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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 4, 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

37 listings found

2004 Lexus ES 330

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

2004 Lexus ES 330

Brockton, MA

Unscored
$1,300301,000 mi

Comparison: 14 similar vehicles

Brockton, MA

2001 Lexus RX 300

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

2001 Lexus RX 300

Brockton, MA

UnscoredInsufficient · 3
$3,590214,284 mi

Comparison: 3 similar vehicles

Brockton, MA

2007 Lexus RX 400h

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

2007 Lexus RX 400h

Brockton, MA

UnscoredInsufficient · 0
$4,200202,756 mi

Brockton, MA

2003 Lexus ES 300

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

2003 Lexus ES 300

Brockton, MA

UnscoredInsufficient · 4
$4,600139,146 mi

Comparison: 4 similar vehicles

Brockton, MA

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Brockton, MA

UnscoredInsufficient · 0
$4,690200,848 mi

Brockton, MA

2004 Lexus ES 330

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

2004 Lexus ES 330

Brockton, MA

Unscored
$4,990179,070 mi

Comparison: 14 similar vehicles

Brockton, MA

2007 Lexus ES 350

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

2007 Lexus ES 350

Brockton, MA

Unscored
$5,600185,305 mi

Comparison: 9 similar vehicles

Brockton, MA

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Brockton, MA

UnscoredInsufficient · 0
$5,650157,100 mi

Brockton, MA

2012 Lexus CT Premium

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

2012 Lexus CT Premium

Brockton, MA

UnscoredInsufficient · 0
$5,995184,129 mi

Brockton, MA

2006 Lexus ES 330

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

2006 Lexus ES 330

Brockton, MA

UnscoredInsufficient · 3
$6,196113,408 mi

Comparison: 3 similar vehicles

Brockton, MA

2005 Lexus ES 330

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

2005 Lexus ES 330

Brockton, MA

Fair PriceLimited · 13
$6,290112,475 mi

Market: $3,995 – $11,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Brockton, MA

2007 Lexus ES 350

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

2007 Lexus ES 350

Brockton, MA

Unscored
$6,390156,689 mi

Comparison: 9 similar vehicles

Brockton, MA

2011 Lexus CT Premium

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

2011 Lexus CT Premium

Brockton, MA

UnscoredInsufficient · 0
$6,500179,260 mi

Brockton, MA

2008 Lexus RX 400h

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

2008 Lexus RX 400h

Brockton, MA

Unscored
$6,690158,392 mi

Comparison: 6 similar vehicles

Brockton, MA

2006 Lexus ES 330

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

2006 Lexus ES 330

Brockton, MA

UnscoredInsufficient · 3
$6,990125,038 mi

Comparison: 3 similar vehicles

Brockton, MA

2008 Lexus RX 350

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

2008 Lexus RX 350

Brockton, MA

UnscoredInsufficient · 3
$7,200161,609 mi

Comparison: 3 similar vehicles

Brockton, MA

2009 Lexus RX 350

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

2009 Lexus RX 350

Brockton, MA

UnscoredInsufficient · 4
$7,990148,200 mi

Comparison: 4 similar vehicles

Brockton, MA

2012 Lexus CT Base

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

2012 Lexus CT Base

Brockton, MA

UnscoredInsufficient · 0
$8,190161,583 mi

Brockton, MA

2008 Lexus RX 350

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

2008 Lexus RX 350

Brockton, MA

UnscoredInsufficient · 3
$8,500130,225 mi

Comparison: 3 similar vehicles

Brockton, MA

2012 Lexus CT Premium

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

2012 Lexus CT Premium

Brockton, MA

UnscoredInsufficient · 0
$8,990149,160 mi

Brockton, MA

2002 Lexus LX 470

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

2002 Lexus LX 470

Brockton, MA

UnscoredInsufficient · 0
$9,100186,540 mi

Brockton, MA

2010 Lexus RX 350

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

2010 Lexus RX 350

Brockton, MA

Unscored
$9,200155,807 mi

Comparison: 20 similar vehicles

Brockton, MA

2013 Lexus CT Base

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

2013 Lexus CT Base

Brockton, MA

UnscoredInsufficient · 3
$10,190132,812 mi

Comparison: 3 similar vehicles

Brockton, MA

2009 Lexus ES 350

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

2009 Lexus ES 350

Brockton, MA

Fair PriceLimited · 14
$10,50078,658 mi

Market: $5,297 – $12,588

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Brockton, MA

2008 Lexus GX 470

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

2008 Lexus GX 470

Brockton, MA

UnscoredInsufficient · 4
$13,100141,273 mi

Comparison: 4 similar vehicles

Brockton, MA

2013 Lexus RX 350

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

2013 Lexus RX 350

Brockton, MA

Unscored
$13,995145,620 mi

Comparison: 9 similar vehicles

Brockton, MA

2010 Lexus GX Premium

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

2010 Lexus GX Premium

Brockton, MA

UnscoredInsufficient · 0
$15,590143,640 mi

Brockton, MA

2013 Lexus RX 350

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

2013 Lexus RX 350

Brockton, MA

Unscored
$15,999152,483 mi

Comparison: 10 similar vehicles

Brockton, MA

2015 Lexus ES 350

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

2015 Lexus ES 350

Brockton, MA

UnscoredInsufficient · 4
$17,49589,248 mi

Comparison: 4 similar vehicles

Brockton, MA

2016 Lexus RX 350

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

2016 Lexus RX 350

Brockton, MA

Unscored
$19,002133,607 mi

Comparison: 7 similar vehicles

Brockton, MA

2016 Lexus NX 200t

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

2016 Lexus NX 200t

Brockton, MA

Unscored
$20,98082,971 mi

Comparison: 6 similar vehicles

Brockton, MA

2017 Lexus ES 350

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

2017 Lexus ES 350

Brockton, MA

UnscoredInsufficient · 0
$27,56150,533 mi

Brockton, MA

2021 Lexus UX Hybrid 250h F SPORT

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

2021 Lexus UX Hybrid 250h F SPORT

Brockton, MA

Unscored
$28,76943,766 mi

Comparison: 9 similar vehicles

Brockton, MA

2019 Lexus UX Hybrid 250h F SPORT

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

2019 Lexus UX Hybrid 250h F SPORT

Brockton, MA

UnscoredInsufficient · 0
$30,59027,670 mi

Brockton, MA

2021 Lexus RX 350

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

2021 Lexus RX 350

Brockton, MA

Fair PriceModerate · 38
$33,60766,530 mi

Market: $27,500 – $36,563

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Brockton, MA

2015 Lexus RC F

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

2015 Lexus RC F

Brockton, MA

UnscoredInsufficient · 0
$49,97714,119 mi

Brockton, MA

2024 Lexus RX PHEV 450h+

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

2024 Lexus RX PHEV 450h+

Brockton, MA

UnscoredInsufficient · 0
$59,58826,964 mi

Brockton, MA

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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