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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

36 listings found

2018 BMW 3 Series 320i

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

2018 BMW 3 Series 320i

Neptune City, NJ

UnscoredLimited · 12
$9,788126,663 mi

Comparison: 12 similar vehicles

Neptune City, NJ

2011 BMW 5 Series 535i

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

2011 BMW 5 Series 535i

Neptune City, NJ

UnscoredLimited · 7
$9,999105,431 mi

Comparison: 7 similar vehicles

Neptune City, NJ

2019 BMW 4 Series 430i

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

2019 BMW 4 Series 430i

Neptune City, NJ

UnscoredLimited · 18
$10,000151,000 mi

Comparison: 18 similar vehicles

Neptune City, NJ

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Neptune City, NJ

UnscoredLimited · 9
$10,998100,518 mi

Comparison: 9 similar vehicles

Neptune City, NJ

2016 BMW 3 Series 320i

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

2016 BMW 3 Series 320i

Neptune City, NJ

UnscoredLimited · 6
$10,99996,352 mi

Comparison: 6 similar vehicles

Neptune City, NJ

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Neptune City, NJ

Fair PriceModerate · 22
$11,688102,732 mi

Market: $9,495 – $17,499

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Neptune City, NJ

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Neptune City, NJ

Fair PriceLimited · 13
$12,163106,667 mi

Market: $4,995 – $13,688

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Neptune City, NJ

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Neptune City, NJ

OverpricedLimited · 13
$13,68871,866 mi

Market: $4,995 – $12,163

Comparison: 13 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Neptune City, NJ

2019 BMW X3 30i

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

2019 BMW X3 30i

Neptune City, NJ

UnscoredModerate · 43
$14,089120,535 mi

Comparison: 43 similar vehicles

Neptune City, NJ

2015 BMW X3 xDrive35i

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

2015 BMW X3 xDrive35i

Neptune City, NJ

UnscoredLimited · 5
$15,78868,313 mi

Comparison: 5 similar vehicles

Neptune City, NJ

2019 BMW X1 28i

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

2019 BMW X1 28i

Neptune City, NJ

UnscoredLimited · 9
$18,83852,439 mi

Comparison: 9 similar vehicles

Neptune City, NJ

2022 BMW 4 Series 430i

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

2022 BMW 4 Series 430i

Neptune City, NJ

Fair PriceModerate · 24
$20,788102,657 mi

Market: $19,571 – $29,785

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Neptune City, NJ

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

Neptune City, NJ

UnscoredLimited · 7
$22,83888,023 mi

Comparison: 7 similar vehicles

Neptune City, NJ

2018 BMW X3 M40i

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

2018 BMW X3 M40i

Neptune City, NJ

UnscoredLimited · 7
$25,16278,105 mi

Comparison: 7 similar vehicles

Neptune City, NJ

2022 BMW X5 45e

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

2022 BMW X5 45e

Neptune City, NJ

Fair PriceRobust · 54
$25,49899,552 mi

Market: $24,539 – $34,638

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Neptune City, NJ

2007 BMW 6 Series M6

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

2007 BMW 6 Series M6

Neptune City, NJ

UnscoredInsufficient · 0
$26,49537,161 mi

Neptune City, NJ

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

Neptune City, NJ

Fair PriceModerate · 32
$30,064103,638 mi

Market: $25,999 – $47,890

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Neptune City, NJ

2023 BMW i4 35

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

2023 BMW i4 35

Neptune City, NJ

Great DealModerate · 29
$30,33922,337 mi

Market: $31,795 – $36,784

Comparison: 29 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 106 days listed (based on current market benchmarks)

Neptune City, NJ

2023 BMW X3 30i

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

2023 BMW X3 30i

Neptune City, NJ

Fair PriceModerate · 21
$30,69543,711 mi

Market: $28,053 – $39,737

Comparison: 21 similar vehicles

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

Neptune City, NJ

2025 BMW 2 Series 228

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

2025 BMW 2 Series 228

Neptune City, NJ

Fair PriceModerate · 36
$32,99513,163 mi

Market: $28,406 – $45,174

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 199 days listed (based on current market benchmarks)

