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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 29, 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

610 listings found

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Irvine, CA

Unscored
$5,499193,100 mi

Comparison: 24 similar vehicles

Irvine, CA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Irvine, CA

Unscored
$6,518123,398 mi

Comparison: 10 similar vehicles

Irvine, CA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Irvine, CA

Fair PriceModerate · 24
$6,999107,950 mi

Market: $5,499 – $10,942

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Irvine, CA

2014 BMW 3 Series 328i

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

2014 BMW 3 Series 328i

Irvine, CA

Unscored
$8,995127,229 mi

Comparison: 31 similar vehicles

Irvine, CA

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Irvine, CA

Unscored
$9,088155,614 mi

Comparison: 17 similar vehicles

Irvine, CA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Irvine, CA

Fair PriceLimited · 14
$9,49574,665 mi

Market: $5,000 – $11,124

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Irvine, 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

Irvine, CA

UnscoredInsufficient · 3
$10,168115,306 mi

Comparison: 3 similar vehicles

Irvine, CA

2018 BMW i3 Base

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

2018 BMW i3 Base

Irvine, CA

UnscoredInsufficient · 3
$11,290103,122 mi

Comparison: 3 similar vehicles

Irvine, CA

2018 BMW X2 28i

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

2018 BMW X2 28i

Irvine, CA

Fair PriceLimited · 12
$12,41582,280 mi

Market: $10,998 – $17,013

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Irvine, CA

2015 BMW X3 xDrive35i

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

2015 BMW X3 xDrive35i

Irvine, CA

Unscored
$12,759104,472 mi

Comparison: 5 similar vehicles

Irvine, CA

2019 BMW X3 30i

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

2019 BMW X3 30i

Irvine, CA

Fair PriceRobust · 55
$14,153109,050 mi

Market: $13,361 – $20,627

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 437 days listed (based on current market benchmarks)

Irvine, CA

2018 BMW X1 28i

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

2018 BMW X1 28i

Irvine, CA

Fair PriceModerate · 26
$14,39963,850 mi

Market: $9,288 – $17,998

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Irvine, CA

2018 BMW 5 Series 530e

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

2018 BMW 5 Series 530e

Irvine, CA

Fair PriceModerate · 29
$14,96081,354 mi

Market: $11,450 – $18,998

Comparison: 29 similar vehicles

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

Irvine, CA

2017 BMW X5 sDrive35i

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

2017 BMW X5 sDrive35i

Irvine, CA

Unscored
$14,99081,025 mi

Comparison: 7 similar vehicles

Irvine, CA

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Irvine, CA

Fair PriceLimited · 13
$15,99067,002 mi

Market: $9,495 – $18,178

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Irvine, CA

2018 BMW 3 Series 330e

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

2018 BMW 3 Series 330e

Irvine, CA

Unscored
$15,99868,568 mi

Comparison: 6 similar vehicles

Irvine, CA

2013 BMW 6 Series 640i

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

2013 BMW 6 Series 640i

Irvine, CA

UnscoredInsufficient · 0
$16,27265,515 mi

Irvine, CA

2016 BMW X4 xDrive35i

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

2016 BMW X4 xDrive35i

Irvine, CA

UnscoredInsufficient · 0
$16,99087,427 mi

Irvine, CA

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

Irvine, CA

UnscoredInsufficient · 0
$16,99858,121 mi

Irvine, CA

2019 BMW 5 Series 530e

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

2019 BMW 5 Series 530e

Irvine, CA

Fair PriceLimited · 12
$17,06874,561 mi

Market: $12,800 – $18,998

Comparison: 12 similar vehicles

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

Irvine, CA

2013 BMW 7 Series 750i

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

2013 BMW 7 Series 750i

Irvine, CA

UnscoredInsufficient · 0
$17,90053,367 mi

Irvine, CA

2011 BMW Z4 sDrive30i

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

2011 BMW Z4 sDrive30i

Irvine, CA

UnscoredInsufficient · 0
$18,92261,337 mi

Irvine, CA

2019 BMW X3 30i

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

2019 BMW X3 30i

Irvine, CA

Fair PriceRobust · 55
$18,99871,000 mi

Market: $13,361 – $20,627

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 750 days listed (based on current market benchmarks)

