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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 10, 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

144 listings found

2002 GMC Yukon SLE

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

2002 GMC Yukon SLE

Livingston, MT

UnscoredInsufficient · 0
$2,950256,121 mi

Livingston, MT

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Livingston, MT

UnscoredInsufficient · 0
$6,389166,373 mi

Livingston, MT

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Livingston, MT

UnscoredInsufficient · 0
$7,389192,208 mi

Livingston, MT

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Livingston, MT

UnscoredInsufficient · 0
$9,500154,863 mi

Livingston, MT

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Livingston, MT

UnscoredInsufficient · 0
$11,799106,518 mi

Livingston, MT

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Livingston, MT

UnscoredInsufficient · 0
$11,999149,079 mi

Livingston, MT

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Livingston, MT

UnscoredInsufficient · 0
$12,80058,211 mi

Livingston, MT

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Livingston, MT

UnscoredInsufficient · 0
$13,38955,789 mi

Livingston, MT

2011 Jeep Wrangler Unlimited Rubicon

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

2011 Jeep Wrangler Unlimited Rubicon

Livingston, MT

UnscoredInsufficient · 0
$13,389123,288 mi

Livingston, MT

2018 RAM 1500 ST

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

2018 RAM 1500 ST

Livingston, MT

UnscoredInsufficient · 0
$13,800120,511 mi

Livingston, MT

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Livingston, MT

UnscoredInsufficient · 0
$15,900115,421 mi

Livingston, MT

2014 Jeep Wrangler Sport

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

2014 Jeep Wrangler Sport

Livingston, MT

UnscoredInsufficient · 0
$16,90094,115 mi

Livingston, MT

2020 Jeep Compass Sport

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

2020 Jeep Compass Sport

Livingston, MT

UnscoredInsufficient · 0
$16,99953,848 mi

Livingston, MT

2016 RAM 1500 Laramie

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

2016 RAM 1500 Laramie

Livingston, MT

UnscoredInsufficient · 4
$17,280149,966 mi

Comparison: 4 similar vehicles

Livingston, MT

2020 Ford Expedition XL

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

2020 Ford Expedition XL

Livingston, MT

UnscoredInsufficient · 0
$17,900109,415 mi

Livingston, MT

2019 GMC Sierra 1500 Limited SLE

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

2019 GMC Sierra 1500 Limited SLE

Livingston, MT

UnscoredInsufficient · 0
$18,389147,616 mi

Livingston, MT

2018 Jeep Grand Cherokee Altitude

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

2018 Jeep Grand Cherokee Altitude

Livingston, MT

Unscored
$18,39977,210 mi

Comparison: 8 similar vehicles

Livingston, MT

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Livingston, MT

UnscoredInsufficient · 0
$18,90072,512 mi

Livingston, MT

2017 Toyota RAV4 XLE

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

2017 Toyota RAV4 XLE

Livingston, MT

UnscoredInsufficient · 0
$18,999119,705 mi

Livingston, MT

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Livingston, MT

UnscoredInsufficient · 4
$19,900137,716 mi

Comparison: 4 similar vehicles

Livingston, MT

2017 Ford F-250 Super Duty XL

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

2017 Ford F-250 Super Duty XL

Livingston, MT

UnscoredInsufficient · 0
$19,900113,266 mi

Livingston, MT

2017 GMC Yukon XL Denali

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

2017 GMC Yukon XL Denali

Livingston, MT

UnscoredInsufficient · 0
$19,900149,335 mi

Livingston, MT

2020 Ford Ranger XLT

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

2020 Ford Ranger XLT

Livingston, MT

UnscoredInsufficient · 0
$20,900118,630 mi

Livingston, MT

2013 Ford F-350 Super Duty Chassis Cab

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

2013 Ford F-350 Super Duty Chassis Cab

Livingston, MT

UnscoredInsufficient · 0
$22,80076,058 mi

Livingston, MT

2023 Mazda CX-5 S Carbon Edition

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

2023 Mazda CX-5 S Carbon Edition

Livingston, MT

UnscoredInsufficient · 0
$23,90064,402 mi

Livingston, MT

2019 RAM 1500 Classic Laramie

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

2019 RAM 1500 Classic Laramie

Livingston, MT

UnscoredInsufficient · 0
$23,999100,255 mi

Livingston, MT

2025 Honda HR-V LX

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

