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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 6, 2026

6.8M+

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

47 listings found

2010 Mazda MAZDA3 i Sport

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

2010 Mazda MAZDA3 i Sport

Norfolk, VA

UnscoredInsufficient · 3
$3,999156,504 mi

Comparison: 3 similar vehicles

Norfolk, VA

2014 Mazda MAZDA3 i Sport

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

2014 Mazda MAZDA3 i Sport

Norfolk, VA

UnscoredInsufficient · 4
$4,500224,106 mi

Comparison: 4 similar vehicles

Norfolk, VA

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Norfolk, VA

UnscoredInsufficient · 3
$4,500163,546 mi

Comparison: 3 similar vehicles

Norfolk, VA

2013 Mazda CX-9 Touring

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

2013 Mazda CX-9 Touring

Norfolk, VA

Unscored
$4,999143,926 mi

Comparison: 23 similar vehicles

Norfolk, VA

2012 Mazda CX-9 Touring

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

2012 Mazda CX-9 Touring

Norfolk, VA

UnscoredInsufficient · 0
$4,999170,800 mi

Norfolk, VA

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Norfolk, VA

UnscoredInsufficient · 3
$5,499113,023 mi

Comparison: 3 similar vehicles

Norfolk, VA

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Norfolk, VA

Unscored
$5,499141,996 mi

Comparison: 6 similar vehicles

Norfolk, VA

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Norfolk, VA

Unscored
$5,499142,980 mi

Comparison: 6 similar vehicles

Norfolk, VA

2010 Mazda MAZDA3 s Sport

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

2010 Mazda MAZDA3 s Sport

Norfolk, VA

Unscored
$5,600162,086 mi

Comparison: 23 similar vehicles

Norfolk, VA

2011 Mazda CX-9 Touring

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

2011 Mazda CX-9 Touring

Norfolk, VA

UnscoredInsufficient · 3
$5,995135,789 mi

Comparison: 3 similar vehicles

Norfolk, VA

2017 Mazda Mazda6 i Sport

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

2017 Mazda Mazda6 i Sport

Norfolk, VA

UnscoredInsufficient · 0
$5,999169,926 mi

Norfolk, VA

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Norfolk, VA

Unscored
$5,999149,129 mi

Comparison: 7 similar vehicles

Norfolk, VA

2015 Mazda CX-5 Touring

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

2015 Mazda CX-5 Touring

Norfolk, VA

UnscoredInsufficient · 4
$6,500168,150 mi

Comparison: 4 similar vehicles

Norfolk, VA

2014 Mazda CX-9 Touring

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

2014 Mazda CX-9 Touring

Norfolk, VA

Unscored
$6,995141,592 mi

Comparison: 5 similar vehicles

Norfolk, VA

2011 Mazda Mazda2 Sport

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

2011 Mazda Mazda2 Sport

Norfolk, VA

UnscoredInsufficient · 0
$6,99971,500 mi

Norfolk, VA

2013 Mazda CX-5 Sport

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

2013 Mazda CX-5 Sport

Norfolk, VA

UnscoredInsufficient · 4
$7,350155,570 mi

Comparison: 4 similar vehicles

Norfolk, VA

2017 Mazda Mazda3 Touring

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

2017 Mazda Mazda3 Touring

Norfolk, VA

Unscored
$7,500142,936 mi

Comparison: 9 similar vehicles

Norfolk, VA

2016 Mazda MAZDA6 i Sport

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

2016 Mazda MAZDA6 i Sport

Norfolk, VA

Unscored
$7,995155,908 mi

Comparison: 7 similar vehicles

Norfolk, VA

2014 Mazda MAZDA6 i Sport

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

2014 Mazda MAZDA6 i Sport

Norfolk, VA

UnscoredInsufficient · 3
$7,995146,458 mi

Comparison: 3 similar vehicles

Norfolk, VA

2017 Mazda Mazda6 i Sport

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

2017 Mazda Mazda6 i Sport

Norfolk, VA

UnscoredInsufficient · 0
$7,999144,521 mi

Norfolk, VA

2014 Mazda CX-5 Sport

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

2014 Mazda CX-5 Sport

Norfolk, VA

Unscored
$7,999155,839 mi

Comparison: 24 similar vehicles

Norfolk, VA

2015 Mazda MAZDA6 i Grand Touring

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

2015 Mazda MAZDA6 i Grand Touring

Norfolk, VA

Salvage title
$8,828106,632 mi

Norfolk, VA

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Norfolk, VA

Unscored
$8,995275,530 mi

Comparison: 6 similar vehicles

Norfolk, VA

2015 Mazda MAZDA3 i Sport

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

2015 Mazda MAZDA3 i Sport

Norfolk, VA

UnscoredInsufficient · 0
$9,99559,743 mi

Norfolk, VA

2014 Mazda CX-5 Grand Touring

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

2014 Mazda CX-5 Grand Touring

Norfolk, VA

UnscoredInsufficient · 4
$9,999106,536 mi

Comparison: 4 similar vehicles

Norfolk, VA

2009 Mazda MAZDA6 i Touring

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

2009 Mazda MAZDA6 i Touring

Norfolk, VA

UnscoredInsufficient · 0
