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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 6, 2026

7.1M+

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

3,437 listings found

2003 Lexus ES 300

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

2003 Lexus ES 300

Houston, TX

UnscoredInsufficient · 3
$1,999210,000 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Lexus ES 350

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

2007 Lexus ES 350

Houston, TX

UnscoredInsufficient · 4
$2,250167,137 mi

Comparison: 4 similar vehicles

Houston, TX

2004 Lexus ES 330

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

2004 Lexus ES 330

Houston, TX

UnscoredInsufficient · 4
$2,790171,006 mi

Comparison: 4 similar vehicles

Houston, TX

2009 Lexus IS 250

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

2009 Lexus IS 250

Pasadena, TX

Unscored
$3,500Mileage not verified

Comparison: 6 similar vehicles

Pasadena, TX

2013 Lexus IS 250

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

2013 Lexus IS 250

Houston, TX

UnscoredInsufficient · 4
$3,950220,743 mi

Comparison: 4 similar vehicles

Houston, TX

2008 Lexus IS 250

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

2008 Lexus IS 250

Sugar Land, TX

Unscored
$4,200233,000 mi

Comparison: 6 similar vehicles

Sugar Land, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Houston, TX

Unscored
$4,495179,526 mi

Comparison: 12 similar vehicles

Houston, TX

2005 Lexus RX 330

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

2005 Lexus RX 330

Houston, TX

Unscored
$4,650184,923 mi

Comparison: 8 similar vehicles

Houston, TX

2009 Lexus IS 250

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

2009 Lexus IS 250

Houston, TX

Unscored
$4,995178,757 mi

Comparison: 7 similar vehicles

Houston, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Houston, TX

Unscored
$4,995196,331 mi

Comparison: 5 similar vehicles

Houston, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Houston, TX

Unscored
$4,995156,500 mi

Comparison: 6 similar vehicles

Houston, TX

2010 Lexus RX 450h

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

2010 Lexus RX 450h

Houston, TX

UnscoredInsufficient · 3
$5,000201,282 mi

Comparison: 3 similar vehicles

Houston, TX

2005 Lexus ES 330

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

2005 Lexus ES 330

Houston, TX

UnscoredInsufficient · 3
$5,450139,250 mi

Comparison: 3 similar vehicles

Houston, TX

2006 Lexus ES 330

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

2006 Lexus ES 330

Houston, TX

UnscoredInsufficient · 3
$5,460180,007 mi

Comparison: 3 similar vehicles

Houston, TX

2006 Lexus IS 350

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

2006 Lexus IS 350

Houston, TX

UnscoredInsufficient · 0
$5,495160,420 mi

Houston, TX

2008 Lexus ES 350

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

2008 Lexus ES 350

Houston, TX

Unscored
$5,500176,098 mi

Comparison: 10 similar vehicles

Houston, TX

2007 Lexus ES 350

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

2007 Lexus ES 350

Houston, TX

UnscoredInsufficient · 4
$5,500170,000 mi

Comparison: 4 similar vehicles

Houston, TX

2004 Lexus ES 330

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

2004 Lexus ES 330

Houston, TX

UnscoredInsufficient · 4
$5,500188,190 mi

Comparison: 4 similar vehicles

Houston, TX

2010 Lexus LS Base

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

2010 Lexus LS Base

Pasadena, TX

UnscoredInsufficient · 3
$5,599Mileage not verified

Comparison: 3 similar vehicles

Pasadena, TX

2006 Lexus RX 330

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

2006 Lexus RX 330

Sugar Land, TX

Unscored
$5,750154,650 mi

Comparison: 7 similar vehicles

Sugar Land, TX

2009 Lexus RX 350

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

2009 Lexus RX 350

Houston, TX

Unscored
$5,777197,264 mi

Comparison: 30 similar vehicles

Houston, TX

2006 Lexus LS 430

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

2006 Lexus LS 430

Sugar Land, TX

UnscoredInsufficient · 0
$5,800227,606 mi

Sugar Land, TX

2009 Lexus RX 350

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

2009 Lexus RX 350

Houston, TX

Unscored
$5,893220,630 mi

Comparison: 32 similar vehicles

Houston, TX

2011 Lexus RX 350

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

2011 Lexus RX 350

Houston, TX

Unscored
$5,900237,791 mi

Comparison: 6 similar vehicles

