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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 30, 2026

6M+

Unique vehicles analyzed

as of October 30, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

376 listings found

2008 Mazda MAZDA3 i Sport

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

2008 Mazda MAZDA3 i Sport

Albuquerque, NM

UnscoredInsufficient · 0
$4,990158,926 mi

Albuquerque, NM

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Albuquerque, NM

UnscoredInsufficient · 0
$4,990145,118 mi

Albuquerque, NM

No Photo

2012 Mazda MAZDA5 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$5,990148,883 mi

Albuquerque, NM

2013 Mazda MAZDA3 i SV

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

2013 Mazda MAZDA3 i SV

Albuquerque, NM

UnscoredInsufficient · 0
$5,999130,204 mi

Albuquerque, NM

2014 Mazda CX-9 Sport

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

2014 Mazda CX-9 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$6,900143,313 mi

Albuquerque, NM

2015 Mazda MAZDA3 i Touring

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

2015 Mazda MAZDA3 i Touring

Albuquerque, NM

UnscoredInsufficient · 3
$7,499145,805 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2015 Mazda MAZDA3 i Grand Touring

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

2015 Mazda MAZDA3 i Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$8,489141,646 mi

Albuquerque, NM

2018 Mazda CX-9 Touring

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

2018 Mazda CX-9 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$8,995211,000 mi

Albuquerque, NM

2010 Mazda MAZDA6 s Touring

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

2010 Mazda MAZDA6 s Touring

Albuquerque, NM

UnscoredInsufficient · 0
$9,20787,764 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$9,20798,662 mi

Albuquerque, NM

2016 Mazda CX-3 Grand Touring

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

2016 Mazda CX-3 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$9,850149,234 mi

Albuquerque, NM

2014 Mazda MAZDA6 i Grand Touring

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

2014 Mazda MAZDA6 i Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$9,990147,779 mi

Albuquerque, NM

2018 Mazda CX-9 Grand Touring

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

2018 Mazda CX-9 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$10,900196,000 mi

Albuquerque, NM

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$11,50051,442 mi

Albuquerque, NM

2021 Mazda Mazda3 Select

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

2021 Mazda Mazda3 Select

Albuquerque, NM

UnscoredInsufficient · 0
$11,900206,365 mi

Albuquerque, NM

2019 Mazda CX-9 Sport

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

2019 Mazda CX-9 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$11,900159,000 mi

Albuquerque, NM

2021 Mazda Mazda3 Select

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

2021 Mazda Mazda3 Select

Albuquerque, NM

UnscoredInsufficient · 0
$13,90049,637 mi

Albuquerque, NM

2018 Mazda CX-9 Touring

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

2018 Mazda CX-9 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$13,900106,963 mi

Albuquerque, NM

2017 Mazda Mazda3 Sport

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

2017 Mazda Mazda3 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$13,998118,128 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$14,900142,733 mi

Albuquerque, NM

2020 Mazda CX-3 Sport

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

2020 Mazda CX-3 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$14,950103,509 mi

Albuquerque, NM

2016 Mazda CX-5 Sport

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

2016 Mazda CX-5 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$14,99890,845 mi

Albuquerque, NM

2017 Mazda CX-3 Touring

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

2017 Mazda CX-3 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$15,000100,407 mi

Albuquerque, NM

2021 Mazda CX-30 Select

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

2021 Mazda CX-30 Select

Albuquerque, NM

UnscoredInsufficient · 0
$15,700119,445 mi

Albuquerque, NM

2018 Mazda Mazda3 Touring

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

2018 Mazda Mazda3 Touring

Albuquerque, NM

UnscoredInsufficient · 4
$15,95083,452 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 4
$15,99891,592 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2021 Mazda CX-3 Sport

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

2021 Mazda CX-3 Sport

Albuquerque, NM

UnscoredInsufficient · 0
$16,99892,885 mi

Albuquerque, NM

2015 Mazda MAZDA3 i Touring

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

2015 Mazda MAZDA3 i Touring

Albuquerque, NM

UnscoredInsufficient · 3
$16,99863,471 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$17,00093,590 mi

