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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 27, 2026

6.1M+

Unique vehicles analyzed

as of October 27, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

75 listings found

2004 BMW X3 3.0i

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

2004 BMW X3 3.0i

Charlottesville, VA

UnscoredInsufficient · 4
$4,495171,616 mi

Comparison: 4 similar vehicles

Charlottesville, VA

2005 BMW X3 3.0i

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

2005 BMW X3 3.0i

Charlottesville, VA

UnscoredInsufficient · 4
$4,500250,000 mi

Comparison: 4 similar vehicles

Charlottesville, VA

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Charlottesville, VA

UnscoredInsufficient · 4
$5,995148,094 mi

Comparison: 4 similar vehicles

Charlottesville, VA

2001 BMW 5 Series 530i

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

2001 BMW 5 Series 530i

Charlottesville, VA

UnscoredInsufficient · 0
$5,995289,123 mi

Charlottesville, VA

2014 BMW X3 xDrive28i

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

2014 BMW X3 xDrive28i

Charlottesville, VA

UnscoredModerate · 30
$6,798166,357 mi

Comparison: 30 similar vehicles

Charlottesville, VA

2012 BMW X3 xDrive35i

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

2012 BMW X3 xDrive35i

Charlottesville, VA

UnscoredInsufficient · 0
$7,495150,576 mi

Charlottesville, VA

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Charlottesville, VA

Fair PriceLimited · 10
$7,995113,103 mi

Market: $3,995 – $9,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Charlottesville, VA

2011 BMW X5 xDrive35i Premium

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

2011 BMW X5 xDrive35i Premium

Charlottesville, VA

UnscoredInsufficient · 3
$8,495174,332 mi

Comparison: 3 similar vehicles

Charlottesville, VA

2008 BMW 7 Series 750Li

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

2008 BMW 7 Series 750Li

Charlottesville, VA

UnscoredInsufficient · 0
$8,995139,675 mi

Charlottesville, VA

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

Charlottesville, VA

Fair PriceRobust · 64
$9,99576,896 mi

Market: $3,095 – $14,999

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Charlottesville, VA

2008 BMW X5 3.0si

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

2008 BMW X5 3.0si

Charlottesville, VA

UnscoredLimited · 5
$9,99599,456 mi

Comparison: 5 similar vehicles

Charlottesville, VA

2003 BMW 5 Series 525i

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

2003 BMW 5 Series 525i

Charlottesville, VA

UnscoredLimited · 5
$9,99598,817 mi

Comparison: 5 similar vehicles

Charlottesville, VA

2018 BMW X5 xDrive35i

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

2018 BMW X5 xDrive35i

Charlottesville, VA

UnscoredLimited · 11
$10,495204,626 mi

Comparison: 11 similar vehicles

Charlottesville, VA

2010 BMW X5 xDrive35d

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

2010 BMW X5 xDrive35d

Charlottesville, VA

UnscoredInsufficient · 0
$10,495160,299 mi

Charlottesville, VA

2003 BMW 3 Series 330

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

2003 BMW 3 Series 330

Charlottesville, VA

UnscoredInsufficient · 3
$10,99574,154 mi

Comparison: 3 similar vehicles

Charlottesville, VA

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Charlottesville, VA

UnscoredRobust · 80
$11,495121,827 mi

Comparison: 80 similar vehicles

Charlottesville, VA

2015 BMW X3 xDrive28d

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

2015 BMW X3 xDrive28d

Charlottesville, VA

UnscoredInsufficient · 0
$12,99592,018 mi

Charlottesville, VA

2018 BMW X5 xDrive35i

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

2018 BMW X5 xDrive35i

Charlottesville, VA

UnscoredRobust · 79
$13,195123,953 mi

Comparison: 79 similar vehicles

Charlottesville, VA

2021 BMW X1 28i

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

2021 BMW X1 28i

Charlottesville, VA

Fair PriceModerate · 41
$18,99596,750 mi

Market: $11,988 – $21,998

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Charlottesville, VA

2001 BMW 7 Series Base

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

2001 BMW 7 Series Base

Charlottesville, VA

UnscoredInsufficient · 0
$19,99569,223 mi

Charlottesville, VA

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

Charlottesville, VA

UnscoredInsufficient · 4
$21,79881,855 mi

Comparison: 4 similar vehicles

Charlottesville, VA

2017 BMW 5 Series 540i

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

2017 BMW 5 Series 540i

Charlottesville, VA

Fair PriceModerate · 46
$21,79885,494 mi

Market: $15,879 – $27,999

Comparison: 46 similar vehicles

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

Charlottesville, VA

2018 BMW X3 xDrive30i

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

2018 BMW X3 xDrive30i

Charlottesville, VA

UnscoredInsufficient · 0
$22,99841,274 mi

Charlottesville, VA

2017 BMW 7 Series 740i

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

2017 BMW 7 Series 740i

Charlottesville, VA

UnscoredInsufficient · 0
$24,99511,360 mi

Charlottesville, VA

2024 BMW X3 30i

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

2024 BMW X3 30i

Charlottesville, VA

Fair PriceLimited · 11
$36,99834,896 mi

Market: $33,910 – $36,998

Comparison: 11 similar vehicles

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

Charlottesville, VA

2023 BMW X4 M40i

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

2023 BMW X4 M40i

Charlottesville, VA

UnscoredInsufficient · 0
$44,79839,413 mi

Charlottesville, VA

2023 BMW X7 40i

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

2023 BMW X7 40i

Charlottesville, VA

Fair PriceRobust · 122
$44,99871,426 mi

Market: $39,943 – $55,587

Comparison: 122 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Charlottesville, VA

