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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

34 listings found

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Commack, NY

Fair PriceLimited · 11
$13,49593,434 mi

Market: $10,170 – $14,554

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Commack, NY

2013 BMW 3 Series 335i

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

2013 BMW 3 Series 335i

Commack, NY

UnscoredInsufficient · 4
$13,888128,938 mi

Comparison: 4 similar vehicles

Commack, NY

2018 BMW X2 28i

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

2018 BMW X2 28i

Commack, NY

UnscoredInsufficient · 4
$14,99957,411 mi

Comparison: 4 similar vehicles

Commack, NY

2014 BMW 3 Series 335i

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

2014 BMW 3 Series 335i

Commack, NY

UnscoredInsufficient · 3
$15,495119,708 mi

Comparison: 3 similar vehicles

Commack, NY

1991 BMW 3 Series

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

1991 BMW 3 Series

Commack, NY

UnscoredInsufficient · 0
$15,888180,095 mi

Commack, NY

2018 BMW 4 Series 430i

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

2018 BMW 4 Series 430i

Commack, NY

Unscored
$17,09582,603 mi

Comparison: 5 similar vehicles

Commack, NY

2018 BMW 4 Series 440i

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

2018 BMW 4 Series 440i

Commack, NY

Fair PriceModerate · 27
$17,49588,000 mi

Market: $16,990 – $27,675

Comparison: 27 similar vehicles

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

Commack, NY

2016 BMW 3 Series 340i

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

2016 BMW 3 Series 340i

Commack, NY

Unscored
$19,99592,872 mi

Comparison: 6 similar vehicles

Commack, NY

2020 BMW X5 40i

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

2020 BMW X5 40i

Commack, NY

Fair PriceLimited · 17
$22,22284,852 mi

Market: $19,490 – $31,988

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Commack, NY

2019 BMW 5 Series 540i

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

2019 BMW 5 Series 540i

Commack, NY

Fair PriceLimited · 13
$22,88899,350 mi

Market: $21,999 – $28,998

Comparison: 13 similar vehicles

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

Commack, NY

2021 BMW 3 Series 330i

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

2021 BMW 3 Series 330i

Commack, NY

Fair PriceLimited · 18
$23,88863,062 mi

Market: $14,391 – $26,569

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Commack, NY

2023 BMW X3 30i

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

2023 BMW X3 30i

Commack, NY

Fair PriceModerate · 21
$24,99562,628 mi

Market: $17,388 – $36,361

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Commack, NY

2020 BMW 3 Series M340i

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

2020 BMW 3 Series M340i

Commack, NY

Great DealLimited · 16
$25,555117,585 mi

Market: $29,170 – $42,995

Comparison: 16 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 137 days listed (based on current market benchmarks)

Commack, NY

2018 BMW 4 Series 430i

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

2018 BMW 4 Series 430i

Commack, NY

UnscoredInsufficient · 0
$25,99934,732 mi

Commack, NY

2018 BMW 3 Series 340i

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

2018 BMW 3 Series 340i

Commack, NY

UnscoredInsufficient · 3
$26,88877,684 mi

Comparison: 3 similar vehicles

Commack, NY

2020 BMW 7 Series 740i

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

2020 BMW 7 Series 740i

Commack, NY

UnscoredInsufficient · 3
$28,88861,892 mi

Comparison: 3 similar vehicles

Commack, NY

2019 BMW 7 Series 750i

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

2019 BMW 7 Series 750i

Commack, NY

UnscoredInsufficient · 0
$29,99933,301 mi

Commack, NY

2024 BMW 4 Series 430i

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

2024 BMW 4 Series 430i

Commack, NY

Fair PriceLimited · 12
$31,09541,266 mi

Market: $30,988 – $45,289

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Commack, NY

2026 BMW X1 28i

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

2026 BMW X1 28i

Commack, NY

Unscored
$31,99520,009 mi

Comparison: 9 similar vehicles

Commack, NY

2023 BMW X4 30i

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

2023 BMW X4 30i

Commack, NY

UnscoredInsufficient · 4
$32,29555,805 mi

Comparison: 4 similar vehicles

Commack, NY

2025 BMW 4 Series 430i

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

2025 BMW 4 Series 430i

Commack, NY

UnscoredInsufficient · 4
$33,99538,827 mi

Comparison: 4 similar vehicles

Commack, NY

2020 BMW 3 Series M340i

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

2020 BMW 3 Series M340i

Commack, NY

Fair PriceLimited · 16
$34,88883,442 mi

Market: $25,555 – $42,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Commack, NY

2026 BMW X3 30

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

2026 BMW X3 30

Commack, NY

Fair PriceLimited · 11
$34,89534,156 mi

Market: $31,388 – $40,988

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Commack, NY

2023 BMW X5 40i

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

2023 BMW X5 40i

Commack, NY

Fair PriceLimited · 19
$35,99555,772 mi

Market: $30,995 – $45,485

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 259 days listed (based on current market benchmarks)

Commack, NY

2023 BMW X1 28i

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

2023 BMW X1 28i

Commack, NY

OverpricedLimited · 13
$35,99542,101 mi

Market: $23,995 – $30,619

Comparison: 13 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Commack, NY

2026 BMW 4 Series 430i

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

2026 BMW 4 Series 430i

Commack, NY

Unscored
$39,79519,230 mi

Comparison: 5 similar vehicles

Commack, NY

2026 BMW 3 Series 330i

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

2026 BMW 3 Series 330i

Commack, NY

Fair PriceRobust · 60
$41,29515,724 mi

Market: $30,988 – $49,966

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Commack, NY

2022 BMW 2 Series M240i

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

2022 BMW 2 Series M240i

Commack, NY

UnscoredInsufficient · 3
$41,88874,352 mi

Comparison: 3 similar vehicles

Commack, NY

2019 BMW M5 Competition

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

2019 BMW M5 Competition

Commack, NY

Fair PriceModerate · 23
$41,88890,410 mi

Market: $39,995 – $58,683

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Commack, NY

2021 BMW X5 M Base

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

2021 BMW X5 M Base

Commack, NY

Fair PriceModerate · 27
$45,88887,009 mi

Market: $44,800 – $53,480

Comparison: 27 similar vehicles

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

Commack, NY

2026 BMW X5 40i

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

2026 BMW X5 40i

Commack, NY

Fair PriceModerate · 33
$47,99534,254 mi

Market: $45,750 – $58,990

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Commack, NY

2024 BMW X7 40i

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

2024 BMW X7 40i

Commack, NY

Fair PriceModerate · 29
$48,69540,775 mi

Market: $47,888 – $60,118

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 517 days listed (based on current market benchmarks)

Commack, NY

2022 BMW 8 Series M850i

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

2022 BMW 8 Series M850i

Commack, NY

Great DealLimited · 10
$51,49533,680 mi

Market: $56,998 – $59,990

Comparison: 10 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 53 days listed (based on current market benchmarks)

Commack, NY

2026 BMW X7 40i

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

2026 BMW X7 40i

Commack, NY

Fair PriceLimited · 13
$53,69537,062 mi

Market: $49,388 – $59,372

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Commack, NY

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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