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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

422 listings found

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Brigham City, UT

UnscoredInsufficient · 3
$3,315242,666 mi

Comparison: 3 similar vehicles

Brigham City, UT

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Brigham City, UT

UnscoredInsufficient · 0
$4,999228,016 mi

Brigham City, UT

2015 Volkswagen Tiguan S

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

2015 Volkswagen Tiguan S

Brigham City, UT

UnscoredInsufficient · 0
$5,987169,810 mi

Brigham City, UT

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Brigham City, UT

UnscoredInsufficient · 0
$6,751113,910 mi

Brigham City, UT

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Brigham City, UT

UnscoredInsufficient · 0
$6,999253,480 mi

Brigham City, UT

2010 Chevrolet Express Cargo Work Van

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

2010 Chevrolet Express Cargo Work Van

Brigham City, UT

UnscoredInsufficient · 0
$9,499147,762 mi

Brigham City, UT

2012 Audi A4 Premium

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

2012 Audi A4 Premium

Brigham City, UT

UnscoredLimited · 9
$9,977139,112 mi

Comparison: 9 similar vehicles

Brigham City, UT

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

Brigham City, UT

UnscoredModerate · 30
$10,990130,489 mi

Comparison: 30 similar vehicles

Brigham City, UT

2017 GMC Acadia Limited Base

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

2017 GMC Acadia Limited Base

Brigham City, UT

UnscoredInsufficient · 0
$11,787114,837 mi

Brigham City, UT

2018 Nissan Pathfinder SL

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

2018 Nissan Pathfinder SL

Brigham City, UT

UnscoredLimited · 9
$11,956107,042 mi

Comparison: 9 similar vehicles

Brigham City, UT

2014 Honda CR-V EX-L

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

2014 Honda CR-V EX-L

Brigham City, UT

UnscoredLimited · 14
$12,299164,940 mi

Comparison: 14 similar vehicles

Brigham City, UT

2017 Audi Q3 Prestige

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

2017 Audi Q3 Prestige

Brigham City, UT

UnscoredInsufficient · 0
$12,850128,348 mi

Brigham City, UT

2011 Jeep Wrangler Sport

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

2011 Jeep Wrangler Sport

Brigham City, UT

UnscoredLimited · 5
$12,850103,216 mi

Comparison: 5 similar vehicles

Brigham City, UT

2004 Jaguar XJ Series XJ8

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

2004 Jaguar XJ Series XJ8

Brigham City, UT

UnscoredInsufficient · 0
$12,91044,355 mi

Brigham City, UT

2017 Volkswagen Passat SE

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

2017 Volkswagen Passat SE

Brigham City, UT

UnscoredInsufficient · 4
$12,990102,692 mi

Comparison: 4 similar vehicles

Brigham City, UT

2010 Lexus RX 350

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

2010 Lexus RX 350

Brigham City, UT

OverpricedLimited · 11
$13,103141,682 mi

Market: $8,395 – $12,995

Comparison: 11 similar vehicles

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

Brigham City, UT

2017 Honda Accord LX

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

2017 Honda Accord LX

Brigham City, UT

UnscoredInsufficient · 3
$13,825104,000 mi

Comparison: 3 similar vehicles

Brigham City, UT

2017 Mercedes-Benz GLS-Class GLS450

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

2017 Mercedes-Benz GLS-Class GLS450

Brigham City, UT

Salvage title
$13,995120,100 mi

Brigham City, UT

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Brigham City, UT

UnscoredLimited · 6
$14,713242,842 mi

Comparison: 6 similar vehicles

Brigham City, UT

2019 Subaru Ascent Premium

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

2019 Subaru Ascent Premium

Brigham City, UT

Fair PriceLimited · 10
$14,877118,051 mi

Market: $13,919 – $20,590

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Brigham City, UT

2023 Chevrolet Malibu 1LS

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

2023 Chevrolet Malibu 1LS

Brigham City, UT

UnscoredInsufficient · 3
$14,99072,755 mi

Comparison: 3 similar vehicles

Brigham City, UT

2022 Hyundai Kona Limited

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

2022 Hyundai Kona Limited

Brigham City, UT

UnscoredInsufficient · 0
$14,990140,865 mi

Brigham City, UT

2020 Chevrolet Equinox 2FL

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

2020 Chevrolet Equinox 2FL

Brigham City, UT

UnscoredLimited · 5
$14,99576,691 mi

Comparison: 5 similar vehicles

Brigham City, UT

2018 BMW 3 Series 330i

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

2018 BMW 3 Series 330i

Brigham City, UT

UnscoredLimited · 5
$14,995110,259 mi

Comparison: 5 similar vehicles

Brigham City, UT

2017 BMW X5 xDrive40e

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

2017 BMW X5 xDrive40e

Brigham City, UT

UnscoredInsufficient · 3
$14,99578,294 mi

Comparison: 3 similar vehicles

Brigham City, UT

2011 Ford F-150 SVT Raptor

