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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 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

378 listings found

2008 Mazda CX-9 Grand Touring AWD

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

2008 Mazda CX-9 Grand Touring AWD

Bakersfield, CA

UnscoredInsufficient · 0
$4,570199,899 mi

Bakersfield, CA

2010 Mazda CX-9 Sport

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

2010 Mazda CX-9 Sport

Bakersfield, CA

UnscoredInsufficient · 0
$4,955212,258 mi

Bakersfield, CA

2011 Mazda MAZDA6 i Sport

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

2011 Mazda MAZDA6 i Sport

Bakersfield, CA

UnscoredInsufficient · 4
$5,999151,184 mi

Comparison: 4 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 11
$7,500188,790 mi

Comparison: 11 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredInsufficient · 0
$7,99994,065 mi

Bakersfield, CA

2013 Mazda CX-9 Grand Touring

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

2013 Mazda CX-9 Grand Touring

Bakersfield, CA

UnscoredInsufficient · 0
$8,999141,983 mi

Bakersfield, CA

2014 Mazda MAZDA5 Sport

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

2014 Mazda MAZDA5 Sport

Bakersfield, CA

UnscoredLimited · 6
$9,999125,924 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2013 Mazda MAZDA6 i Sport

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

2013 Mazda MAZDA6 i Sport

Bakersfield, CA

UnscoredInsufficient · 0
$10,990118,696 mi

Bakersfield, CA

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

Bakersfield, CA

UnscoredModerate · 47
$11,123162,071 mi

Comparison: 47 similar vehicles

Bakersfield, CA

2016 Mazda CX-3 Touring

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

2016 Mazda CX-3 Touring

Bakersfield, CA

UnscoredInsufficient · 4
$11,50094,882 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2017 Mazda Mazda3 Touring

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

2017 Mazda Mazda3 Touring

Bakersfield, CA

Fair PriceLimited · 10
$12,99583,619 mi

Market: $7,988 – $16,998

Comparison: 10 similar vehicles

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

Bakersfield, CA

2013 Mazda CX-5 Touring

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

2013 Mazda CX-5 Touring

Bakersfield, CA

UnscoredInsufficient · 3
$12,999130,568 mi

Comparison: 3 similar vehicles

Bakersfield, CA

2013 Mazda CX-5 Touring

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

2013 Mazda CX-5 Touring

Bakersfield, CA

UnscoredInsufficient · 3
$13,123114,414 mi

Comparison: 3 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 7
$13,434109,930 mi

Comparison: 7 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceLimited · 17
$13,50078,120 mi

Market: $7,372 – $15,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

Fair PriceLimited · 17
$13,99888,584 mi

Market: $11,995 – $16,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Bakersfield, CA

2015 Mazda MAZDA6 i Touring

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

2015 Mazda MAZDA6 i Touring

Bakersfield, CA

UnscoredLimited · 5
$13,99993,844 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2019 Mazda Mazda3 Preferred

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

2019 Mazda Mazda3 Preferred

Bakersfield, CA

UnscoredLimited · 16
$14,722125,475 mi

Comparison: 16 similar vehicles

Bakersfield, CA

2020 Mazda CX-30 Preferred

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

2020 Mazda CX-30 Preferred

Bakersfield, CA

Great DealLimited · 14
$14,99497,499 mi

Market: $17,872 – $17,922

Comparison: 14 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 7 days listed (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 5
$14,999137,757 mi

Comparison: 5 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredModerate · 41
$14,999123,725 mi

Comparison: 41 similar vehicles

Bakersfield, CA

2020 Mazda CX-30 Select

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

2020 Mazda CX-30 Select

Bakersfield, CA

UnscoredLimited · 5
$15,99562,146 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2018 Mazda CX-5 Sport

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

2018 Mazda CX-5 Sport

Bakersfield, CA

Fair PriceLimited · 17
$15,998101,140 mi

Market: $11,900 – $18,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Bakersfield, CA

