparison: 8 similar vehicles

Milwaukie, OR

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Milwaukie, OR

UnscoredModerate · 23
$6,995343,866 mi

Comparison: 23 similar vehicles

Milwaukie, OR

2012 Toyota Prius v Three

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

2012 Toyota Prius v Three

Milwaukie, OR

UnscoredInsufficient · 3
$7,227156,281 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2013 Toyota Prius Two

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

2013 Toyota Prius Two

Milwaukie, OR

UnscoredLimited · 6
$7,450146,835 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Milwaukie, OR

UnscoredInsufficient · 4
$7,488145,087 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2011 Toyota Corolla S

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

2011 Toyota Corolla S

Milwaukie, OR

UnscoredLimited · 9
$7,499131,750 mi

Comparison: 9 similar vehicles

Milwaukie, OR

2004 Toyota Sienna XLE Limited

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

2004 Toyota Sienna XLE Limited

Milwaukie, OR

UnscoredInsufficient · 0
$7,499117,725 mi

Milwaukie, OR

2007 Toyota Highlander Sport

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

2007 Toyota Highlander Sport

Milwaukie, OR

UnscoredInsufficient · 0
$7,587169,499 mi

Milwaukie, OR

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Milwaukie, OR

UnscoredLimited · 7
$7,995189,446 mi

Comparison: 7 similar vehicles

Milwaukie, OR

2009 Toyota Highlander Limited Hybrid

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

2009 Toyota Highlander Limited Hybrid

Milwaukie, OR

UnscoredInsufficient · 0
$7,995169,106 mi

Milwaukie, OR

2017 Toyota Camry LE

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

2017 Toyota Camry LE

Milwaukie, OR

UnscoredLimited · 6
$7,999212,956 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Milwaukie, OR

UnscoredInsufficient · 3
$7,999175,555 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Milwaukie, OR

UnscoredInsufficient · 4
$8,499155,247 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2004 Toyota RAV4 Base

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

2004 Toyota RAV4 Base

Milwaukie, OR

UnscoredInsufficient · 0
$8,595174,645 mi

Milwaukie, OR

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Milwaukie, OR

UnscoredLimited · 5
$8,799195,540 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2012 Toyota Sienna Base

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

2012 Toyota Sienna Base

Milwaukie, OR

UnscoredInsufficient · 0
$8,850178,888 mi

Milwaukie, OR

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

Milwaukie, OR

UnscoredLimited · 5
$8,948133,733 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Milwaukie, OR

UnscoredInsufficient · 3
$8,988116,000 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Milwaukie, OR

UnscoredLimited · 10
$8,990192,350 mi

Comparison: 10 similar vehicles

Milwaukie, OR

2022 Toyota Mirai XLE

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

2022 Toyota Mirai XLE

Milwaukie, OR

UnscoredInsufficient · 0
$8,99521,394 mi

Milwaukie, OR

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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