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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

381 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

Memphis, TN

UnscoredInsufficient · 0
$4,500168,312 mi

Memphis, TN

2011 Mazda CX-7 i Sport

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

2011 Mazda CX-7 i Sport

Memphis, TN

UnscoredInsufficient · 0
$4,995196,569 mi

Memphis, TN

2015 Mazda CX-5 Sport

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

2015 Mazda CX-5 Sport

Memphis, TN

UnscoredInsufficient · 0
$6,495198,565 mi

Memphis, TN

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

Memphis, TN

Unscored
$7,500136,268 mi

Comparison: 8 similar vehicles

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$7,500215,352 mi

Memphis, TN

2009 Mazda MAZDA5 Touring

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

2009 Mazda MAZDA5 Touring

Memphis, TN

UnscoredInsufficient · 0
$7,895124,173 mi

Memphis, TN

2016 Mazda MAZDA3 i Sport

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

2016 Mazda MAZDA3 i Sport

Memphis, TN

Unscored
$8,500129,000 mi

Comparison: 6 similar vehicles

Memphis, TN

2010 Mazda MX-5 Miata Grand Touring Hard Top

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

2010 Mazda MX-5 Miata Grand Touring Hard Top

Memphis, TN

UnscoredInsufficient · 0
$8,590183,990 mi

Memphis, TN

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

Memphis, TN

Unscored
$8,995187,286 mi

Comparison: 8 similar vehicles

Memphis, TN

2012 Mazda MAZDA5 Sport

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

2012 Mazda MAZDA5 Sport

Memphis, TN

UnscoredInsufficient · 0
$9,000139,712 mi

Memphis, TN

2017 Mazda Mazda3 Sport

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

2017 Mazda Mazda3 Sport

Memphis, TN

UnscoredInsufficient · 0
$9,300123,238 mi

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 3
$9,495142,388 mi

Comparison: 3 similar vehicles

Memphis, TN

2015 Mazda MAZDA5 Sport

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

2015 Mazda MAZDA5 Sport

Memphis, TN

UnscoredInsufficient · 0
$9,800134,685 mi

Memphis, TN

2014 Mazda MAZDA3 i Touring

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

2014 Mazda MAZDA3 i Touring

Memphis, TN

Unscored
$9,800126,000 mi

Comparison: 8 similar vehicles

Memphis, TN

2014 Mazda MAZDA6 i Touring

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

2014 Mazda MAZDA6 i Touring

Memphis, TN

UnscoredInsufficient · 0
$9,800156,048 mi

Memphis, TN

2015 Mazda MX-5 Miata Club

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

2015 Mazda MX-5 Miata Club

Memphis, TN

UnscoredInsufficient · 0
$9,995173,683 mi

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$9,995148,296 mi

Memphis, TN

2016 Mazda MAZDA3 i Touring

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

2016 Mazda MAZDA3 i Touring

Memphis, TN

UnscoredInsufficient · 0
$10,50074,979 mi

Memphis, TN

2016 Mazda MAZDA3 i Sport

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

2016 Mazda MAZDA3 i Sport

Memphis, TN

Unscored
$10,500118,225 mi

Comparison: 6 similar vehicles

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 4
$10,801122,467 mi

Comparison: 4 similar vehicles

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$11,84577,164 mi

Memphis, TN

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

Memphis, TN

Unscored
$11,995151,512 mi

Comparison: 5 similar vehicles

Memphis, TN

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

Memphis, TN

Unscored
$12,000145,633 mi

Comparison: 5 similar vehicles

Memphis, TN

2018 Mazda Mazda6 Grand Touring

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

2018 Mazda Mazda6 Grand Touring

Memphis, TN

UnscoredInsufficient · 0
$12,873141,201 mi

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 3
$12,899136,940 mi

Comparison: 3 similar vehicles

Memphis, TN

2017 Mazda CX-5 Sport

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

2017 Mazda CX-5 Sport

Memphis, TN

UnscoredInsufficient · 0
$13,13594,586 mi

Memphis, TN

2009 Mazda MX-5 Miata Touring

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

