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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 11, 2026

7.3M+

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

102 listings found

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Norfolk, VA

UnscoredInsufficient · 3
$2,992200,000 mi

Comparison: 3 similar vehicles

Norfolk, VA

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Norfolk, VA

Unscored
$3,500167,966 mi

Comparison: 10 similar vehicles

Norfolk, VA

2007 BMW X3 3.0si

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

2007 BMW X3 3.0si

Norfolk, VA

UnscoredInsufficient · 3
$4,500142,505 mi

Comparison: 3 similar vehicles

Norfolk, VA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Norfolk, VA

Unscored
$4,740159,000 mi

Comparison: 6 similar vehicles

Norfolk, 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

Norfolk, VA

Unscored
$4,999158,221 mi

Comparison: 13 similar vehicles

Norfolk, VA

2009 BMW 5 Series 528xi

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

2009 BMW 5 Series 528xi

Norfolk, VA

UnscoredInsufficient · 0
$4,999123,362 mi

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 4
$5,500141,539 mi

Comparison: 4 similar vehicles

Norfolk, 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

Norfolk, VA

Unscored
$5,500133,076 mi

Comparison: 13 similar vehicles

Norfolk, VA

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

Norfolk, VA

Unscored
$5,581112,830 mi

Comparison: 7 similar vehicles

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 3
$5,750142,675 mi

Comparison: 3 similar vehicles

Norfolk, VA

2008 BMW 3 Series 328xi

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

2008 BMW 3 Series 328xi

Norfolk, VA

UnscoredInsufficient · 0
$5,99998,237 mi

Norfolk, VA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Norfolk, VA

Unscored
$6,000139,118 mi

Comparison: 6 similar vehicles

Norfolk, VA

2016 BMW 5 Series 535i

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

2016 BMW 5 Series 535i

Norfolk, VA

UnscoredInsufficient · 3
$6,500251,916 mi

Comparison: 3 similar vehicles

Norfolk, VA

2013 BMW 5 Series 528i

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

2013 BMW 5 Series 528i

Norfolk, VA

Unscored
$6,500100,291 mi

Comparison: 6 similar vehicles

Norfolk, VA

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

Norfolk, VA

Unscored
$6,800167,533 mi

Comparison: 7 similar vehicles

Norfolk, VA

2009 BMW X3 xDrive30i

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

2009 BMW X3 xDrive30i

Norfolk, VA

UnscoredInsufficient · 3
$6,800157,000 mi

Comparison: 3 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$6,995138,913 mi

Comparison: 12 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$6,999144,169 mi

Comparison: 22 similar vehicles

Norfolk, VA

2016 BMW X1 28i

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

2016 BMW X1 28i

Norfolk, VA

Great DealModerate · 34
$6,999104,005 mi

Market: $7,999 – $15,990

Comparison: 34 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 9 days listed (based on current market benchmarks)

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 4
$6,999146,076 mi

Comparison: 4 similar vehicles

Norfolk, VA

2014 BMW X3 xDrive35i

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

2014 BMW X3 xDrive35i

Norfolk, VA

Unscored
$6,999122,994 mi

Comparison: 10 similar vehicles

Norfolk, VA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Norfolk, VA

Unscored
$6,999139,236 mi

Comparison: 6 similar vehicles

Norfolk, VA

2013 BMW X1 28i

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

2013 BMW X1 28i

Norfolk, VA

Unscored
$6,999140,482 mi

Comparison: 6 similar vehicles

Norfolk, VA

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Norfolk, VA

Unscored
$6,999151,411 mi

Comparison: 10 similar vehicles

Norfolk, VA

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Norfolk, VA

UnscoredInsufficient · 3
$6,999122,385 mi

Comparison: 3 similar vehicles

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 3
$7,495102,140 mi

Comparison: 3 similar vehicles

Norfolk, VA

2013 BMW X5 xDrive35i Sport Activity

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

2013 BMW X5 xDrive35i Sport Activity

Norfolk, VA

UnscoredInsufficient · 3
$7,499129,588 mi

Comparison: 3 similar vehicles

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 4
$7,500109,998 mi

Comparison: 4 similar vehicles

Norfolk, VA

2014 BMW X6 xDrive35i

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

2014 BMW X6 xDrive35i

Norfolk, VA

UnscoredInsufficient · 0
$7,500112,785 mi

Norfolk, VA

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Norfolk, VA

UnscoredInsufficient · 3
$7,50099,345 mi

Comparison: 3 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$7,823172,657 mi

Comparison: 12 similar vehicles

Norfolk, VA

2014 BMW 3 Series 328d

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

2014 BMW 3 Series 328d

Norfolk, VA

Unscored
$7,999146,478 mi

Comparison: 6 similar vehicles

Norfolk, VA

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

Norfolk, VA

Fair PriceLimited · 10
$7,999117,516 mi

Market: $5,795 – $11,298

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Norfolk, VA

2011 BMW 5 Series 550i

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

2011 BMW 5 Series 550i

Norfolk, VA

UnscoredInsufficient · 4
$8,311115,433 mi

Comparison: 4 similar vehicles

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 3
$8,500146,590 mi

Comparison: 3 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$8,988114,250 mi

Comparison: 8 similar vehicles

Norfolk, VA

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

Norfolk, VA

UnscoredInsufficient · 4
$8,995119,038 mi

Comparison: 4 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$8,995125,415 mi

Comparison: 6 similar vehicles

Norfolk, VA

2013 BMW 5 Series 535i

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

2013 BMW 5 Series 535i

Norfolk, VA

UnscoredInsufficient · 3
$8,995132,556 mi

Comparison: 3 similar vehicles

Norfolk, VA

2012 BMW X5 xDrive35i Premium

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

2012 BMW X5 xDrive35i Premium

Norfolk, VA

UnscoredInsufficient · 3
$8,995137,642 mi

Comparison: 3 similar vehicles

Norfolk, VA

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Norfolk, VA

UnscoredInsufficient · 0
$8,99551,144 mi

Norfolk, VA

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Norfolk, VA

Unscored
$8,999138,593 mi

Comparison: 34 similar vehicles

Norfolk, VA

2017 BMW 3 Series 320i

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

2017 BMW 3 Series 320i

Norfolk, VA

Unscored
$8,999128,790 mi

Comparison: 7 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$8,999157,557 mi

Comparison: 38 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$8,999111,981 mi

Comparison: 8 similar vehicles

Norfolk, VA

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

Norfolk, VA

Unscored
$8,999119,694 mi

Comparison: 6 similar vehicles

Norfolk, VA

2017 BMW 5 Series 530i

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

2017 BMW 5 Series 530i

Norfolk, VA

Great DealLimited · 15
$9,99598,460 mi

Market: $11,998 – $22,794

Comparison: 15 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Norfolk, VA

2016 BMW 2 Series 228i

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

2016 BMW 2 Series 228i

Norfolk, VA

Fair PriceLimited · 15
$9,99596,760 mi

Market: $8,499 – $16,039

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Norfolk, VA

2018 BMW 5 Series 530i

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

2018 BMW 5 Series 530i

Norfolk, VA

UnscoredInsufficient · 4
$9,999166,224 mi

Comparison: 4 similar vehicles

Norfolk, VA

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Norfolk, VA

Fair PriceModerate · 23
$9,999113,432 mi

Market: $6,699 – $17,998

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Norfolk, VA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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