2017 Mazda CX-5 Grand Touring

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

2017 Mazda CX-5 Grand Touring

Bakersfield, CA

UnscoredLimited · 18
$15,998121,340 mi

Comparison: 18 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 47
$15,999111,900 mi

Market: $6,995 – $22,171

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 9
$17,12372,570 mi

Comparison: 9 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 19
$17,998146,415 mi

Comparison: 19 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 41
$17,998105,737 mi

Market: $11,500 – $19,998

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Bakersfield, CA

2017 Mazda CX-5 Touring

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

2017 Mazda CX-5 Touring

Bakersfield, CA

Fair PriceModerate · 27
$17,99973,816 mi

Market: $10,750 – $19,998

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 238 days listed (based on current market benchmarks)

Bakersfield, CA

2017 Mazda CX-5 Grand Touring

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

2017 Mazda CX-5 Grand Touring

Bakersfield, CA

Fair PriceLimited · 19
$18,12399,175 mi

Market: $13,546 – $20,590

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Bakersfield, CA

2023 Mazda CX-5 S Select Package

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

2023 Mazda CX-5 S Select Package

Bakersfield, CA

UnscoredLimited · 11
$18,695111,826 mi

Comparison: 11 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 29
$18,90043,511 mi

Market: $18,323 – $25,875

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 30
$18,99543,379 mi

Market: $18,323 – $25,875

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Bakersfield, CA

2021 Mazda Mazda3 Select

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

2021 Mazda Mazda3 Select

Bakersfield, CA

Fair PriceLimited · 14
$18,99969,305 mi

Market: $12,990 – $20,144

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Bakersfield, CA

2021 Mazda CX-9 Touring

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

2021 Mazda CX-9 Touring

Bakersfield, CA

UnscoredLimited · 9
$18,999136,951 mi

Comparison: 9 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 36
$19,02894,031 mi

Market: $13,174 – $21,990

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Bakersfield, CA

2022 Mazda Mazda3 Premium

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

2022 Mazda Mazda3 Premium

Bakersfield, CA

UnscoredInsufficient · 0
$19,78570,988 mi

Bakersfield, CA

2018 Mazda Mazda6 Grand Touring Reserve

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

2018 Mazda Mazda6 Grand Touring Reserve

Bakersfield, CA

UnscoredInsufficient · 0
$19,99882,987 mi

Bakersfield, CA

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

Bakersfield, CA

OverpricedModerate · 41
$19,99861,747 mi

Market: $9,950 – $19,995

Comparison: 41 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredInsufficient · 0
$19,99874,817 mi

Bakersfield, CA

2024 Mazda CX-30 S

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

2024 Mazda CX-30 S

Bakersfield, CA

UnscoredInsufficient · 4
$20,11773,997 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2022 Mazda CX-5 S

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

2022 Mazda CX-5 S

Bakersfield, CA

UnscoredInsufficient · 0
$21,99854,663 mi

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 8
$21,99877,438 mi

Comparison: 8 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

UnscoredInsufficient · 0
$22,47140,138 mi

Bakersfield, CA

2020 Mazda CX-5 Touring

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

2020 Mazda CX-5 Touring

Bakersfield, CA

OverpricedLimited · 11
$22,99840,858 mi

Market: $17,788 – $21,160

Comparison: 11 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

UnscoredInsufficient · 0
$22,99824,185 mi

Bakersfield, CA

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

Bakersfield, CA

UnscoredLimited · 6
$23,53626,632 mi

Comparison: 6 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceLimited · 19
$23,98140,835 mi

Market: $19,732 – $27,115

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Bakersfield, CA

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

Bakersfield, CA

UnscoredInsufficient · 3
$23,99828,671 mi

Comparison: 3 similar vehicles

Bakersfield, CA

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

Bakersfield, CA

Fair PriceModerate · 37
$24,01759,972 mi

Market: $21,668 – $26,217

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Bakersfield, CA

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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