Albuquerque, NM

2016 Mazda CX-5 Touring

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

2016 Mazda CX-5 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$17,38472,275 mi

Albuquerque, NM

2021 Mazda CX-9 Grand Touring

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

2021 Mazda CX-9 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$17,500118,652 mi

Albuquerque, NM

2017 Mazda CX-5 Grand Select

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

2017 Mazda CX-5 Grand Select

Albuquerque, NM

UnscoredInsufficient · 3
$17,69590,335 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2019 Mazda Mazda3 Select

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

2019 Mazda Mazda3 Select

Albuquerque, NM

UnscoredInsufficient · 0
$19,00046,474 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 4
$19,09649,086 mi

Comparison: 4 similar vehicles

Albuquerque, NM

No Photo

2024 Mazda CX-30 Select Sport

Albuquerque, NM

Unscored
$20,09652,481 mi

Comparison: 5 similar vehicles

Albuquerque, NM

2021 Mazda CX-5 Grand Touring Reserve

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

2021 Mazda CX-5 Grand Touring Reserve

Albuquerque, NM

UnscoredInsufficient · 4
$20,884114,880 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2019 Mazda CX-5 Grand Touring Reserve

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

2019 Mazda CX-5 Grand Touring Reserve

Albuquerque, NM

UnscoredInsufficient · 3
$20,88467,706 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2021 Mazda CX-5 Touring

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

2021 Mazda CX-5 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$20,99864,728 mi

Albuquerque, NM

2022 Mazda CX-9 Signature

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

2022 Mazda CX-9 Signature

Albuquerque, NM

UnscoredInsufficient · 0
$21,29892,153 mi

Albuquerque, NM

2021 Mazda CX-5 Touring

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

2021 Mazda CX-5 Touring

Albuquerque, NM

UnscoredInsufficient · 0
$21,90060,312 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$21,99836,681 mi

Albuquerque, NM

2025 Mazda Mazda3 Select Sport

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

2025 Mazda Mazda3 Select Sport

Albuquerque, NM

Unscored
$22,68746,282 mi

Comparison: 5 similar vehicles

Albuquerque, NM

2024 Mazda Mazda3 Preferred

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

2024 Mazda Mazda3 Preferred

Albuquerque, NM

UnscoredInsufficient · 0
$22,98421,356 mi

Albuquerque, NM

2021 Mazda MAZDA6 Grand Touring

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

2021 Mazda MAZDA6 Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$22,98464,751 mi

Albuquerque, NM

2024 Mazda CX-5 S Select Package

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

2024 Mazda CX-5 S Select Package

Albuquerque, NM

Unscored
$22,99050,505 mi

Comparison: 8 similar vehicles

Albuquerque, NM

2025 Mazda Mazda3 Preferred

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

2025 Mazda Mazda3 Preferred

Albuquerque, NM

UnscoredInsufficient · 0
$22,99850,839 mi

Albuquerque, NM

2015 Mazda MX-5 Miata Grand Touring Hard Top

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

2015 Mazda MX-5 Miata Grand Touring Hard Top

Albuquerque, NM

UnscoredInsufficient · 0
$22,99831,075 mi

Albuquerque, NM

2025 Mazda Mazda3 Preferred

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

2025 Mazda Mazda3 Preferred

Albuquerque, NM

UnscoredInsufficient · 0
$23,03615,871 mi

Albuquerque, NM

2022 Mazda CX-5 S Premium package

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

2022 Mazda CX-5 S Premium package

Albuquerque, NM

UnscoredInsufficient · 0
$23,43462,208 mi

Albuquerque, NM

2024 Mazda CX-30 Select Sport

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

2024 Mazda CX-30 Select Sport

Albuquerque, NM

UnscoredInsufficient · 0
$23,99826,207 mi

Albuquerque, NM

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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