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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

42 listings found

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Newark, CA

Unscored
$5,900140,126 mi

Comparison: 21 similar vehicles

Newark, CA

2014 BMW 5 Series 528i

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

2014 BMW 5 Series 528i

Newark, CA

Unscored
$6,900111,000 mi

Comparison: 5 similar vehicles

Newark, CA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Newark, CA

Unscored
$6,900100,086 mi

Comparison: 7 similar vehicles

Newark, CA

2013 BMW X5 xDrive35i Premium

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

2013 BMW X5 xDrive35i Premium

Newark, CA

Unscored
$6,900123,000 mi

Comparison: 6 similar vehicles

Newark, CA

2014 BMW X3 xDrive28i

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

2014 BMW X3 xDrive28i

Newark, CA

Fair PriceLimited · 14
$7,500112,786 mi

Market: $6,500 – $13,369

Comparison: 14 similar vehicles

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

Newark, CA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Newark, CA

Unscored
$8,019120,846 mi

Comparison: 21 similar vehicles

Newark, CA

2015 BMW 3 Series 320i

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

2015 BMW 3 Series 320i

Newark, CA

UnscoredInsufficient · 4
$8,119146,173 mi

Comparison: 4 similar vehicles

Newark, CA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Newark, CA

Fair PriceModerate · 21
$8,80080,994 mi

Market: $5,900 – $11,299

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Newark, CA

2015 BMW X5 xDrive35i

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

2015 BMW X5 xDrive35i

Newark, CA

Fair PriceModerate · 20
$9,90099,216 mi

Market: $7,999 – $16,166

Comparison: 20 similar vehicles

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

Newark, CA

2014 BMW X5 xDrive35i

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

2014 BMW X5 xDrive35i

Newark, CA

Fair PriceLimited · 12
$10,500109,380 mi

Market: $9,990 – $17,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

Newark, CA

2015 BMW 5 Series 535i

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

2015 BMW 5 Series 535i

Newark, CA

Unscored
$11,09987,343 mi

Comparison: 9 similar vehicles

Newark, CA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Newark, CA

UnscoredInsufficient · 0
$15,96139,326 mi

Newark, CA

2014 BMW 4 Series 435i

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

2014 BMW 4 Series 435i

Newark, CA

UnscoredInsufficient · 3
$15,99974,168 mi

Comparison: 3 similar vehicles

Newark, CA

2014 BMW X5 xDrive35i

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

2014 BMW X5 xDrive35i

Newark, CA

Fair PriceLimited · 12
$16,488100,035 mi

Market: $9,990 – $17,990

Comparison: 12 similar vehicles

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

Newark, CA

2021 BMW 2 Series 228i

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

2021 BMW 2 Series 228i

Newark, CA

UnscoredInsufficient · 0
$22,17537,700 mi

Newark, CA

2023 BMW X3 30i

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

2023 BMW X3 30i

Newark, CA

UnscoredInsufficient · 4
$24,76974,659 mi

Comparison: 4 similar vehicles

Newark, CA

2021 BMW 3 Series 330e

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

2021 BMW 3 Series 330e

Newark, CA

UnscoredInsufficient · 4
$27,74136,350 mi

Comparison: 4 similar vehicles

Newark, CA

2025 BMW X1 28i

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

2025 BMW X1 28i

Newark, CA

UnscoredInsufficient · 0
$27,96139,057 mi

Newark, CA

2022 BMW X3 30i

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

2022 BMW X3 30i

Newark, CA

Fair PriceLimited · 12
$28,87548,702 mi

Market: $25,899 – $29,998

Comparison: 12 similar vehicles

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

Newark, CA

2021 BMW X3 30i

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

2021 BMW X3 30i

Newark, CA

UnscoredInsufficient · 3
$28,90059,540 mi

Comparison: 3 similar vehicles

Newark, CA

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

Newark, CA

Unscored
$29,87538,727 mi

