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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

157 listings found

2016 Lexus ES 350

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

2016 Lexus ES 350

Towson, MD

Fair PriceLimited · 18
$18,687117,937 mi

Market: $16,675 – $25,521

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Towson, MD

1997 Lexus LX 450

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

1997 Lexus LX 450

Towson, MD

UnscoredInsufficient · 4
$18,799132,552 mi

Comparison: 4 similar vehicles

Towson, MD

2020 Lexus ES 350

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

2020 Lexus ES 350

Towson, MD

Great DealModerate · 20
$24,00090,436 mi

Market: $27,498 – $28,323

Comparison: 20 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 40 days listed (based on current market benchmarks)

Towson, MD

2019 Lexus RX Hybrid 450h F SPORT

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

2019 Lexus RX Hybrid 450h F SPORT

Towson, MD

UnscoredInsufficient · 0
$29,29990,543 mi

Towson, MD

2023 Lexus RZ Premium

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

2023 Lexus RZ Premium

Towson, MD

Unscored
$29,79946,520 mi

Comparison: 5 similar vehicles

Towson, MD

2018 Lexus RX 350

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

2018 Lexus RX 350

Towson, MD

Fair PriceModerate · 20
$30,29959,041 mi

Market: $28,854 – $31,295

Comparison: 20 similar vehicles

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

Towson, MD

2024 Lexus RZ Premium

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

2024 Lexus RZ Premium

Towson, MD

UnscoredInsufficient · 0
$32,29935,188 mi

Towson, MD

2023 Lexus RZ Premium

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

2023 Lexus RZ Premium

Towson, MD

Fair PriceLimited · 10
$32,79917,727 mi

Market: $33,269 – $35,196

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 38 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RZ Premium

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

2024 Lexus RZ Premium

Towson, MD

Unscored
$33,79926,211 mi

Comparison: 12 similar vehicles

Towson, MD

2022 Lexus ES 350

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

2022 Lexus ES 350

Towson, MD

Unscored
$33,79952,410 mi

Comparison: 8 similar vehicles

Towson, MD

2022 Lexus NX 350

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

2022 Lexus NX 350

Towson, MD

UnscoredInsufficient · 3
$34,29942,193 mi

Comparison: 3 similar vehicles

Towson, MD

2023 Lexus IS 350 F SPORT

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

2023 Lexus IS 350 F SPORT

Towson, MD

Unscored
$35,79971,484 mi

Comparison: 5 similar vehicles

Towson, MD

2021 Lexus NX 300 F SPORT

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

2021 Lexus NX 300 F SPORT

Towson, MD

Unscored
$35,79954,360 mi

Comparison: 7 similar vehicles

Towson, MD

2023 Lexus RX 350

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

2023 Lexus RX 350

Towson, MD

Unscored
$36,29986,434 mi

Comparison: 14 similar vehicles

Towson, MD

2023 Lexus ES 350

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

2023 Lexus ES 350

Towson, MD

Unscored
$36,79951,477 mi

Comparison: 6 similar vehicles

Towson, MD

2022 Lexus RX 350

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

2022 Lexus RX 350

Towson, MD

Fair PriceLimited · 11
$36,79966,362 mi

Market: $36,064 – $39,130

Comparison: 11 similar vehicles

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

Towson, MD

2023 Lexus NX 350

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

2023 Lexus NX 350

Towson, MD

Fair PriceLimited · 12
$38,79942,878 mi

Market: $35,699 – $41,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Towson, MD

