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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 30, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

35 listings found

2015 Lexus IS 250

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

2015 Lexus IS 250

Addison, TX

Unscored
$13,214191,315 mi

Comparison: 15 similar vehicles

Addison, TX

2013 Lexus IS 250

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

2013 Lexus IS 250

Addison, TX

Unscored
$15,221101,911 mi

Comparison: 10 similar vehicles

Addison, TX

2016 Lexus CT Base

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

2016 Lexus CT Base

Addison, TX

UnscoredInsufficient · 0
$17,49992,190 mi

Addison, TX

2015 Lexus GS 350

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

2015 Lexus GS 350

Addison, TX

Fair PriceLimited · 12
$18,223103,241 mi

Market: $14,113 – $22,014

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Addison, TX

2017 Lexus ES 350

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

2017 Lexus ES 350

Addison, TX

Fair PriceModerate · 29
$18,723118,077 mi

Market: $10,390 – $25,820

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Addison, TX

2016 Lexus RX 350

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

2016 Lexus RX 350

Addison, TX

Unscored
$19,499127,814 mi

Comparison: 43 similar vehicles

Addison, TX

2018 Lexus NX 300h

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

2018 Lexus NX 300h

Addison, TX

UnscoredInsufficient · 0
$20,891111,821 mi

Addison, TX

2018 Lexus IS 300

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

2018 Lexus IS 300

Addison, TX

Unscored
$20,98783,398 mi

Comparison: 7 similar vehicles

Addison, TX

2015 Lexus RC 350

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

2015 Lexus RC 350

Addison, TX

Unscored
$21,499127,879 mi

Comparison: 12 similar vehicles

Addison, TX

2015 Lexus GX Base

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

2015 Lexus GX Base

Addison, TX

Unscored
$21,995165,076 mi

Comparison: 15 similar vehicles

Addison, TX

2017 Lexus RX 350

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

2017 Lexus RX 350

Addison, TX

Fair PriceRobust · 58
$21,996102,350 mi

Market: $16,990 – $29,913

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Addison, TX

2017 Lexus NX F Sport

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

2017 Lexus NX F Sport

Addison, TX

Unscored
$22,22177,633 mi

Comparison: 9 similar vehicles

Addison, TX

2016 Lexus ES 350

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

2016 Lexus ES 350

Addison, TX

Fair PriceModerate · 33
$22,97365,828 mi

Market: $11,763 – $26,213

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Addison, TX

2018 Lexus RX 350

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

2018 Lexus RX 350

Addison, TX

Great DealModerate · 46
$22,987119,529 mi

Market: $23,806 – $32,223

Comparison: 46 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 56 days listed (based on current market benchmarks)

Addison, TX

2018 Lexus GX Base

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

2018 Lexus GX Base

Addison, TX

Unscored
$23,996139,287 mi

Comparison: 23 similar vehicles

Addison, TX

No Photo

2019 Lexus ES 350

Addison, TX

Fair PriceLimited · 12
$23,99897,236 mi

Market: $20,815 – $29,913

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Addison, TX

2016 Lexus GS 350

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

2016 Lexus GS 350

Addison, TX

Unscored
$24,520115,335 mi

Comparison: 8 similar vehicles

Addison, TX

2019 Lexus RX 350

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

2019 Lexus RX 350

Addison, TX

Fair PriceModerate · 24
$24,620101,328 mi

Market: $23,850 – $34,224

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Addison, TX

2016 Lexus RC 350

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

2016 Lexus RC 350

Addison, TX

UnscoredInsufficient · 0
$24,79191,330 mi

Addison, TX

2011 Lexus GX Premium

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

2011 Lexus GX Premium

Addison, TX

UnscoredInsufficient · 0
$24,995112,756 mi

Addison, TX

2015 Lexus IS 350

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

2015 Lexus IS 350

Addison, TX

UnscoredInsufficient · 0
$27,99659,900 mi

Addison, TX

2019 Lexus GS 350 F SPORT

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

2019 Lexus GS 350 F SPORT

Addison, TX

UnscoredInsufficient · 0
$28,99975,345 mi

Addison, TX

2015 Lexus LS L

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

2015 Lexus LS L

Addison, TX

UnscoredInsufficient · 0
$30,50075,590 mi

Addison, TX

2015 Lexus RC 350

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

2015 Lexus RC 350

Addison, TX

UnscoredInsufficient · 0
$31,21929,652 mi

Addison, TX

2018 Lexus GX PREMIUM

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

2018 Lexus GX PREMIUM

Addison, TX

UnscoredInsufficient · 0
$33,12069,097 mi

Addison, TX

No Photo

2018 Lexus LS Base

Addison, TX

Fair PriceLimited · 15
$37,99864,647 mi

Market: $24,990 – $43,727

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 396 days listed (based on current market benchmarks)

Addison, TX

2021 Lexus RC 350 F SPORT

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

2021 Lexus RC 350 F SPORT

Addison, TX

UnscoredInsufficient · 0
$39,12052,870 mi

Addison, TX

2020 Lexus RX 350

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

2020 Lexus RX 350

Addison, TX

UnscoredInsufficient · 0
$39,52025,266 mi

Addison, TX

2021 Lexus GX Base

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

2021 Lexus GX Base

Addison, TX

Fair PriceLimited · 10
$40,99968,188 mi

Market: $35,303 – $43,516

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Addison, TX

2023 Lexus RC 350 F SPORT

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

2023 Lexus RC 350 F SPORT

Addison, TX

UnscoredInsufficient · 0
$46,49946,102 mi

Addison, TX

2023 Lexus GX PREMIUM

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

2023 Lexus GX PREMIUM

Addison, TX

Fair PriceModerate · 36
$54,99939,739 mi

Market: $49,988 – $62,716

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Addison, TX

2023 Lexus LX F-Sport

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

2023 Lexus LX F-Sport

Addison, TX

Fair PriceLimited · 11
$80,22333,023 mi

Market: $79,125 – $82,212

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Addison, TX

2025 Lexus GX Luxury+

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

2025 Lexus GX Luxury+

Addison, TX

Unscored
$88,99927,105 mi

Comparison: 6 similar vehicles

Addison, TX

2025 Lexus GX Luxury+

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

2025 Lexus GX Luxury+

Addison, TX

Unscored
$94,99925,843 mi

Comparison: 6 similar vehicles

Addison, TX

2021 Lexus LC 500

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

2021 Lexus LC 500

Addison, TX

Unscored
$97,99521,641 mi

Comparison: 7 similar vehicles

Addison, TX

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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