Neptune City, NJ

2023 BMW X3 30i

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

2023 BMW X3 30i

Neptune City, NJ

Fair PriceModerate · 35
$34,53818,010 mi

Market: $31,275 – $42,239

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Neptune City, NJ

2024 BMW 3 Series 330i

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

2024 BMW 3 Series 330i

Neptune City, NJ

Fair PriceModerate · 20
$38,13920,698 mi

Market: $34,088 – $43,118

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Neptune City, NJ

2023 BMW X3 40i

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

2023 BMW X3 40i

Neptune City, NJ

Great DealLimited · 14
$41,78848,409 mi

Market: $43,951 – $46,441

Comparison: 14 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 153 days listed (based on current market benchmarks)

Neptune City, NJ

2022 BMW X6 40i

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

2022 BMW X6 40i

Neptune City, NJ

Fair PriceLimited · 10
$43,49543,947 mi

Market: $37,898 – $46,397

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Neptune City, NJ

2022 BMW X7 40i

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

2022 BMW X7 40i

Neptune City, NJ

Fair PriceLimited · 10
$44,76446,064 mi

Market: $34,389 – $44,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Neptune City, NJ

2020 BMW M2 Coupe Base

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

2020 BMW M2 Coupe Base

Neptune City, NJ

UnscoredInsufficient · 3
$44,78862,884 mi

Comparison: 3 similar vehicles

Neptune City, NJ

2020 BMW M2 Coupe Base

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

2020 BMW M2 Coupe Base

Neptune City, NJ

UnscoredLimited · 9
$46,63933,174 mi

Comparison: 9 similar vehicles

Neptune City, NJ

2016 BMW M3 Sedan Base

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

2016 BMW M3 Sedan Base

Neptune City, NJ

UnscoredInsufficient · 3
$49,13758,293 mi

Comparison: 3 similar vehicles

Neptune City, NJ

2023 BMW 3 Series M340i

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

2023 BMW 3 Series M340i

Neptune City, NJ

UnscoredLimited · 7
$52,93839,973 mi

Comparison: 7 similar vehicles

Neptune City, NJ

2025 BMW 4 Series M440i

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

2025 BMW 4 Series M440i

Neptune City, NJ

UnscoredLimited · 5
$56,68816,704 mi

Comparison: 5 similar vehicles

Neptune City, NJ

2025 BMW X7 40i

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

2025 BMW X7 40i

Neptune City, NJ

UnscoredInsufficient · 3
$58,99527,303 mi

Comparison: 3 similar vehicles

Neptune City, NJ

2023 BMW 5 Series M550i

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

2023 BMW 5 Series M550i

Neptune City, NJ

UnscoredInsufficient · 3
$59,89516,958 mi

Comparison: 3 similar vehicles

Neptune City, NJ

2020 BMW M8 Coupe Base

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

2020 BMW M8 Coupe Base

Neptune City, NJ

UnscoredInsufficient · 0
$64,19026,426 mi

Neptune City, NJ

2026 BMW X5 40i

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

2026 BMW X5 40i

Neptune City, NJ

Fair PriceRobust · 70
$64,988Mileage not verified

Market: $63,989 – $78,389

Comparison: 70 similar vehicles

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

Neptune City, NJ

2026 BMW X5 40i

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

2026 BMW X5 40i

Neptune City, NJ

Fair PriceRobust · 70
$65,788Mileage not verified

Market: $63,989 – $78,389

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Neptune City, NJ

2025 BMW 7 Series 760i

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

2025 BMW 7 Series 760i

Neptune City, NJ

Fair PriceLimited · 12
$89,7955,353 mi

Market: $85,520 – $100,989

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Neptune City, NJ

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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