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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 7, 2026

7.1M+

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

192 listings found

2011 BMW 3 Series 335i

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

2011 BMW 3 Series 335i

Reno, NV

Unscored
$6,995182,157 mi

Comparison: 8 similar vehicles

Reno, NV

2014 BMW X3 xDrive35i

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

2014 BMW X3 xDrive35i

Reno, NV

Unscored
$7,950131,450 mi

Comparison: 22 similar vehicles

Reno, NV

2000 BMW Z3 Base

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

2000 BMW Z3 Base

Reno, NV

Unscored
$8,995110,793 mi

Comparison: 5 similar vehicles

Reno, NV

2013 BMW X1 28i

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

2013 BMW X1 28i

Reno, NV

Fair PriceLimited · 14
$9,20799,043 mi

Market: $5,900 – $9,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 288 days listed (based on current market benchmarks)

Reno, NV

2016 BMW X1 28i

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

2016 BMW X1 28i

Reno, NV

UnscoredInsufficient · 3
$9,500126,000 mi

Comparison: 3 similar vehicles

Reno, NV

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

Reno, NV

Fair PriceLimited · 13
$9,95072,550 mi

Market: $6,999 – $12,995

Comparison: 13 similar vehicles

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

Reno, NV

2014 BMW X3 xDrive35i

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

2014 BMW X3 xDrive35i

Reno, NV

Fair PriceModerate · 22
$9,99586,220 mi

Market: $5,500 – $12,975

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 412 days listed (based on current market benchmarks)

Reno, NV

2013 BMW X5 xDrive35i

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

2013 BMW X5 xDrive35i

Reno, NV

Unscored
$9,995119,980 mi

Comparison: 5 similar vehicles

Reno, NV

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Reno, NV

Fair PriceModerate · 27
$10,950102,590 mi

Market: $7,499 – $17,160

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Reno, NV

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

Reno, NV

UnscoredInsufficient · 4
$10,995165,569 mi

Comparison: 4 similar vehicles

Reno, NV

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

Reno, NV

Fair PriceModerate · 47
$11,49695,204 mi

Market: $4,900 – $12,765

Comparison: 47 similar vehicles

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

Reno, NV

1996 BMW Z3

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

1996 BMW Z3

Reno, NV

UnscoredInsufficient · 0
$12,00037,453 mi

Reno, NV

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

Reno, NV

UnscoredInsufficient · 3
$12,694104,019 mi

Comparison: 3 similar vehicles

Reno, NV

2014 BMW 5 Series 535i

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

2014 BMW 5 Series 535i

Reno, NV

Unscored
$12,95071,353 mi

Comparison: 5 similar vehicles

Reno, NV

2016 BMW X3 xDrive35i

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

2016 BMW X3 xDrive35i

Reno, NV

Unscored
$12,990107,806 mi

Comparison: 9 similar vehicles

Reno, NV

2016 BMW X1 28i

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

2016 BMW X1 28i

Reno, NV

UnscoredInsufficient · 3
$13,71381,409 mi

Comparison: 3 similar vehicles

Reno, NV

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Reno, NV

UnscoredInsufficient · 0
$14,00012,375 mi

Reno, NV

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Reno, NV

OverpricedLimited · 16
$14,50085,500 mi

Market: $6,450 – $13,290

Comparison: 16 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Reno, NV

2016 BMW X1 28i

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

2016 BMW X1 28i

Reno, NV

Unscored
$14,64969,919 mi

Comparison: 9 similar vehicles

Reno, NV

2019 BMW X3 30i

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

2019 BMW X3 30i

Reno, NV

UnscoredInsufficient · 3
$14,689102,666 mi

Comparison: 3 similar vehicles

Reno, NV

2018 BMW X5 xDrive35i

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

2018 BMW X5 xDrive35i

Reno, NV

Unscored
$14,995127,853 mi

Comparison: 11 similar vehicles

Reno, NV

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

Reno, NV

Fair PriceLimited · 10
$15,68790,886 mi

Market: $10,086 – $17,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Reno, NV