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

2011 Ford F-150 SVT Raptor

Brigham City, UT

UnscoredInsufficient · 0
$15,925172,436 mi

Brigham City, UT

2017 Jaguar F-Pace R-Sport

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

2017 Jaguar F-Pace R-Sport

Brigham City, UT

UnscoredInsufficient · 0
$15,99071,605 mi

Brigham City, UT

2015 GMC Yukon Denali

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

2015 GMC Yukon Denali

Brigham City, UT

UnscoredLimited · 16
$16,284162,258 mi

Comparison: 16 similar vehicles

Brigham City, UT

2024 Nissan Versa Sedan SV

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

2024 Nissan Versa Sedan SV

Brigham City, UT

UnscoredInsufficient · 3
$16,62849,052 mi

Comparison: 3 similar vehicles

Brigham City, UT

2014 Jeep Wrangler Unlimited Sahara

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

2014 Jeep Wrangler Unlimited Sahara

Brigham City, UT

UnscoredLimited · 7
$16,667110,010 mi

Comparison: 7 similar vehicles

Brigham City, UT

2016 Subaru WRX STI

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

2016 Subaru WRX STI

Brigham City, UT

UnscoredInsufficient · 0
$16,710113,571 mi

Brigham City, UT

2018 Honda CR-V EX

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

2018 Honda CR-V EX

Brigham City, UT

UnscoredLimited · 15
$16,854127,755 mi

Comparison: 15 similar vehicles

Brigham City, UT

2014 RAM 2500 Pickup SLT

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

2014 RAM 2500 Pickup SLT

Brigham City, UT

UnscoredLimited · 11
$16,875152,742 mi

Comparison: 11 similar vehicles

Brigham City, UT

2021 Volkswagen Tiguan SE

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

2021 Volkswagen Tiguan SE

Brigham City, UT

UnscoredInsufficient · 4
$16,99065,675 mi

Comparison: 4 similar vehicles

Brigham City, UT

2020 Mercedes-Benz GLA GLA250

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

2020 Mercedes-Benz GLA GLA250

Brigham City, UT

UnscoredInsufficient · 0
$16,99074,123 mi

Brigham City, UT

2015 GMC Yukon XL SLT

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

2015 GMC Yukon XL SLT

Brigham City, UT

UnscoredInsufficient · 0
$16,990125,904 mi

Brigham City, UT

2022 Cadillac XT4 Sport

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

2022 Cadillac XT4 Sport

Brigham City, UT

UnscoredInsufficient · 0
$16,991130,288 mi

Brigham City, UT

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Brigham City, UT

UnscoredInsufficient · 0
$17,24652,142 mi

Brigham City, UT

2019 Lincoln MKC Reserve

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

2019 Lincoln MKC Reserve

Brigham City, UT

UnscoredInsufficient · 0
$17,95596,235 mi

Brigham City, UT

2021 BMW X3 30i

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

2021 BMW X3 30i

Brigham City, UT

UnscoredInsufficient · 0
$17,995112,633 mi

Brigham City, UT

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Brigham City, UT

UnscoredInsufficient · 3
$18,82562,158 mi

Comparison: 3 similar vehicles

Brigham City, UT

2018 Subaru WRX STI Limited

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

2018 Subaru WRX STI Limited

Brigham City, UT

UnscoredInsufficient · 0
$18,987143,863 mi

Brigham City, UT

2019 Mercedes-Benz A-Class A220

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

2019 Mercedes-Benz A-Class A220

Brigham City, UT

UnscoredInsufficient · 0
$18,99064,420 mi

Brigham City, UT

2012 Chevrolet Camaro 1SS

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

2012 Chevrolet Camaro 1SS

Brigham City, UT

UnscoredInsufficient · 0
$18,990168,127 mi

Brigham City, UT

2019 Land Rover Range Rover Evoque HSE

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

2019 Land Rover Range Rover Evoque HSE

Brigham City, UT

UnscoredInsufficient · 0
$19,19768,216 mi

Brigham City, UT

2022 Chevrolet Silverado 1500 Limited Custom

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

2022 Chevrolet Silverado 1500 Limited Custom

Brigham City, UT

UnscoredModerate · 21
$19,499141,646 mi

Comparison: 21 similar vehicles

Brigham City, UT

2018 Audi SQ5 Premium Plus

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

2018 Audi SQ5 Premium Plus

Brigham City, UT

UnscoredLimited · 5
$19,81088,160 mi

Comparison: 5 similar vehicles

Brigham City, UT

2025 Nissan Sentra SR

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

2025 Nissan Sentra SR

Brigham City, UT

OverpricedModerate · 20
$19,81144,500 mi

Market: $19,120 – $19,568

Comparison: 20 similar vehicles

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

Brigham City, UT

2021 Subaru WRX Premium

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

2021 Subaru WRX Premium

Brigham City, UT

UnscoredInsufficient · 0
$19,90086,861 mi

Brigham City, UT

2020 Honda Civic Hatchback EX

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

2020 Honda Civic Hatchback EX

Brigham City, UT

UnscoredInsufficient · 0
$19,97564,884 mi

Brigham City, UT

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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