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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

1,312 listings found

2006 BMW 3 Series 325xi

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

2006 BMW 3 Series 325xi

Naperville, IL

UnscoredInsufficient · 0
$3,499173,823 mi

Naperville, IL

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

Chicago, IL

UnscoredInsufficient · 0
$3,995153,000 mi

Chicago, IL

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

Naperville, IL

Unscored
$4,600193,689 mi

Comparison: 14 similar vehicles

Naperville, IL

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Chicago, IL

Unscored
$4,900238,429 mi

Comparison: 20 similar vehicles

Chicago, IL

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

Naperville, IL

Unscored
$4,999178,629 mi

Comparison: 14 similar vehicles

Naperville, IL

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

Chicago, IL

UnscoredInsufficient · 4
$5,995138,081 mi

Comparison: 4 similar vehicles

Chicago, IL

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

Chicago, IL

UnscoredInsufficient · 4
$6,800154,407 mi

Comparison: 4 similar vehicles

Chicago, IL

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

Chicago, IL

UnscoredInsufficient · 3
$6,877123,415 mi

Comparison: 3 similar vehicles

Chicago, IL

2008 BMW 5 Series 535xi

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

2008 BMW 5 Series 535xi

Chicago, IL

UnscoredInsufficient · 0
$6,900197,472 mi

Chicago, IL

2013 BMW X1 28i

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

2013 BMW X1 28i

Aurora, IL

UnscoredInsufficient · 3
$6,995120,969 mi

Comparison: 3 similar vehicles

Aurora, IL

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

Chicago, IL

Unscored
$6,995119,605 mi

Comparison: 8 similar vehicles

Chicago, IL

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

Chicago, IL

Unscored
$6,995124,005 mi

Comparison: 7 similar vehicles

Chicago, IL

2011 BMW X5 xDrive35i

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

2011 BMW X5 xDrive35i

Chicago, IL

UnscoredInsufficient · 3
$6,995144,352 mi

Comparison: 3 similar vehicles

Chicago, IL

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

Chicago, IL

Unscored
$6,995201,320 mi

Comparison: 9 similar vehicles

Chicago, IL

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

Chicago, IL

UnscoredInsufficient · 0
$6,995142,587 mi

Chicago, IL

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

Chicago, IL

Fair PriceLimited · 10
$6,995116,199 mi

Market: $3,749 – $9,685

Comparison: 10 similar vehicles

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

Chicago, IL

2015 BMW X1 28i

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

2015 BMW X1 28i

Chicago, IL

Unscored
$6,997166,107 mi

Comparison: 10 similar vehicles

Chicago, IL

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

Chicago, IL

Fair PriceModerate · 23
$7,30099,083 mi

Market: $5,499 – $14,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Chicago, IL

