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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

226 listings found

2012 Mazda CX-7 i Sport

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

2012 Mazda CX-7 i Sport

Olathe, KS

UnscoredInsufficient · 0
$7,195158,323 mi

Olathe, KS

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

Olathe, KS

Unscored
$12,294133,836 mi

Comparison: 17 similar vehicles

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 32
$14,31067,621 mi

Market: $6,350 – $15,061

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Olathe, KS

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

Olathe, KS

UnscoredInsufficient · 4
$16,995106,455 mi

Comparison: 4 similar vehicles

Olathe, KS

2018 Mazda CX-5 Grand Touring

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

2018 Mazda CX-5 Grand Touring

Olathe, KS

Fair PriceLimited · 15
$17,79992,733 mi

Market: $18,246 – $21,998

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 17 days listed (based on current market benchmarks)

Olathe, KS

2017 Mazda Mazda3 Touring

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

2017 Mazda Mazda3 Touring

Olathe, KS

UnscoredInsufficient · 0
$18,00054,378 mi

Olathe, KS

2018 Mazda CX-5 Grand Touring

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

2018 Mazda CX-5 Grand Touring

Olathe, KS

Unscored
$18,24691,937 mi

Comparison: 6 similar vehicles

Olathe, KS

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

Olathe, KS

UnscoredInsufficient · 0
$18,80959,563 mi

Olathe, KS

2023 Mazda CX-30 Select

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

2023 Mazda CX-30 Select

Olathe, KS

Unscored
$19,50069,776 mi

Comparison: 12 similar vehicles

Olathe, KS

No Photo

2025 Mazda Mazda3 Select Sport

Olathe, KS

UnscoredInsufficient · 4
$19,67950,009 mi

Comparison: 4 similar vehicles

Olathe, KS

No Photo

2024 Mazda Mazda3 Select Sport

Olathe, KS

Unscored
$19,87949,664 mi

Comparison: 8 similar vehicles

Olathe, KS

No Photo

2024 Mazda CX-30 Select Sport

Olathe, KS

Unscored
$20,37948,467 mi

Comparison: 5 similar vehicles

Olathe, KS

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

Olathe, KS

Unscored
$20,88793,950 mi

Comparison: 5 similar vehicles

Olathe, KS

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

Olathe, KS

Unscored
$21,29945,704 mi

Comparison: 8 similar vehicles

Olathe, KS

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

Olathe, KS

Fair PriceLimited · 11
$21,29951,305 mi

Market: $19,341 – $25,687

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Olathe, KS

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

Olathe, KS

Fair PriceLimited · 11
$21,29953,330 mi

Market: $19,341 – $25,687

Comparison: 11 similar vehicles

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

Olathe, KS

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

Olathe, KS

UnscoredInsufficient · 3
$22,20014,569 mi

Comparison: 3 similar vehicles

Olathe, KS

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

Olathe, KS

Unscored
$22,37939,311 mi

Comparison: 16 similar vehicles

Olathe, KS

2025 Mazda CX-5 S Select Package

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

2025 Mazda CX-5 S Select Package

Olathe, KS

Unscored
$23,80825,345 mi

Comparison: 7 similar vehicles

Olathe, KS

2025 Mazda CX-50 Preferred

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

2025 Mazda CX-50 Preferred

Olathe, KS

Fair PriceModerate · 25
$23,87942,850 mi

Market: $23,620 – $24,934

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Olathe, KS

2025 Mazda CX-50 Preferred

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

2025 Mazda CX-50 Preferred

Olathe, KS

Fair PriceLimited · 16
$24,23543,187 mi

Market: $23,620 – $24,594

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 24
$24,77244,779 mi

Market: $23,949 – $27,649

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Olathe, KS

2025 Mazda CX-5 S Select Package

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

2025 Mazda CX-5 S Select Package

Olathe, KS

Unscored
$24,87933,243 mi

Comparison: 6 similar vehicles

Olathe, KS

2023 Mazda CX-50 TURBO

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

2023 Mazda CX-50 TURBO

Olathe, KS

Fair PriceModerate · 26
$24,93573,857 mi

Market: $24,260 – $25,454

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Olathe, KS

2023 Mazda CX-30 Carbon Edition

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

2023 Mazda CX-30 Carbon Edition

Olathe, KS

UnscoredInsufficient · 3
$25,28737,076 mi

Comparison: 3 similar vehicles

Olathe, KS

No Photo

2025 Mazda CX-5 S Preferred package

Olathe, KS

Fair PriceModerate · 23
$25,37936,479 mi

Market: $22,512 – $29,687

Comparison: 23 similar vehicles

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

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 33
$25,37940,045 mi

Market: $23,949 – $27,649

Comparison: 33 similar vehicles