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

Charlottesville, VA

UnscoredInsufficient · 4
$46,2987,038 mi

Comparison: 4 similar vehicles

Charlottesville, VA

2026 BMW 2 Series M235

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

2026 BMW 2 Series M235

Charlottesville, VA

Fair PriceRobust · 121
$46,7986,175 mi

Market: $40,468 – $58,715

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Charlottesville, VA

2027 BMW X1 28i

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

2027 BMW X1 28i

Charlottesville, VA

UnscoredInsufficient · 4
$49,025Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2027 BMW X1 28i

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

2027 BMW X1 28i

Charlottesville, VA

UnscoredInsufficient · 4
$49,075Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2026 BMW X3 30

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

2026 BMW X3 30

Charlottesville, VA

Fair PriceModerate · 34
$49,2985,536 mi

Market: $43,798 – $56,798

Comparison: 34 similar vehicles

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

Charlottesville, VA

2024 BMW X5 40i

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

2024 BMW X5 40i

Charlottesville, VA

Fair PriceModerate · 20
$49,79841,067 mi

Market: $47,798 – $50,798

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Charlottesville, VA

2027 BMW X1 28i

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

2027 BMW X1 28i

Charlottesville, VA

UnscoredInsufficient · 4
$50,165Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2027 BMW X1 28i

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

2027 BMW X1 28i

Charlottesville, VA

UnscoredInsufficient · 4
$50,225Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2024 BMW X5 40i

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

2024 BMW X5 40i

Charlottesville, VA

Fair PriceRobust · 276
$51,79830,760 mi

Market: $45,475 – $61,977

Comparison: 276 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Charlottesville, VA

2026 BMW X1 28i

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

2026 BMW X1 28i

Charlottesville, VA

Fair PriceRobust · 134
$51,994Mileage not verified

Market: $45,654 – $54,926

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 321 days listed (based on current market benchmarks)

Charlottesville, VA

2019 BMW 8 Series M850i

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

2019 BMW 8 Series M850i

Charlottesville, VA

UnscoredModerate · 20
$51,99827,781 mi

Comparison: 20 similar vehicles

Charlottesville, VA

2027 BMW X1 28i

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

2027 BMW X1 28i

Charlottesville, VA

UnscoredInsufficient · 4
$52,525Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2027 BMW X2 28i

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

2027 BMW X2 28i

Charlottesville, VA

Fair PriceModerate · 48
$54,295Mileage not verified

Market: $48,200 – $57,844

Comparison: 48 similar vehicles

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

Charlottesville, VA

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

Charlottesville, VA

Fair PriceRobust · 196
$57,150Mileage not verified

Market: $51,640 – $63,350

Comparison: 196 similar vehicles

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

Charlottesville, VA

2024 BMW X5 40i

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

2024 BMW X5 40i

Charlottesville, VA

Fair PriceLimited · 18
$57,29822,478 mi

Market: $49,798 – $59,798

Comparison: 18 similar vehicles

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

Charlottesville, VA

2026 BMW X3 30

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

2026 BMW X3 30

Charlottesville, VA

UnscoredLimited · 8
$58,499Mileage not verified

Comparison: 8 similar vehicles

Charlottesville, VA

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

Charlottesville, VA

UnscoredInsufficient · 4
$59,589Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

2026 BMW 5 Series 530i

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

2026 BMW 5 Series 530i

Charlottesville, VA

UnscoredRobust · 577
$59,7988,576 mi

Comparison: 577 similar vehicles

Charlottesville, VA

2026 BMW X3 30

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

2026 BMW X3 30

Charlottesville, VA

UnscoredLimited · 8
$60,489Mileage not verified

Comparison: 8 similar vehicles

Charlottesville, VA

2026 BMW X3 30

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

2026 BMW X3 30

Charlottesville, VA

UnscoredLimited · 8
$61,739Mileage not verified

Comparison: 8 similar vehicles

Charlottesville, VA

2026 BMW X3 30

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

2026 BMW X3 30

Charlottesville, VA

UnscoredLimited · 8
$62,299Mileage not verified

Comparison: 8 similar vehicles

Charlottesville, VA

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

Charlottesville, VA

Fair PriceRobust · 196
$62,315Mileage not verified

Market: $51,640 – $63,350

Comparison: 196 similar vehicles

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

Charlottesville, VA

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

Charlottesville, VA

UnscoredInsufficient · 4
$62,839Mileage not verified

Comparison: 4 similar vehicles

Charlottesville, VA

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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