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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 12, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

40 listings found

2015 Audi A4 Premium

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

2015 Audi A4 Premium

Villa Ridge, MO

UnscoredInsufficient · 0
$4,900145,801 mi

Villa Ridge, MO

2016 Dodge Grand Caravan SE Plus

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

2016 Dodge Grand Caravan SE Plus

Villa Ridge, MO

Unscored
$5,200163,463 mi

Comparison: 13 similar vehicles

Villa Ridge, MO

2012 Volkswagen Tiguan SE

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

2012 Volkswagen Tiguan SE

Villa Ridge, MO

UnscoredInsufficient · 3
$5,500167,872 mi

Comparison: 3 similar vehicles

Villa Ridge, MO

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Villa Ridge, MO

Unscored
$5,500169,424 mi

Comparison: 8 similar vehicles

Villa Ridge, MO

2019 Kia Soul +

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

2019 Kia Soul +

Villa Ridge, MO

UnscoredInsufficient · 0
$5,999115,959 mi

Villa Ridge, MO

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Villa Ridge, MO

UnscoredInsufficient · 0
$7,500130,000 mi

Villa Ridge, MO

2015 Kia Optima LX

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

2015 Kia Optima LX

Villa Ridge, MO

Unscored
$7,950105,752 mi

Comparison: 6 similar vehicles

Villa Ridge, MO

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Villa Ridge, MO

Unscored
$8,50099,885 mi

Comparison: 7 similar vehicles

Villa Ridge, MO

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

Villa Ridge, MO

Fair PriceLimited · 11
$8,900104,220 mi

Market: $3,995 – $13,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Villa Ridge, MO

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

Villa Ridge, MO

Unscored
$9,299126,433 mi

Comparison: 5 similar vehicles

Villa Ridge, MO

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Villa Ridge, MO

Unscored
$9,599173,843 mi

Comparison: 25 similar vehicles

Villa Ridge, MO

2018 Ford Explorer Platinum

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

2018 Ford Explorer Platinum

Villa Ridge, MO

Unscored
$9,900213,482 mi

Comparison: 9 similar vehicles

Villa Ridge, MO

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Villa Ridge, MO

Fair PriceLimited · 18
$10,500100,539 mi

Market: $8,495 – $16,290

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Villa Ridge, MO

2016 Ford Transit Base

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

2016 Ford Transit Base

Villa Ridge, MO

UnscoredInsufficient · 4
$10,500157,034 mi

Comparison: 4 similar vehicles

Villa Ridge, MO

2018 Volkswagen Jetta GLI

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

2018 Volkswagen Jetta GLI

Villa Ridge, MO

UnscoredInsufficient · 0
$11,50099,982 mi

Villa Ridge, MO

2016 Ford Escape SE

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

2016 Ford Escape SE

Villa Ridge, MO

OverpricedLimited · 10
$12,45083,416 mi

Market: $4,895 – $10,998

Comparison: 10 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Villa Ridge, MO