2009 Mazda MX-5 Miata Touring

Memphis, TN

UnscoredInsufficient · 0
$13,65076,212 mi

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$13,83678,016 mi

Memphis, TN

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

Memphis, TN

Fair PriceLimited · 14
$14,136106,644 mi

Market: $12,478 – $17,916

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Memphis, TN

2019 Mazda Mazda3 Preferred

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

2019 Mazda Mazda3 Preferred

Memphis, TN

UnscoredInsufficient · 0
$14,53661,635 mi

Memphis, TN

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Memphis, TN

UnscoredInsufficient · 3
$15,998109,175 mi

Comparison: 3 similar vehicles

Memphis, TN

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

Memphis, TN

Fair PriceModerate · 21
$16,995108,943 mi

Market: $6,995 – $18,989

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Memphis, TN

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Memphis, TN

UnscoredInsufficient · 3
$16,99882,522 mi

Comparison: 3 similar vehicles

Memphis, TN

2018 Mazda Mazda3 Touring

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

2018 Mazda Mazda3 Touring

Memphis, TN

UnscoredInsufficient · 0
$18,99639,259 mi

Memphis, TN

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

Memphis, TN

OverpricedLimited · 11
$18,99879,142 mi

Market: $11,280 – $14,998

Comparison: 11 similar vehicles

Priced ~27% above the typical market range for similar vehicles (based on current market benchmarks)

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$19,90057,536 mi

Memphis, TN

2020 Mazda CX-5 Grand Touring

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

2020 Mazda CX-5 Grand Touring

Memphis, TN

Unscored
$19,99072,802 mi

Comparison: 9 similar vehicles

Memphis, TN

2021 Mazda Mazda3 S

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

2021 Mazda Mazda3 S

Memphis, TN

UnscoredInsufficient · 0
$19,99837,189 mi

Memphis, TN

2018 Mazda Mazda3 Grand Touring

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

2018 Mazda Mazda3 Grand Touring

Memphis, TN

UnscoredInsufficient · 0
$19,99852,421 mi

Memphis, TN

2018 Mazda Mazda6 Signature

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

2018 Mazda Mazda6 Signature

Memphis, TN

UnscoredInsufficient · 0
$19,99881,278 mi

Memphis, TN

2021 Mazda CX-5 Carbon Edition Turbo

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

2021 Mazda CX-5 Carbon Edition Turbo

Memphis, TN

Unscored
$20,90071,914 mi

Comparison: 5 similar vehicles

Memphis, TN

2019 Mazda CX-5 Grand Touring

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

2019 Mazda CX-5 Grand Touring

Memphis, TN

UnscoredInsufficient · 0
$20,90059,398 mi

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$20,98956,273 mi

Memphis, TN

2022 Mazda CX-5 S Carbon Edition

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

2022 Mazda CX-5 S Carbon Edition

Memphis, TN

Fair PriceLimited · 14
$20,99898,497 mi

Market: $19,629 – $24,580

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 3
$21,55847,878 mi

Comparison: 3 similar vehicles

Memphis, TN

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

Memphis, TN

UnscoredInsufficient · 0
$21,95038,539 mi

Memphis, TN

2021 Mazda Mazda3 Turbo

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

2021 Mazda Mazda3 Turbo

Memphis, TN

UnscoredInsufficient · 0
$21,95848,347 mi

Memphis, TN

2019 Mazda CX-5 Touring

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

2019 Mazda CX-5 Touring

Memphis, TN

UnscoredInsufficient · 3
$21,99846,872 mi

Comparison: 3 similar vehicles

Memphis, TN

2019 Mazda CX-5 Signature

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

2019 Mazda CX-5 Signature

Memphis, TN

UnscoredInsufficient · 0
$22,29764,815 mi

Memphis, TN

2025 Mazda CX-30 Preferred

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

2025 Mazda CX-30 Preferred

Memphis, TN

UnscoredInsufficient · 4
$22,39845,471 mi

Comparison: 4 similar vehicles

Memphis, TN

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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