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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

2,636 listings found

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Phoenix, AZ

UnscoredInsufficient · 0
$2,900168,787 mi

Phoenix, AZ

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

Mesa, AZ

UnscoredInsufficient · 3
$3,000202,470 mi

Comparison: 3 similar vehicles

Mesa, AZ

2002 BMW 3 Series Base

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

2002 BMW 3 Series Base

Phoenix, AZ

UnscoredInsufficient · 0
$3,500140,853 mi

Phoenix, AZ

2011 BMW X5 xDrive35i

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

2011 BMW X5 xDrive35i

Chandler, AZ

UnscoredInsufficient · 0
$4,900142,507 mi

Chandler, AZ

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Mesa, AZ

UnscoredInsufficient · 0
$4,900107,894 mi

Mesa, AZ

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

Phoenix, AZ

Salvage title
$4,950125,000 mi

Phoenix, AZ

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

Mesa, AZ

UnscoredInsufficient · 0
$5,471182,000 mi

Mesa, AZ

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

Phoenix, AZ

Unscored
$5,500133,107 mi

Comparison: 8 similar vehicles

Phoenix, AZ

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Phoenix, AZ

UnscoredInsufficient · 0
$5,500105,181 mi

Phoenix, AZ

2015 BMW X1 28i

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

2015 BMW X1 28i

Phoenix, AZ

UnscoredInsufficient · 3
$5,650153,000 mi

Comparison: 3 similar vehicles

Phoenix, AZ

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

Chandler, AZ

UnscoredInsufficient · 0
$5,900142,883 mi

Chandler, AZ

2007 BMW 5 Series 550i

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

2007 BMW 5 Series 550i

Mesa, AZ

UnscoredInsufficient · 0
$5,953164,374 mi

Mesa, AZ

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

Phoenix, AZ

Salvage title
$5,995114,812 mi

Phoenix, AZ

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Mesa, AZ

Unscored
$6,418109,009 mi

Comparison: 7 similar vehicles

Mesa, AZ

2011 BMW 5 Series 528i

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

2011 BMW 5 Series 528i

Phoenix, AZ

UnscoredInsufficient · 3
$6,495149,251 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2008 BMW 5 Series 528i

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

2008 BMW 5 Series 528i

Mesa, AZ

UnscoredInsufficient · 0
$6,495125,116 mi

Mesa, AZ

2014 BMW X1 28i

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

2014 BMW X1 28i

Phoenix, AZ

UnscoredInsufficient · 0
$6,500103,682 mi

Phoenix, AZ

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

Phoenix, AZ

Unscored
$6,777147,000 mi

Comparison: 6 similar vehicles

Phoenix, AZ

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

Chandler, AZ

UnscoredInsufficient · 3
$6,900173,154 mi

Comparison: 3 similar vehicles

Chandler, AZ

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

Phoenix, AZ

Fair PriceLimited · 11
$6,900119,000 mi

Market: $6,995 – $10,379

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 45 days listed (based on current market benchmarks)

Phoenix, AZ

2006 BMW 5 Series 525i

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

2006 BMW 5 Series 525i

Mesa, AZ

UnscoredInsufficient · 0
$6,950180,910 mi

Mesa, AZ

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

Phoenix, AZ

Unscored
$6,995126,279 mi

Comparison: 11 similar vehicles

Phoenix, AZ

2015 BMW i3 Giga World

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

2015 BMW i3 Giga World

Phoenix, AZ

UnscoredInsufficient · 0
$6,99572,027 mi

Phoenix, AZ

2012 BMW X5 xDrive35i

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

2012 BMW X5 xDrive35i

Glendale, AZ

UnscoredInsufficient · 0
$6,995121,500 mi

Glendale, AZ

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

Scottsdale, AZ

Unscored
$6,995126,796 mi

Comparison: 8 similar vehicles

Scottsdale, AZ

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

Phoenix, AZ

UnscoredInsufficient · 0
$6,99584,979 mi

Phoenix, AZ

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

Mesa, AZ

Unscored
$6,999120,545 mi

Comparison: 12 similar vehicles

Mesa, AZ

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

Phoenix, AZ

Unscored
$7,000189,520 mi

Comparison: 8 similar vehicles

Phoenix, AZ

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

Phoenix, AZ

Fair PriceLimited · 12
$7,299119,164 mi

Market: $6,999 – $15,950

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Phoenix, AZ

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Phoenix, AZ

Unscored
$7,300131,476 mi

Comparison: 6 similar vehicles

Phoenix, AZ

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Scottsdale, AZ

UnscoredInsufficient · 0
$7,312123,138 mi

Scottsdale, AZ

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

Mesa, AZ

Unscored
$7,499103,678 mi

Comparison: 5 similar vehicles

Mesa, AZ

2004 BMW 3 Series 330

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

2004 BMW 3 Series 330

Phoenix, AZ

UnscoredInsufficient · 0
$7,50085,951 mi

Phoenix, AZ

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

Phoenix, AZ

Unscored
$7,576122,135 mi

Comparison: 12 similar vehicles

Phoenix, AZ

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

Tempe, AZ

Unscored
$7,594116,555 mi

Comparison: 6 similar vehicles

Tempe, AZ

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

Chandler, AZ

Fair PriceLimited · 12
$7,600105,980 mi

Market: $6,999 – $15,950

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Chandler, AZ

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

Phoenix, AZ

UnscoredInsufficient · 0
$7,900129,940 mi

Phoenix, AZ

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Phoenix, AZ

UnscoredInsufficient · 4
$7,90093,211 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2004 BMW Z4 3

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

2004 BMW Z4 3

Phoenix, AZ

UnscoredInsufficient · 0
$7,90069,243 mi

Phoenix, AZ

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Mesa, AZ

UnscoredInsufficient · 0
$7,950119,000 mi

Mesa, AZ

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

Phoenix, AZ

Unscored
$7,988134,783 mi

Comparison: 10 similar vehicles

Phoenix, AZ

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

Mesa, AZ

Fair PriceLimited · 11
$7,991114,187 mi

Market: $6,999 – $15,950

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Mesa, AZ

2015 BMW X1 28i

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

2015 BMW X1 28i

Phoenix, AZ

UnscoredInsufficient · 3
$7,99580,797 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2013 BMW X5 xDrive35i

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

2013 BMW X5 xDrive35i

Phoenix, AZ

UnscoredInsufficient · 0
$7,995136,104 mi

Phoenix, AZ

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

Phoenix, AZ

Unscored
$7,995140,150 mi

Comparison: 8 similar vehicles

Phoenix, AZ

2012 BMW 7 Series 750i

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

2012 BMW 7 Series 750i

Glendale, AZ

UnscoredInsufficient · 0
$7,995122,330 mi

Glendale, AZ

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

Glendale, AZ

Unscored
$7,99597,570 mi

Comparison: 6 similar vehicles

Glendale, AZ

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Phoenix, AZ

UnscoredInsufficient · 0
$7,99592,761 mi

Phoenix, AZ

2002 BMW Z3 2.5

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

2002 BMW Z3 2.5

Phoenix, AZ

UnscoredInsufficient · 0
$7,995127,155 mi

Phoenix, AZ

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

Mesa, AZ

Unscored
$7,999132,474 mi

Comparison: 6 similar vehicles

Mesa, AZ

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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