$10,50058,312 mi

Norfolk, VA

2012 Mazda MAZDA6 i Touring

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

2012 Mazda MAZDA6 i Touring

Norfolk, VA

UnscoredInsufficient · 0
$12,495163,467 mi

Norfolk, VA

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Norfolk, VA

Unscored
$12,495157,494 mi

Comparison: 8 similar vehicles

Norfolk, VA

2017 Mazda Mazda6 i Touring

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

2017 Mazda Mazda6 i Touring

Norfolk, VA

Fair PriceModerate · 25
$12,50080,885 mi

Market: $8,495 – $18,990

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Norfolk, VA

2018 Mazda CX-3 Touring

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

2018 Mazda CX-3 Touring

Norfolk, VA

UnscoredInsufficient · 0
$12,60066,716 mi

Norfolk, VA

2006 Mazda MX-5 Miata Base

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

2006 Mazda MX-5 Miata Base

Norfolk, VA

UnscoredInsufficient · 0
$13,50023,943 mi

Norfolk, VA

2018 Mazda Mazda6 Sport

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

2018 Mazda Mazda6 Sport

Norfolk, VA

OverpricedModerate · 27
$15,45068,600 mi

Market: $11,794 – $13,599

Comparison: 27 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Norfolk, VA

2018 Mazda CX-5 Touring

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

2018 Mazda CX-5 Touring

Norfolk, VA

Fair PriceRobust · 85
$15,999106,843 mi

Market: $11,323 – $20,990

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Norfolk, VA

2022 Mazda CX-30 Preferred

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

2022 Mazda CX-30 Preferred

Norfolk, VA

UnscoredInsufficient · 0
$18,95060,949 mi

Norfolk, VA

2019 Mazda CX-9 Grand Touring

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

2019 Mazda CX-9 Grand Touring

Norfolk, VA

Fair PriceRobust · 52
$19,50095,136 mi

Market: $14,990 – $20,200

Comparison: 52 similar vehicles

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

Norfolk, VA

2022 Mazda CX-30 Select

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

2022 Mazda CX-30 Select

Norfolk, VA

Unscored
$21,46967,260 mi

Comparison: 20 similar vehicles

Norfolk, VA

2024 Mazda Mazda3 Select Sport

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

2024 Mazda Mazda3 Select Sport

Norfolk, VA

Fair PriceRobust · 58
$21,89248,007 mi

Market: $19,500 – $23,361

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Norfolk, VA

2022 Mazda CX-5 S Preferred package

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

2022 Mazda CX-5 S Preferred package

Norfolk, VA

Fair PriceModerate · 31
$22,91043,224 mi

Market: $22,888 – $25,595

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Norfolk, VA

2026 Mazda Mazda3 Preferred

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

2026 Mazda Mazda3 Preferred

Norfolk, VA

Unscored
$23,79911,341 mi

Comparison: 8 similar vehicles

Norfolk, VA

2025 Mazda CX-5 S Preferred package

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

2025 Mazda CX-5 S Preferred package

Norfolk, VA

Great DealLimited · 16
$23,99830,943 mi

Market: $24,994 – $29,887

Comparison: 16 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 154 days listed (based on current market benchmarks)

Norfolk, VA

2023 Mazda CX-5 S Carbon Edition

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

2023 Mazda CX-5 S Carbon Edition

Norfolk, VA

Unscored
$24,00061,630 mi

Comparison: 8 similar vehicles

Norfolk, VA

2026 Mazda CX-50 Premium

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

2026 Mazda CX-50 Premium

Norfolk, VA

UnscoredInsufficient · 4
$26,94527,038 mi

Comparison: 4 similar vehicles

Norfolk, VA

2026 Mazda Mazda3 Carbon Edition

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

2026 Mazda Mazda3 Carbon Edition

Norfolk, VA

UnscoredInsufficient · 4
$26,99912,554 mi

Comparison: 4 similar vehicles

Norfolk, VA

2026 Mazda CX-50 Premium

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

2026 Mazda CX-50 Premium

Norfolk, VA

UnscoredInsufficient · 4
$27,24424,801 mi

Comparison: 4 similar vehicles

Norfolk, VA

2026 Mazda CX-50 Premium

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

2026 Mazda CX-50 Premium

Norfolk, VA

UnscoredInsufficient · 4
$27,39123,689 mi

Comparison: 4 similar vehicles

Norfolk, VA

2026 Mazda CX-50 Premium

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

2026 Mazda CX-50 Premium

Norfolk, VA

UnscoredInsufficient · 4
$27,62521,937 mi

Comparison: 4 similar vehicles

Norfolk, VA

2026 Mazda CX-50 Premium

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

2026 Mazda CX-50 Premium

Norfolk, VA

UnscoredInsufficient · 4
$27,81820,488 mi

Comparison: 4 similar vehicles

Norfolk, 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 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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