2022 Lexus RX 350

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

2022 Lexus RX 350

Towson, MD

UnscoredInsufficient · 3
$39,79949,450 mi

Comparison: 3 similar vehicles

Towson, MD

2021 Lexus RX 350

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

2021 Lexus RX 350

Towson, MD

Unscored
$40,79928,180 mi

Comparison: 15 similar vehicles

Towson, MD

2025 Lexus UX Hybrid 300h Premium

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

2025 Lexus UX Hybrid 300h Premium

Towson, MD

Unscored
$41,2997,663 mi

Comparison: 8 similar vehicles

Towson, MD

2024 Lexus NX 350

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

2024 Lexus NX 350

Towson, MD

Fair PriceModerate · 36
$41,79924,573 mi

Market: $35,499 – $44,472

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Towson, MD

2022 Lexus RX 350

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

2022 Lexus RX 350

Towson, MD

UnscoredInsufficient · 3
$42,29948,547 mi

Comparison: 3 similar vehicles

Towson, MD

2024 Lexus NX 350

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

2024 Lexus NX 350

Towson, MD

Fair PriceModerate · 36
$43,79926,675 mi

Market: $35,499 – $44,472

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Towson, MD

2023 Lexus IS 350 F SPORT

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

2023 Lexus IS 350 F SPORT

Towson, MD

UnscoredInsufficient · 3
$43,79931,937 mi

Comparison: 3 similar vehicles

Towson, MD

2026 Lexus UX Hybrid 300h F Sport Design

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

2026 Lexus UX Hybrid 300h F Sport Design

Towson, MD

Unscored
$44,992Mileage not verified

Comparison: 5 similar vehicles

Towson, MD

2025 Lexus NX 350

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

2025 Lexus NX 350

Towson, MD

Fair PriceModerate · 41
$45,79914,104 mi

Market: $41,005 – $47,680

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceLimited · 11
$45,79945,678 mi

Market: $40,895 – $47,495

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Towson, MD

2023 Lexus RX 350

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

2023 Lexus RX 350

Towson, MD

Fair PriceModerate · 36
$46,29934,835 mi

Market: $41,000 – $48,285

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceModerate · 39
$46,77137,026 mi

Market: $42,000 – $52,850

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Towson, MD

2025 Lexus ES 350

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

2025 Lexus ES 350

Towson, MD

Fair PriceRobust · 83
$46,7997,384 mi

Market: $42,943 – $52,889

Comparison: 83 similar vehicles

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

Towson, MD

2025 Lexus ES 350

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

2025 Lexus ES 350

Towson, MD

Fair PriceModerate · 34
$46,79913,809 mi

Market: $44,696 – $48,753

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Towson, MD

2025 Lexus IS 350 F SPORT

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

2025 Lexus IS 350 F SPORT

Towson, MD

Fair PriceLimited · 14
$47,29916,580 mi

Market: $48,399 – $49,797

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 73 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Great DealRobust · 267
$47,325Mileage not verified

Market: $49,105 – $63,311

Comparison: 267 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 36 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceModerate · 49
$47,79922,116 mi

Market: $42,026 – $55,854

Comparison: 49 similar vehicles

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

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceModerate · 49
$47,79922,103 mi

Market: $42,026 – $55,854

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceRobust · 79
$48,29913,995 mi

Market: $46,000 – $57,396

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus UX Hybrid 300h Premium

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

2026 Lexus UX Hybrid 300h Premium

Towson, MD

Fair PriceModerate · 37
$48,623Mileage not verified

Market: $46,219 – $49,437

Comparison: 37 similar vehicles

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

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceModerate · 26
$48,7997,136 mi

Market: $44,896 – $58,993

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceModerate · 26
$48,7996,825 mi

Market: $44,896 – $58,993

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Towson, MD

2024 Lexus RX 350

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

2024 Lexus RX 350

Towson, MD

Fair PriceLimited · 12
$48,7999,664 mi

Market: $48,998 – $53,799

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 41 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Unscored
$49,79910,893 mi

Comparison: 5 similar vehicles

Towson, MD

2025 Lexus ES Hybrid 300h

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

2025 Lexus ES Hybrid 300h

Towson, MD

Fair PriceModerate · 29
$49,79911,476 mi

Market: $45,599 – $51,339

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Towson, MD

2023 Lexus GX PREMIUM

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

2023 Lexus GX PREMIUM

Towson, MD

Unscored
$49,79967,057 mi

Comparison: 6 similar vehicles

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceRobust · 267
$50,196Mileage not verified

Market: $47,325 – $63,311

Comparison: 267 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Towson, MD

2025 Lexus IS 350 F SPORT

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

2025 Lexus IS 350 F SPORT

Towson, MD

Unscored
$50,2996,946 mi

Comparison: 9 similar vehicles

Towson, MD

2025 Lexus IS 350 F SPORT

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

2025 Lexus IS 350 F SPORT

Towson, MD

Unscored
$50,2996,211 mi

Comparison: 9 similar vehicles

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceRobust · 267
$50,401Mileage not verified

Market: $47,325 – $63,311

Comparison: 267 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceRobust · 267
$50,692Mileage not verified

Market: $47,325 – $63,311

Comparison: 267 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceRobust · 267
$50,702Mileage not verified

Market: $47,325 – $63,311

Comparison: 267 similar vehicles

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

Towson, MD

2026 Lexus NX 350

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

2026 Lexus NX 350

Towson, MD

Fair PriceRobust · 267
$51,247Mileage not verified

Market: $47,325 – $63,311

Comparison: 267 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Towson, MD

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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