2018 Nissan Rogue SL Platinum ProPILOT

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

2018 Nissan Rogue SL Platinum ProPILOT

Villa Ridge, MO

UnscoredInsufficient · 0
$12,499112,944 mi

Villa Ridge, MO

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Villa Ridge, MO

Unscored
$12,900110,109 mi

Comparison: 9 similar vehicles

Villa Ridge, MO

2015 Mercedes-Benz M-Class ML400

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

2015 Mercedes-Benz M-Class ML400

Villa Ridge, MO

UnscoredInsufficient · 0
$13,289107,888 mi

Villa Ridge, MO

2019 Volkswagen Golf S

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

2019 Volkswagen Golf S

Villa Ridge, MO

UnscoredInsufficient · 0
$13,29973,815 mi

Villa Ridge, MO

2017 Ford Transit Van Base

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

2017 Ford Transit Van Base

Villa Ridge, MO

Unscored
$13,500153,275 mi

Comparison: 7 similar vehicles

Villa Ridge, MO

2020 Chevrolet Malibu Premier

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

2020 Chevrolet Malibu Premier

Villa Ridge, MO

Fair PriceLimited · 11
$14,20088,672 mi

Market: $11,349 – $19,755

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Villa Ridge, MO

2019 Buick Enclave Essence

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

2019 Buick Enclave Essence

Villa Ridge, MO

Unscored
$14,900146,607 mi

Comparison: 12 similar vehicles

Villa Ridge, MO

2008 Dodge Sprinter

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

2008 Dodge Sprinter

Villa Ridge, MO

UnscoredInsufficient · 0
$14,900168,768 mi

Villa Ridge, MO

2023 Jeep Compass Altitude

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

2023 Jeep Compass Altitude

Villa Ridge, MO

Unscored
$15,900139,024 mi

Comparison: 15 similar vehicles

Villa Ridge, MO

2015 GMC Yukon XL Denali

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

2015 GMC Yukon XL Denali

Villa Ridge, MO

Unscored
$16,500150,410 mi

Comparison: 10 similar vehicles

Villa Ridge, MO

2022 Ford Maverick XLT

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

2022 Ford Maverick XLT

Villa Ridge, MO

Unscored
$16,800168,936 mi

Comparison: 6 similar vehicles

Villa Ridge, MO

2021 Ford Edge ST Line

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

2021 Ford Edge ST Line

Villa Ridge, MO

UnscoredInsufficient · 3
$18,45076,824 mi

Comparison: 3 similar vehicles

Villa Ridge, MO

2016 GMC Yukon SLT

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

2016 GMC Yukon SLT

Villa Ridge, MO

Unscored
$18,930131,410 mi

Comparison: 12 similar vehicles

Villa Ridge, MO

2015 BMW X5 xDrive50i

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

2015 BMW X5 xDrive50i

Villa Ridge, MO

UnscoredInsufficient · 0
$19,50059,950 mi

Villa Ridge, MO

2017 Jeep Wrangler Sahara

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

2017 Jeep Wrangler Sahara

Villa Ridge, MO

Fair PriceLimited · 14
$19,80060,238 mi

Market: $17,402 – $20,412

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Villa Ridge, MO

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Villa Ridge, MO

UnscoredInsufficient · 3
$21,50094,477 mi

Comparison: 3 similar vehicles

Villa Ridge, MO

2018 Jeep Wrangler JK Unlimited Sport S

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

2018 Jeep Wrangler JK Unlimited Sport S

Villa Ridge, MO

UnscoredInsufficient · 0
$21,77541,403 mi

Villa Ridge, MO

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Villa Ridge, MO

UnscoredInsufficient · 0
$26,50058,582 mi

Villa Ridge, MO

2020 Honda CR-V EX-L

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

2020 Honda CR-V EX-L

Villa Ridge, MO

Unscored
$26,75046,249 mi

Comparison: 5 similar vehicles

Villa Ridge, MO

2021 Toyota 4Runner Limited

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

2021 Toyota 4Runner Limited

Villa Ridge, MO

Unscored
$26,950163,948 mi

Comparison: 15 similar vehicles

Villa Ridge, MO

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

Villa Ridge, MO

Fair PriceModerate · 30
$26,950106,280 mi

Market: $25,841 – $35,291

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Villa Ridge, MO

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Villa Ridge, MO

Fair PriceModerate · 44
$27,85076,601 mi

Market: $15,500 – $31,621

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Villa Ridge, MO

2022 Jeep Wagoneer Series II

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

2022 Jeep Wagoneer Series II

Villa Ridge, MO

UnscoredInsufficient · 4
$29,95076,535 mi

Comparison: 4 similar vehicles

Villa Ridge, MO

2025 Nissan Frontier PRO-4X

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

2025 Nissan Frontier PRO-4X

Villa Ridge, MO

Fair PriceModerate · 28
$37,84918,213 mi

Market: $33,218 – $40,470

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Villa Ridge, MO

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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