Irvine, CA

2020 BMW 5 Series 530e

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

2020 BMW 5 Series 530e

Irvine, CA

UnscoredInsufficient · 3
$19,90080,201 mi

Comparison: 3 similar vehicles

Irvine, 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

Irvine, CA

UnscoredInsufficient · 0
$19,91429,980 mi

Irvine, CA

2021 BMW X3 30i

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

2021 BMW X3 30i

Irvine, CA

Fair PriceLimited · 19
$19,99574,003 mi

Market: $16,598 – $26,188

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Irvine, CA

2020 BMW X1 28i

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

2020 BMW X1 28i

Irvine, CA

UnscoredInsufficient · 3
$19,99855,850 mi

Comparison: 3 similar vehicles

Irvine, CA

2018 BMW X1 28i

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

2018 BMW X1 28i

Irvine, CA

UnscoredInsufficient · 0
$19,99827,401 mi

Irvine, CA

2021 BMW X3 30i

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

2021 BMW X3 30i

Irvine, CA

Fair PriceLimited · 19
$20,86263,804 mi

Market: $16,598 – $26,188

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 603 days listed (based on current market benchmarks)

Irvine, CA

2020 BMW X4 30i

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

2020 BMW X4 30i

Irvine, CA

Unscored
$20,995102,434 mi

Comparison: 9 similar vehicles

Irvine, CA

2023 BMW X1 28i

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

2023 BMW X1 28i

Irvine, CA

Unscored
$21,96881,864 mi

Comparison: 15 similar vehicles

Irvine, CA

2020 BMW X3 30e

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

2020 BMW X3 30e

Irvine, CA

UnscoredInsufficient · 0
$22,99869,797 mi

Irvine, CA

2019 BMW 3 Series 330i

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

2019 BMW 3 Series 330i

Irvine, CA

Unscored
$22,99852,115 mi

Comparison: 7 similar vehicles

Irvine, CA

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

Irvine, CA

UnscoredInsufficient · 3
$23,99831,742 mi

Comparison: 3 similar vehicles

Irvine, CA

2019 BMW 3 Series 330i

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

2019 BMW 3 Series 330i

Irvine, CA

UnscoredInsufficient · 0
$23,99847,937 mi

Irvine, CA

2018 BMW X5 sDrive35i

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

2018 BMW X5 sDrive35i

Irvine, CA

Unscored
$24,00051,199 mi

Comparison: 10 similar vehicles

Irvine, CA

2021 BMW X3 30i

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

2021 BMW X3 30i

Irvine, CA

UnscoredInsufficient · 3
$25,81255,723 mi

Comparison: 3 similar vehicles

Irvine, CA

2024 BMW X3 30i

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

2024 BMW X3 30i

Irvine, CA

Fair PriceLimited · 11
$27,99846,308 mi

Market: $26,166 – $36,331

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Irvine, CA

2018 BMW 5 Series 540i

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

2018 BMW 5 Series 540i

Irvine, CA

UnscoredInsufficient · 0
$27,99856,763 mi

Irvine, CA

2024 BMW X1 28i

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

2024 BMW X1 28i

Irvine, CA

UnscoredInsufficient · 4
$28,01041,800 mi

Comparison: 4 similar vehicles

Irvine, CA

2023 BMW X3 30i

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

2023 BMW X3 30i

Irvine, CA

Fair PriceModerate · 28
$28,01042,422 mi

Market: $25,884 – $38,663

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1325 days listed (based on current market benchmarks)

Irvine, CA

2022 BMW X3 30i

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

2022 BMW X3 30i

Irvine, CA

Unscored
$29,17348,101 mi

Comparison: 8 similar vehicles

Irvine, CA

2022 BMW X3 30i

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

2022 BMW X3 30i

Irvine, CA

Fair PriceLimited · 14
$29,98840,660 mi

Market: $25,166 – $35,115

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 775 days listed (based on current market benchmarks)

Irvine, CA

2023 BMW 5 Series 530e

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

2023 BMW 5 Series 530e

Irvine, CA

UnscoredInsufficient · 4
$29,99832,956 mi

Comparison: 4 similar vehicles

Irvine, CA

2019 BMW X5 40i

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

2019 BMW X5 40i

Irvine, CA

UnscoredInsufficient · 3
$29,99847,756 mi

Comparison: 3 similar vehicles

Irvine, CA

2023 BMW X1 28i

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

2023 BMW X1 28i

Irvine, CA

Fair PriceModerate · 34
$31,01027,482 mi

Market: $26,102 – $31,783

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1050 days listed (based on current market benchmarks)

Irvine, CA

2020 BMW 3 Series 330i

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

2020 BMW 3 Series 330i

Irvine, CA

UnscoredInsufficient · 0
$31,43436,030 mi

Irvine, CA

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

Irvine, CA

Unscored
$31,75065,310 mi

Comparison: 7 similar vehicles

Irvine, CA

2024 BMW X1 28i

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

2024 BMW X1 28i

Irvine, CA

Unscored
$31,99816,069 mi

Comparison: 7 similar vehicles

Irvine, CA

2022 BMW X5 40i

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

2022 BMW X5 40i

Irvine, CA

Unscored
$31,99849,069 mi

Comparison: 9 similar vehicles

Irvine, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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