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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

963 listings found

2013 Ford Focus SE

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

2013 Ford Focus SE

Butte, MT

UnscoredInsufficient · 0
$3,900Mileage not verified

Butte, MT

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Butte, MT

UnscoredInsufficient · 0
$4,300157,644 mi

Butte, MT

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Butte, MT

Unscored
$4,750160,061 mi

Comparison: 6 similar vehicles

Butte, MT

2007 Chevrolet TrailBlazer LS

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

2007 Chevrolet TrailBlazer LS

Anaconda, MT

UnscoredInsufficient · 0
$4,997178,522 mi

Anaconda, MT

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Butte, MT

UnscoredInsufficient · 0
$5,200160,125 mi

Butte, MT

2011 Volkswagen Jetta TDI

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

2011 Volkswagen Jetta TDI

Butte, MT

UnscoredInsufficient · 0
$5,200187,700 mi

Butte, MT

2008 Hyundai Santa Fe Limited

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

2008 Hyundai Santa Fe Limited

Anaconda, MT

UnscoredInsufficient · 0
$5,997146,141 mi

Anaconda, MT

2011 Volkswagen Tiguan S

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

2011 Volkswagen Tiguan S

Butte, MT

UnscoredInsufficient · 0
$6,200155,400 mi

Butte, MT

2013 GMC Yukon Denali

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

2013 GMC Yukon Denali

Anaconda, MT

UnscoredInsufficient · 0
$6,997241,222 mi

Anaconda, MT

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Butte, MT

UnscoredInsufficient · 0
$7,400198,000 mi

Butte, MT

2007 Lexus RX 350

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

2007 Lexus RX 350

Butte, MT

UnscoredInsufficient · 0
$7,500133,000 mi

Butte, MT

2012 Volkswagen Tiguan SE

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

2012 Volkswagen Tiguan SE

Butte, MT

UnscoredInsufficient · 0
$7,600107,102 mi

Butte, MT

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Anaconda, MT

UnscoredInsufficient · 0
$7,997154,785 mi

Anaconda, MT

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Butte, MT

UnscoredInsufficient · 0
$7,999155,107 mi

Butte, MT

2018 Dodge Grand Caravan SXT

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

2018 Dodge Grand Caravan SXT

Butte, MT

UnscoredInsufficient · 0
$8,29995,224 mi

Butte, MT

2016 Audi Q5 Premium Plus

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

2016 Audi Q5 Premium Plus

Butte, MT

UnscoredInsufficient · 0
$8,599152,717 mi

Butte, MT

2015 Dodge Durango Citadel

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

2015 Dodge Durango Citadel

Butte, MT

UnscoredInsufficient · 0
$8,999162,068 mi

Butte, MT

2013 Volkswagen Jetta TDI

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

2013 Volkswagen Jetta TDI

Butte, MT

UnscoredInsufficient · 0
$8,999116,245 mi

Butte, MT

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Butte, MT

UnscoredInsufficient · 0
$8,999140,500 mi

Butte, MT

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Butte, MT

UnscoredInsufficient · 0
$9,578106,898 mi

Butte, MT

2018 Volkswagen Passat R-Line

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

2018 Volkswagen Passat R-Line

Butte, MT

UnscoredInsufficient · 0
$9,800111,567 mi

Butte, MT

2011 Honda Accord EX-L V6

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

2011 Honda Accord EX-L V6

Butte, MT

UnscoredInsufficient · 0
$9,900129,129 mi

Butte, MT

2016 Chevrolet Suburban LT

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

2016 Chevrolet Suburban LT

Anaconda, MT

UnscoredInsufficient · 3
$9,997243,500 mi

Comparison: 3 similar vehicles

Anaconda, MT

2013 Toyota Camry XLE

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

2013 Toyota Camry XLE

Butte, MT

UnscoredInsufficient · 0
$9,999123,283 mi

Butte, MT

2015 Jeep Renegade Trailhawk

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

2015 Jeep Renegade Trailhawk

Butte, MT

UnscoredInsufficient · 0
$10,500120,631 mi

Butte, MT

2014 RAM 1500 Big Horn

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