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Chicago, IL

Unscored
$7,360146,191 mi

Comparison: 12 similar vehicles

Chicago, IL

2013 BMW X5 xDrive35i

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

2013 BMW X5 xDrive35i

Chicago, IL

Unscored
$7,367144,500 mi

Comparison: 7 similar vehicles

Chicago, IL

2007 BMW Z4 3.0si

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

2007 BMW Z4 3.0si

Naperville, IL

UnscoredInsufficient · 0
$7,600116,896 mi

Naperville, IL

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

Naperville, IL

Unscored
$7,970132,845 mi

Comparison: 15 similar vehicles

Naperville, IL

2014 BMW X3 xDrive35i

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

2014 BMW X3 xDrive35i

Naperville, IL

Unscored
$7,990118,836 mi

Comparison: 5 similar vehicles

Naperville, IL

2013 BMW X3 xDrive35i

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

2013 BMW X3 xDrive35i

Naperville, IL

UnscoredInsufficient · 0
$7,990104,242 mi

Naperville, IL

2017 BMW X3 sDrive28i

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

2017 BMW X3 sDrive28i

Chicago, IL

UnscoredInsufficient · 0
$7,995Mileage not verified

Chicago, IL

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

Chicago, IL

Fair PriceLimited · 15
$7,995111,923 mi

Market: $4,600 – $10,900

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Chicago, IL

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

Naperville, IL

UnscoredInsufficient · 4
$8,490111,249 mi

Comparison: 4 similar vehicles

Naperville, IL

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

Chicago, IL

Unscored
$8,600121,355 mi

Comparison: 10 similar vehicles

Chicago, IL

2008 BMW 6 Series 650i

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

2008 BMW 6 Series 650i

Naperville, IL

UnscoredInsufficient · 0
$8,60091,432 mi

Naperville, IL

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Chicago, IL

Fair PriceModerate · 26
$8,700118,693 mi

Market: $3,900 – $15,540

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Chicago, IL

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

Naperville, IL

Fair PriceLimited · 11
$8,90083,793 mi

Market: $2,900 – $10,791

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Naperville, IL

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

Chicago, IL

Fair PriceLimited · 10
$8,900109,671 mi

Market: $6,995 – $10,210

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Chicago, IL

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

Chicago, IL

Unscored
$8,99573,969 mi

Comparison: 9 similar vehicles

Chicago, IL

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Chicago, IL

UnscoredInsufficient · 0
$8,995117,457 mi

Chicago, IL

2015 BMW X4 xDrive28i

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

2015 BMW X4 xDrive28i

Naperville, IL

UnscoredInsufficient · 3
$8,998153,485 mi

Comparison: 3 similar vehicles

Naperville, IL

2015 BMW X1 28i

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

2015 BMW X1 28i

Chicago, IL

Fair PriceLimited · 15
$9,32591,120 mi

Market: $5,999 – $14,998

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Chicago, IL

2014 BMW X3 xDrive28i

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

2014 BMW X3 xDrive28i

Chicago, IL

Fair PriceLimited · 16
$9,367Mileage not verified

Market: $3,700 – $10,590

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 239 days listed (based on current market benchmarks)

Chicago, IL

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Chicago, IL

Unscored
$9,498120,384 mi

Comparison: 17 similar vehicles

Chicago, IL

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

Naperville, IL

Unscored
$9,498125,112 mi

Comparison: 15 similar vehicles

Naperville, IL

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

Naperville, IL

Unscored
$9,498134,135 mi

Comparison: 6 similar vehicles

Naperville, IL

2015 BMW 5 Series 528i

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

2015 BMW 5 Series 528i

Chicago, IL

Unscored
$9,59596,420 mi

Comparison: 8 similar vehicles

Chicago, IL

2015 BMW X5 xDrive50i

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

2015 BMW X5 xDrive50i

Naperville, IL

Unscored
$9,600174,970 mi

Comparison: 8 similar vehicles

Naperville, IL

2015 BMW X5 xDrive35d

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

2015 BMW X5 xDrive35d

Naperville, IL

UnscoredInsufficient · 3
$9,600166,675 mi

Comparison: 3 similar vehicles

Naperville, IL

2015 BMW X5 xDrive35d

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

2015 BMW X5 xDrive35d

Naperville, IL

UnscoredInsufficient · 3
$9,600158,240 mi

Comparison: 3 similar vehicles

Naperville, IL

2013 BMW 3 Series 320i

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

2013 BMW 3 Series 320i

Chicago, IL

UnscoredInsufficient · 3
$9,850114,162 mi

Comparison: 3 similar vehicles

Chicago, IL

2011 BMW 7 Series 750i

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

2011 BMW 7 Series 750i

Chicago, IL

UnscoredInsufficient · 0
$9,850117,812 mi

Chicago, IL

2014 BMW X5 xDrive35d

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

2014 BMW X5 xDrive35d

Chicago, IL

UnscoredInsufficient · 0
$9,950112,757 mi

Chicago, IL

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Naperville, IL

UnscoredInsufficient · 0
$9,95045,220 mi

Naperville, IL

2016 BMW X5 xDrive35i

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

2016 BMW X5 xDrive35i

Chicago, IL

Unscored
$9,995143,196 mi

Comparison: 42 similar vehicles

Chicago, IL

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

Chicago, IL

Fair PriceLimited · 17
$9,99595,375 mi

Market: $2,500 – $14,978

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Chicago, IL

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.
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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