Houston, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Sugar Land, TX

Unscored
$5,900159,000 mi

Comparison: 5 similar vehicles

Sugar Land, TX

2009 Lexus ES 350

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

2009 Lexus ES 350

Spring, TX

Unscored
$5,950203,417 mi

Comparison: 10 similar vehicles

Spring, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Spring, TX

Salvage title
$5,995114,101 mi

Spring, TX

2009 Lexus LS Base

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

2009 Lexus LS Base

Houston, TX

Unscored
$5,995132,572 mi

Comparison: 5 similar vehicles

Houston, TX

2008 Lexus ES 350

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

2008 Lexus ES 350

Houston, TX

Unscored
$5,995165,356 mi

Comparison: 10 similar vehicles

Houston, TX

2007 Lexus IS 350

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

2007 Lexus IS 350

Spring, TX

UnscoredInsufficient · 0
$5,995219,514 mi

Spring, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Houston, TX

Unscored
$5,995201,284 mi

Comparison: 5 similar vehicles

Houston, TX

2005 Lexus ES 330

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

2005 Lexus ES 330

Houston, TX

UnscoredInsufficient · 0
$5,995185,147 mi

Houston, TX

2006 Lexus GS 300

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

2006 Lexus GS 300

Spring, TX

Unscored
$5,999169,027 mi

Comparison: 7 similar vehicles

Spring, TX

2006 Lexus IS 250

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

2006 Lexus IS 250

Houston, TX

UnscoredInsufficient · 3
$5,999232,022 mi

Comparison: 3 similar vehicles

Houston, TX

2009 Lexus ES 350

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

2009 Lexus ES 350

Houston, TX

Unscored
$6,199122,724 mi

Comparison: 10 similar vehicles

Houston, TX

2012 Lexus IS 250

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

2012 Lexus IS 250

Houston, TX

Unscored
$6,217165,179 mi

Comparison: 18 similar vehicles

Houston, TX

2008 Lexus ES 350

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

2008 Lexus ES 350

Spring, TX

Unscored
$6,499205,538 mi

Comparison: 9 similar vehicles

Spring, TX

2009 Lexus ES 350

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

2009 Lexus ES 350

Houston, TX

Unscored
$6,500183,916 mi

Comparison: 10 similar vehicles

Houston, TX

2009 Lexus LS Base

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

2009 Lexus LS Base

Houston, TX

Unscored
$6,500263,150 mi

Comparison: 5 similar vehicles

Houston, TX

2006 Lexus IS 250

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

2006 Lexus IS 250

Houston, TX

Unscored
$6,700173,952 mi

Comparison: 5 similar vehicles

Houston, TX

2007 Lexus LS L

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

2007 Lexus LS L

Houston, TX

UnscoredInsufficient · 0
$6,800262,906 mi

Houston, TX

2011 Lexus ES 350

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

2011 Lexus ES 350

Houston, TX

Unscored
$6,880181,848 mi

Comparison: 11 similar vehicles

Houston, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Houston, TX

Unscored
$6,990193,118 mi

Comparison: 12 similar vehicles

Houston, TX

2009 Lexus ES 350

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

2009 Lexus ES 350

Houston, TX

Salvage title
$6,994202,372 mi

Houston, TX

2011 Lexus ES 350

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

2011 Lexus ES 350

Houston, TX

Unscored
$6,995182,662 mi

Comparison: 11 similar vehicles

Houston, TX

2009 Lexus RX 350

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

2009 Lexus RX 350

Houston, TX

Unscored
$6,995151,687 mi

Comparison: 31 similar vehicles

Houston, TX

2006 Lexus ES 330

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

2006 Lexus ES 330

Houston, TX

UnscoredInsufficient · 3
$6,999166,133 mi

Comparison: 3 similar vehicles

Houston, TX

2011 Lexus LS Base

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

2011 Lexus LS Base

Houston, TX

UnscoredInsufficient · 0
$7,000172,761 mi

Houston, TX

2007 Lexus GS 350

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

2007 Lexus GS 350

Houston, TX

Salvage title
$7,000119,968 mi

Houston, TX

2010 Lexus HS Premium

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

2010 Lexus HS Premium

Spring, TX

UnscoredInsufficient · 3
$7,250150,257 mi

Comparison: 3 similar vehicles

Spring, TX

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 recently 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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