2014 RAM 1500 Big Horn

Butte, MT

UnscoredInsufficient · 0
$10,600173,000 mi

Butte, MT

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

Butte, MT

UnscoredInsufficient · 0
$10,90054,180 mi

Butte, MT

2019 Jeep Compass Sport

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

2019 Jeep Compass Sport

Butte, MT

Unscored
$11,00091,000 mi

Comparison: 5 similar vehicles

Butte, MT

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Butte, MT

UnscoredInsufficient · 0
$11,900104,328 mi

Butte, MT

2016 Honda Pilot Touring

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

2016 Honda Pilot Touring

Butte, MT

Unscored
$11,999183,000 mi

Comparison: 5 similar vehicles

Butte, MT

2018 RAM 1500 Pickup SLT

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

2018 RAM 1500 Pickup SLT

Butte, MT

UnscoredInsufficient · 0
$12,000152,452 mi

Butte, MT

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Helena, MT

UnscoredInsufficient · 0
$12,215131,944 mi

Helena, MT

2019 Subaru Outback Premium

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

2019 Subaru Outback Premium

Butte, MT

Unscored
$12,889142,164 mi

Comparison: 7 similar vehicles

Butte, MT

2013 Ford C-Max Energi SEL

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

2013 Ford C-Max Energi SEL

Butte, MT

UnscoredInsufficient · 0
$12,98884,031 mi

Butte, MT

2008 GMC Sierra 2500HD SLE2

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

2008 GMC Sierra 2500HD SLE2

Anaconda, MT

UnscoredInsufficient · 0
$12,997139,500 mi

Anaconda, MT

2018 Honda HR-V EX-L

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

2018 Honda HR-V EX-L

Butte, MT

UnscoredInsufficient · 0
$12,999147,250 mi

Butte, MT

2014 RAM 1500 Longhorn Limited

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

2014 RAM 1500 Longhorn Limited

Butte, MT

UnscoredInsufficient · 3
$13,500154,200 mi

Comparison: 3 similar vehicles

Butte, MT

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Butte, MT

UnscoredInsufficient · 0
$13,85698,200 mi

Butte, MT

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Butte, MT

UnscoredInsufficient · 0
$13,894172,465 mi

Butte, MT

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Anaconda, MT

UnscoredInsufficient · 0
$13,997134,000 mi

Anaconda, MT

2012 Toyota RAV4 Limited

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

2012 Toyota RAV4 Limited

Helena, MT

UnscoredInsufficient · 0
$14,215139,969 mi

Helena, MT

2005 Dodge Magnum RT

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

2005 Dodge Magnum RT

Anaconda, MT

UnscoredInsufficient · 0
$14,29961,826 mi

Anaconda, MT

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Butte, MT

UnscoredInsufficient · 0
$14,61243,673 mi

Butte, MT

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Helena, MT

UnscoredInsufficient · 0
$14,71599,637 mi

Helena, MT

2018 Dodge Durango GT

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

2018 Dodge Durango GT

Butte, MT

UnscoredInsufficient · 3
$14,750121,250 mi

Comparison: 3 similar vehicles

Butte, MT

2013 Chevrolet Tahoe LS

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

2013 Chevrolet Tahoe LS

Anaconda, MT

UnscoredInsufficient · 4
$14,99791,000 mi

Comparison: 4 similar vehicles

Anaconda, MT

2014 RAM 1500 Laramie Longhorn

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

2014 RAM 1500 Laramie Longhorn

Butte, MT

UnscoredInsufficient · 0
$15,000153,000 mi

Butte, MT

2012 RAM 1500 Pickup Laramie Longhorn

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

2012 RAM 1500 Pickup Laramie Longhorn

Anaconda, MT

UnscoredInsufficient · 0
$15,997135,000 mi

Anaconda, MT

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

Butte, MT

Unscored
$16,163154,123 mi

Comparison: 9 similar vehicles

Butte, MT

2018 Subaru Forester Premium

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

2018 Subaru Forester Premium

Helena, MT

Unscored
$16,215106,781 mi

Comparison: 7 similar vehicles

Helena, MT

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 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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