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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

6.1M+

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

897 listings found

2014 Volkswagen Tiguan SE

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

2014 Volkswagen Tiguan SE

Westlake Village, CA

OverpricedLimited · 11
$8,999104,817 mi

Market: $5,958 – $8,995

Comparison: 11 similar vehicles

Westlake Village, CA

2020 Nissan Kicks S

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

2020 Nissan Kicks S

Westlake Village, CA

Great DealLimited · 10
$9,072105,508 mi

Market: $9,999 – $13,699

Comparison: 10 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 22 days listed (based on current market benchmarks)

Westlake Village, CA

2015 Volkswagen Passat SE

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

2015 Volkswagen Passat SE

Westlake Village, CA

UnscoredInsufficient · 4
$10,117143,156 mi

Comparison: 4 similar vehicles

Westlake Village, CA

2013 Toyota Camry SE

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

2013 Toyota Camry SE

Westlake Village, CA

UnscoredLimited · 9
$10,524150,105 mi

Comparison: 9 similar vehicles

Westlake Village, CA

2017 Volkswagen Passat R-Line

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

2017 Volkswagen Passat R-Line

Westlake Village, CA

UnscoredLimited · 6
$10,871105,438 mi

Comparison: 6 similar vehicles

Westlake Village, CA

2020 Ford Edge SE

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

2020 Ford Edge SE

Westlake Village, CA

UnscoredLimited · 5
$12,41561,199 mi

Comparison: 5 similar vehicles

Westlake Village, CA

2017 Hyundai Tucson SE

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

2017 Hyundai Tucson SE

Westlake Village, CA

Fair PriceLimited · 17
$12,74863,653 mi

Market: $6,998 – $12,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Westlake Village, CA

2019 FIAT 500e Battery Electric

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

2019 FIAT 500e Battery Electric

Westlake Village, CA

UnscoredInsufficient · 0
$13,12215,564 mi

Westlake Village, CA

2021 Kia Seltos S

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

2021 Kia Seltos S

Westlake Village, CA

UnscoredLimited · 9
$13,35175,459 mi

Comparison: 9 similar vehicles

Westlake Village, CA

2019 Honda Insight Touring

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

2019 Honda Insight Touring

Westlake Village, CA

UnscoredInsufficient · 4
$13,502123,000 mi

Comparison: 4 similar vehicles

Westlake Village, CA

2015 Toyota Tacoma PreRunner

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

2015 Toyota Tacoma PreRunner

Westlake Village, CA

UnscoredLimited · 5
$14,071197,130 mi

Comparison: 5 similar vehicles

Westlake Village, CA

2020 Kia Optima LX

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

2020 Kia Optima LX

Westlake Village, CA

UnscoredInsufficient · 4
$14,12247,200 mi

Comparison: 4 similar vehicles

Westlake Village, CA

2020 Hyundai Santa Fe SEL

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

2020 Hyundai Santa Fe SEL

Westlake Village, CA

Fair PriceLimited · 13
$14,15790,619 mi

Market: $12,499 – $18,179

Comparison: 13 similar vehicles

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

Westlake Village, CA

2018 MINI Cooper S

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

2018 MINI Cooper S

Westlake Village, CA

UnscoredInsufficient · 0
$14,43759,269 mi

Westlake Village, CA

2019 Chevrolet Traverse 3LT

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

2019 Chevrolet Traverse 3LT

Westlake Village, CA

Fair PriceLimited · 13
$14,817117,853 mi

Market: $12,134 – $18,292

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Westlake Village, CA

2018 Volkswagen Atlas S

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

2018 Volkswagen Atlas S

Westlake Village, CA

UnscoredInsufficient · 3
$14,918120,186 mi

Comparison: 3 similar vehicles

Westlake Village, 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

Westlake Village, CA

Fair PriceLimited · 12
$15,033107,241 mi

Market: $11,065 – $17,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Westlake Village, CA

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Westlake Village, CA

UnscoredInsufficient · 0
$15,93544,869 mi

Westlake Village, CA

2021 Chevrolet Trailblazer Activ

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

2021 Chevrolet Trailblazer Activ

Westlake Village, CA

UnscoredInsufficient · 3
$16,16771,944 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2019 Volvo XC40 Momentum

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

2019 Volvo XC40 Momentum

Westlake Village, CA

UnscoredInsufficient · 0
$16,16768,123 mi

Westlake Village, CA

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Westlake Village, CA

OverpricedModerate · 20
$17,03362,879 mi

Market: $9,880 – $16,800

Comparison: 20 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Westlake Village, CA

2021 Jeep Renegade Latitude

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

2021 Jeep Renegade Latitude

Westlake Village, CA

UnscoredInsufficient · 0
$17,11719,648 mi

Westlake Village, CA

2021 Audi Q5 Premium

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

2021 Audi Q5 Premium

Westlake Village, CA

Great DealLimited · 10
$17,15979,997 mi

Market: $20,759 – $22,169

Comparison: 10 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 42 days listed (based on current market benchmarks)