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

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 23
$25,37938,872 mi

Market: $22,512 – $29,687

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 33
$25,37940,517 mi

Market: $23,949 – $27,649

Comparison: 33 similar vehicles

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

Olathe, KS

2025 Mazda CX-90 Select Package

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

2025 Mazda CX-90 Select Package

Olathe, KS

UnscoredInsufficient · 3
$25,37951,110 mi

Comparison: 3 similar vehicles

Olathe, KS

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

Olathe, KS

Unscored
$25,87928,962 mi

Comparison: 22 similar vehicles

Olathe, KS

No Photo

2025 Mazda CX-5 S Preferred package

Olathe, KS

Fair PriceModerate · 23
$25,87931,554 mi

Market: $22,512 – $29,687

Comparison: 23 similar vehicles

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

Olathe, KS

2025 Mazda CX-5 S Carbon Edition

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

2025 Mazda CX-5 S Carbon Edition

Olathe, KS

Unscored
$25,87937,919 mi

Comparison: 28 similar vehicles

Olathe, KS

2025 Mazda CX-5 S Carbon Edition

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

2025 Mazda CX-5 S Carbon Edition

Olathe, KS

Fair PriceLimited · 19
$26,28740,004 mi

Market: $24,811 – $26,379

Comparison: 19 similar vehicles

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

Olathe, KS

2025 Mazda CX-5 S Carbon Edition

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

2025 Mazda CX-5 S Carbon Edition

Olathe, KS

OverpricedLimited · 19
$26,37940,126 mi

Market: $24,811 – $26,373

Comparison: 19 similar vehicles

Olathe, KS

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

Olathe, KS

Fair PriceLimited · 13
$26,50018,415 mi

Market: $26,998 – $28,800

Comparison: 13 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)

Olathe, KS

No Photo

2025 Mazda CX-5 S Carbon Edition

Olathe, KS

Unscored
$26,87929,854 mi

Comparison: 8 similar vehicles

Olathe, KS

2026 Mazda Mazda3 Select Sport

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

2026 Mazda Mazda3 Select Sport

Olathe, KS

Fair PriceModerate · 26
$26,904Mileage not verified

Market: $25,954 – $27,800

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Olathe, KS

2024 Mazda CX-5 S Carbon Edition

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

2024 Mazda CX-5 S Carbon Edition

Olathe, KS

UnscoredInsufficient · 0
$27,08733,411 mi

Olathe, KS

2024 Mazda CX-90 Turbo Premium Package

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

2024 Mazda CX-90 Turbo Premium Package

Olathe, KS

UnscoredInsufficient · 0
$27,30163,534 mi

Olathe, KS

2024 Mazda CX-90 Turbo Premium Package

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

2024 Mazda CX-90 Turbo Premium Package

Olathe, KS

UnscoredInsufficient · 4
$27,37956,150 mi

Comparison: 4 similar vehicles

Olathe, KS

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

Olathe, KS

Fair PriceModerate · 22
$27,48728,658 mi

Market: $25,879 – $30,696

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Olathe, KS

2026 Mazda Mazda3 Select Sport

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

2026 Mazda Mazda3 Select Sport

Olathe, KS

OverpricedModerate · 26
$27,800Mileage not verified

Market: $25,954 – $27,669

Comparison: 26 similar vehicles

Olathe, KS

2026 Mazda CX-30 Preferred

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

2026 Mazda CX-30 Preferred

Olathe, KS

UnscoredInsufficient · 0
$27,8874,985 mi

Olathe, KS

2023 Mazda MX-5 Miata Grand Touring

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

2023 Mazda MX-5 Miata Grand Touring

Olathe, KS

UnscoredInsufficient · 0
$28,54912,573 mi

Olathe, KS

2026 Mazda CX-50 Preferred

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

2026 Mazda CX-50 Preferred

Olathe, KS

Fair PriceModerate · 23
$28,68720,283 mi

Market: $26,998 – $29,684

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Olathe, KS

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

Olathe, KS

OverpricedLimited · 19
$28,80015,211 mi

Market: $26,500 – $27,998

Comparison: 19 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Olathe, KS

2025 Mazda MX-5 Miata RF Grand Touring

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

2025 Mazda MX-5 Miata RF Grand Touring

Olathe, KS

Unscored
$28,87928,333 mi

Comparison: 5 similar vehicles

Olathe, KS

2025 Mazda MX-5 Miata RF Grand Touring

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

2025 Mazda MX-5 Miata RF Grand Touring

Olathe, KS

Unscored
$28,87929,622 mi

Comparison: 5 similar vehicles

Olathe, KS

2026 Mazda Mazda3 Preferred

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

2026 Mazda Mazda3 Preferred

Olathe, KS

UnscoredInsufficient · 3
$29,104Mileage not verified

Comparison: 3 similar vehicles

Olathe, KS

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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