2025 Honda HR-V LX

Livingston, MT

UnscoredInsufficient · 0
$24,79920,964 mi

Livingston, MT

2016 Ford F-250 Super Duty

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

2016 Ford F-250 Super Duty

Livingston, MT

UnscoredInsufficient · 0
$24,80060,472 mi

Livingston, MT

2022 Ford Escape SEL

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

2022 Ford Escape SEL

Livingston, MT

UnscoredInsufficient · 0
$24,90013,105 mi

Livingston, MT

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Livingston, MT

UnscoredInsufficient · 0
$24,90061,726 mi

Livingston, MT

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Livingston, MT

Unscored
$25,900111,734 mi

Comparison: 5 similar vehicles

Livingston, MT

2024 Jeep Grand Cherokee 4xe

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

2024 Jeep Grand Cherokee 4xe

Livingston, MT

UnscoredInsufficient · 4
$26,28356,784 mi

Comparison: 4 similar vehicles

Livingston, MT

2016 Toyota Tundra TRD Pro

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

2016 Toyota Tundra TRD Pro

Livingston, MT

UnscoredInsufficient · 0
$26,789152,566 mi

Livingston, MT

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

Livingston, MT

Unscored
$26,90036,748 mi

Comparison: 6 similar vehicles

Livingston, MT

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Livingston, MT

Unscored
$26,900103,945 mi

Comparison: 5 similar vehicles

Livingston, MT

2017 Chevrolet Silverado 2500HD Work Truck

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

2017 Chevrolet Silverado 2500HD Work Truck

Livingston, MT

UnscoredInsufficient · 3
$26,90078,148 mi

Comparison: 3 similar vehicles

Livingston, MT

2004 Dodge Ram 3500 Pickup Laramie

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

2004 Dodge Ram 3500 Pickup Laramie

Livingston, MT

UnscoredInsufficient · 3
$26,999165,546 mi

Comparison: 3 similar vehicles

Livingston, MT

2016 RAM 2500 Pickup Laramie

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

2016 RAM 2500 Pickup Laramie

Livingston, MT

Unscored
$27,599121,314 mi

Comparison: 10 similar vehicles

Livingston, MT

2025 Mazda CX-50 Premium

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

2025 Mazda CX-50 Premium

Livingston, MT

UnscoredInsufficient · 0
$27,90029,581 mi

Livingston, MT

2025 Ford Escape Plug-in hybrid

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

2025 Ford Escape Plug-in hybrid

Livingston, MT

UnscoredInsufficient · 0
$27,9995,138 mi

Livingston, MT

2024 Jeep Wrangler 4xe Rubicon 4XE

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

2024 Jeep Wrangler 4xe Rubicon 4XE

Livingston, MT

UnscoredInsufficient · 0
$28,09046,309 mi

Livingston, MT

2023 RAM ProMaster Cargo Van Base

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

2023 RAM ProMaster Cargo Van Base

Livingston, MT

UnscoredInsufficient · 0
$28,90074,505 mi

Livingston, MT

2020 Chevrolet Silverado 2500HD Work Truck

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

2020 Chevrolet Silverado 2500HD Work Truck

Livingston, MT

UnscoredInsufficient · 3
$28,900116,224 mi

Comparison: 3 similar vehicles

Livingston, MT

2025 Volkswagen Atlas SE w/Tech

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

2025 Volkswagen Atlas SE w/Tech

Livingston, MT

UnscoredInsufficient · 0
$29,09059,839 mi

Livingston, MT

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Livingston, MT

Unscored
$29,39074,808 mi

Comparison: 8 similar vehicles

Livingston, MT

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Livingston, MT

Unscored
$29,90063,628 mi

Comparison: 8 similar vehicles

Livingston, MT

2023 Chevrolet Suburban LS

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

2023 Chevrolet Suburban LS

Livingston, MT

UnscoredInsufficient · 0
$29,999164,188 mi

Livingston, MT

2017 RAM 3500 Pickup Laramie

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

2017 RAM 3500 Pickup Laramie

Livingston, MT

UnscoredInsufficient · 4
$30,389183,394 mi

Comparison: 4 similar vehicles

Livingston, MT

2011 Chevrolet Silverado 3500HD LTZ

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

2011 Chevrolet Silverado 3500HD LTZ

Livingston, MT

UnscoredInsufficient · 0
$30,80095,330 mi

Livingston, MT

2024 Nissan Pathfinder SL

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

2024 Nissan Pathfinder SL

Livingston, MT

UnscoredInsufficient · 3
$30,89934,813 mi

Comparison: 3 similar vehicles

Livingston, MT

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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