Westlake Village, CA

2018 GMC Terrain Denali

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

2018 GMC Terrain Denali

Westlake Village, CA

UnscoredLimited · 5
$17,37163,588 mi

Comparison: 5 similar vehicles

Westlake Village, CA

2018 Subaru Outback Limited

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

2018 Subaru Outback Limited

Westlake Village, CA

UnscoredLimited · 9
$17,50078,485 mi

Comparison: 9 similar vehicles

Westlake Village, CA

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Westlake Village, CA

UnscoredInsufficient · 0
$17,74054,909 mi

Westlake Village, CA

2021 Buick Envision Preferred

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

2021 Buick Envision Preferred

Westlake Village, CA

UnscoredInsufficient · 0
$17,99626,563 mi

Westlake Village, CA

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

Westlake Village, CA

UnscoredInsufficient · 0
$18,11755,064 mi

Westlake Village, CA

2023 Chrysler Pacifica Touring L

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

2023 Chrysler Pacifica Touring L

Westlake Village, CA

Fair PriceModerate · 40
$18,16772,895 mi

Market: $16,599 – $20,670

Comparison: 40 similar vehicles

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

Westlake Village, CA

2023 Chevrolet Equinox LS

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

2023 Chevrolet Equinox LS

Westlake Village, CA

UnscoredLimited · 7
$18,16731,824 mi

Comparison: 7 similar vehicles

Westlake Village, CA

2017 Lexus NX 300h

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

2017 Lexus NX 300h

Westlake Village, CA

UnscoredInsufficient · 3
$18,529112,194 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2020 Ford Explorer Platinum

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

2020 Ford Explorer Platinum

Westlake Village, CA

UnscoredLimited · 9
$18,65285,793 mi

Comparison: 9 similar vehicles

Westlake Village, CA

2023 Volkswagen ID.4 S

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

2023 Volkswagen ID.4 S

Westlake Village, CA

UnscoredInsufficient · 3
$18,87240,345 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2023 Volkswagen Taos SE

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

2023 Volkswagen Taos SE

Westlake Village, CA

UnscoredLimited · 6
$18,89942,181 mi

Comparison: 6 similar vehicles

Westlake Village, CA

2022 GMC Terrain SLT

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

2022 GMC Terrain SLT

Westlake Village, CA

UnscoredLimited · 6
$19,02258,900 mi

Comparison: 6 similar vehicles

Westlake Village, CA

2023 Polestar 2

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

2023 Polestar 2

Westlake Village, CA

UnscoredInsufficient · 0
$19,06031,026 mi

Westlake Village, CA

2021 Mazda CX-30 Preferred

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

2021 Mazda CX-30 Preferred

Westlake Village, CA

UnscoredInsufficient · 0
$19,62056,412 mi

Westlake Village, CA

2020 Mercedes-Benz A-Class A220

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

2020 Mercedes-Benz A-Class A220

Westlake Village, CA

UnscoredInsufficient · 0
$19,74756,202 mi

Westlake Village, CA

2020 MINI Hardtop 4 Door S

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

2020 MINI Hardtop 4 Door S

Westlake Village, CA

UnscoredInsufficient · 0
$19,74744,932 mi

Westlake Village, CA

2006 Mercedes-Benz SL-Class SL500

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

2006 Mercedes-Benz SL-Class SL500

Westlake Village, CA

UnscoredInsufficient · 4
$19,89865,198 mi

Comparison: 4 similar vehicles

Westlake Village, CA

2021 Mazda CX-30 Turbo

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

2021 Mazda CX-30 Turbo

Westlake Village, CA

UnscoredInsufficient · 3
$19,90656,880 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2019 Subaru Outback Base

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

2019 Subaru Outback Base

Westlake Village, CA

UnscoredInsufficient · 3
$19,98563,424 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2022 Volkswagen Atlas SE w/Tech

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

2022 Volkswagen Atlas SE w/Tech

Westlake Village, CA

UnscoredLimited · 5
$20,16770,769 mi

Comparison: 5 similar vehicles

Westlake Village, CA

2020 Audi A3 Sedan Premium Plus

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

2020 Audi A3 Sedan Premium Plus

Westlake Village, CA

UnscoredInsufficient · 0
$20,17239,792 mi

Westlake Village, CA

2024 Volkswagen ID.4 STANDARD

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

2024 Volkswagen ID.4 STANDARD

Westlake Village, CA

UnscoredInsufficient · 0
$20,2479,758 mi

Westlake Village, CA

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Westlake Village, CA

UnscoredInsufficient · 3
$20,27225,333 mi

Comparison: 3 similar vehicles

Westlake Village, CA

2018 Dodge Durango R/T

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

2018 Dodge Durango R/T

Westlake Village, CA

UnscoredLimited · 8
$20,325110,638 mi

Comparison: 8 similar vehicles

Westlake Village, CA

2016 Jeep Wrangler 75th Anniversary Edition

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

2016 Jeep Wrangler 75th Anniversary Edition

Westlake Village, CA

UnscoredInsufficient · 0
$20,46271,717 mi

Westlake Village, CA

2019 Mercedes-Benz C-Class Sedan C300

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

2019 Mercedes-Benz C-Class Sedan C300

Westlake Village, CA

UnscoredInsufficient · 0
$20,64742,181 mi

Westlake Village, CA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Westlake Village, CA

UnscoredLimited · 8
$20,79373,195 mi

Comparison: 8 similar vehicles

Westlake Village, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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