2018 BMW 3 Series 330i

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

2018 BMW 3 Series 330i

Reno, NV

Fair PriceModerate · 26
$16,40188,087 mi

Market: $10,972 – $21,297

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Reno, NV

2017 BMW 3 Series 330i

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

2017 BMW 3 Series 330i

Reno, NV

UnscoredInsufficient · 0
$16,66058,354 mi

Reno, NV

2018 BMW X2 28i

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

2018 BMW X2 28i

Reno, NV

Unscored
$16,99585,876 mi

Comparison: 7 similar vehicles

Reno, NV

2015 BMW X5 xDrive50i

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

2015 BMW X5 xDrive50i

Reno, NV

UnscoredInsufficient · 3
$17,13281,390 mi

Comparison: 3 similar vehicles

Reno, NV

2017 BMW X4 M40i

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

2017 BMW X4 M40i

Reno, NV

UnscoredInsufficient · 0
$17,99595,740 mi

Reno, NV

2019 BMW X3 30i

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

2019 BMW X3 30i

Reno, NV

UnscoredInsufficient · 4
$18,99069,585 mi

Comparison: 4 similar vehicles

Reno, NV

2018 BMW X5 xDrive40e

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

2018 BMW X5 xDrive40e

Reno, NV

UnscoredInsufficient · 0
$20,14546,343 mi

Reno, NV

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

Reno, NV

UnscoredInsufficient · 0
$20,99547,721 mi

Reno, NV

2022 BMW X1 28i

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

2022 BMW X1 28i

Reno, NV

UnscoredInsufficient · 0
$20,99874,962 mi

Reno, NV

2020 BMW X5 40i

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

2020 BMW X5 40i

Reno, NV

Fair PriceModerate · 41
$26,49670,362 mi

Market: $19,995 – $26,654

Comparison: 41 similar vehicles

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

Reno, NV

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

Reno, NV

UnscoredInsufficient · 3
$26,99829,045 mi

Comparison: 3 similar vehicles

Reno, NV

2018 BMW 6 Series Gran Turismo 640i

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

2018 BMW 6 Series Gran Turismo 640i

Reno, NV

UnscoredInsufficient · 0
$26,99848,939 mi

Reno, NV

2019 BMW X7 50i

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

2019 BMW X7 50i

Reno, NV

UnscoredInsufficient · 0
$27,09871,948 mi

Reno, NV

2021 BMW X5 45e

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

2021 BMW X5 45e

Reno, NV

UnscoredInsufficient · 3
$27,48687,025 mi

Comparison: 3 similar vehicles

Reno, NV

2019 BMW X3 40i

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

2019 BMW X3 40i

Reno, NV

UnscoredInsufficient · 0
$27,49675,648 mi

Reno, NV

2023 BMW X3 30i

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

2023 BMW X3 30i

Reno, NV

Fair PriceModerate · 23
$29,78738,218 mi

Market: $27,990 – $32,629

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 229 days listed (based on current market benchmarks)

Reno, NV

2023 BMW X4 30i

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

2023 BMW X4 30i

Reno, NV

UnscoredInsufficient · 0
$30,99850,006 mi

Reno, NV

2021 BMW X5 40i

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

2021 BMW X5 40i

Reno, NV

Fair PriceModerate · 26
$31,39365,946 mi

Market: $24,756 – $36,047

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Reno, NV

2020 BMW X5 40i

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

2020 BMW X5 40i

Reno, NV

UnscoredInsufficient · 0
$31,49634,896 mi

Reno, NV

2023 BMW i4 40

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

2023 BMW i4 40

Reno, NV

Unscored
$31,98642,970 mi

Comparison: 8 similar vehicles

Reno, NV

2025 BMW X1 28i

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

2025 BMW X1 28i

Reno, NV

Unscored
$31,99523,976 mi

Comparison: 5 similar vehicles

Reno, NV

2021 BMW X5 40i

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

2021 BMW X5 40i

Reno, NV

UnscoredInsufficient · 0
$32,72149,321 mi

Reno, NV

2025 BMW X1 28i

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

2025 BMW X1 28i

Reno, NV

UnscoredInsufficient · 3
$33,89621,308 mi

Comparison: 3 similar vehicles

Reno, NV

2024 BMW X3 30i

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

2024 BMW X3 30i

Reno, NV

OverpricedRobust · 52
$35,49644,087 mi

Market: $26,369 – $35,169

Comparison: 52 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Reno, NV

2024 BMW X3 30i

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

2024 BMW X3 30i

Reno, NV

Unscored
$36,49622,728 mi

Comparison: 5 similar vehicles

Reno, NV

2023 BMW X3 30i

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

2023 BMW X3 30i

Reno, NV

Fair PriceModerate · 45
$36,89611,253 mi

Market: $31,169 – $40,076

Comparison: 45 similar vehicles

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

Reno, NV

2011 BMW 3 Series M3

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

2011 BMW 3 Series M3

Reno, NV

UnscoredInsufficient · 0
$37,39834,631 mi

Reno, NV

2021 BMW X7 40i

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

2021 BMW X7 40i

Reno, NV

UnscoredInsufficient · 0
$37,55759,694 mi

Reno, NV

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 recently 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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