Comparison: 5 similar vehicles

Newark, CA

2021 BMW 7 Series 740i

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

2021 BMW 7 Series 740i

Newark, CA

UnscoredInsufficient · 0
$30,17562,223 mi

Newark, CA

2023 BMW X1 28i

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

2023 BMW X1 28i

Newark, CA

Fair PriceModerate · 21
$30,87523,616 mi

Market: $26,102 – $31,626

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Newark, CA

2023 BMW 2 Series 230i

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

2023 BMW 2 Series 230i

Newark, CA

UnscoredInsufficient · 0
$32,37525,071 mi

Newark, CA

2022 BMW X5 40i

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

2022 BMW X5 40i

Newark, CA

Unscored
$34,94831,816 mi

Comparison: 5 similar vehicles

Newark, CA

2024 BMW X3 30i

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

2024 BMW X3 30i

Newark, CA

Fair PriceRobust · 59
$35,19029,093 mi

Market: $34,077 – $38,169

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Newark, CA

2023 BMW i4 40

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

2023 BMW i4 40

Newark, CA

OverpricedLimited · 10
$35,87520,348 mi

Market: $33,793 – $34,913

Comparison: 10 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Newark, CA

2023 BMW i4 40

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

2023 BMW i4 40

Newark, CA

Fair PriceLimited · 12
$36,07530,446 mi

Market: $30,613 – $36,161

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Newark, CA

2022 BMW X4 30i

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

2022 BMW X4 30i

Newark, CA

UnscoredInsufficient · 0
$36,97530,644 mi

Newark, CA

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

Newark, CA

Fair PriceLimited · 16
$37,76919,797 mi

Market: $34,171 – $37,930

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Newark, CA

2024 BMW i4 40

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

2024 BMW i4 40

Newark, CA

UnscoredInsufficient · 4
$38,87517,217 mi

Comparison: 4 similar vehicles

Newark, CA

2024 BMW i4 40

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

2024 BMW i4 40

Newark, CA

Fair PriceLimited · 12
$39,57524,231 mi

Market: $36,103 – $43,647

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Newark, CA

2025 BMW 5 Series 530i

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

2025 BMW 5 Series 530i

Newark, CA

UnscoredInsufficient · 0
$45,9757,300 mi

Newark, CA

2024 BMW X7 40i

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

2024 BMW X7 40i

Newark, CA

UnscoredInsufficient · 0
$48,17563,944 mi

Newark, CA

2023 BMW X5 M50i

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

2023 BMW X5 M50i

Newark, CA

UnscoredInsufficient · 3
$49,07547,741 mi

Comparison: 3 similar vehicles

Newark, CA

2025 BMW X5 40i

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

2025 BMW X5 40i

Newark, CA

Unscored
$49,17539,034 mi

Comparison: 5 similar vehicles

Newark, CA

2024 BMW 4 Series M440i

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

2024 BMW 4 Series M440i

Newark, CA

Unscored
$54,17514,789 mi

Comparison: 6 similar vehicles

Newark, CA

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

Newark, CA

UnscoredInsufficient · 0
$56,87530,877 mi

Newark, CA

2025 BMW 8 Series 840i

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

2025 BMW 8 Series 840i

Newark, CA

UnscoredInsufficient · 0
$67,87520,107 mi

Newark, CA

2024 BMW i7 Base

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

2024 BMW i7 Base

Newark, CA

Unscored
$70,07510,165 mi

Comparison: 9 similar vehicles

Newark, CA

2023 BMW X5 M50i

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

2023 BMW X5 M50i

Newark, CA

UnscoredInsufficient · 0
$70,99712,164 mi

Newark, CA

2026 BMW X5 M60i

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

2026 BMW X5 M60i

Newark, CA

Great DealLimited · 12
$84,1755,575 mi

Market: $86,772 – $90,172

Comparison: 12 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 126 days listed (based on current market benchmarks)

Newark, CA

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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