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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

2,906 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

2003 Honda Element EX

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

2003 Honda Element EX

Whitehall, MT

UnscoredInsufficient · 0
$4,750238,980 mi

Whitehall, MT

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Bozeman, MT

UnscoredLimited · 6
$4,923201,012 mi

Comparison: 6 similar vehicles

Bozeman, MT

2008 Dodge Charger Base

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

2008 Dodge Charger Base

Whitehall, MT

UnscoredInsufficient · 0
$4,995154,409 mi

Whitehall, MT

2008 Kia Optima LX

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

2008 Kia Optima LX

Bozeman, MT

UnscoredInsufficient · 0
$5,319119,199 mi

Bozeman, MT

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Belgrade, MT

UnscoredInsufficient · 0
$5,50086,309 mi

Belgrade, MT

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Bozeman, MT

UnscoredInsufficient · 0
$5,999152,179 mi

Bozeman, MT

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Belgrade, MT

UnscoredInsufficient · 0
$6,800151,235 mi

Belgrade, MT

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Bozeman, MT

UnscoredInsufficient · 0
$6,999224,748 mi

Bozeman, MT

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Bozeman, MT

UnscoredInsufficient · 0
$7,389192,208 mi

Bozeman, MT

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Bozeman, MT

UnscoredInsufficient · 0
$7,466189,392 mi

Bozeman, MT

2014 Dodge Journey R/T

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

2014 Dodge Journey R/T

Whitehall, MT

UnscoredInsufficient · 0
$7,995119,704 mi

Whitehall, MT

2004 Volkswagen Touareg Base

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

2004 Volkswagen Touareg Base

Whitehall, MT

UnscoredInsufficient · 0
$7,995172,914 mi

Whitehall, MT

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Bozeman, MT

UnscoredInsufficient · 0
$8,324144,414 mi

Bozeman, MT

2018 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Belgrade, MT

UnscoredLimited · 10
$8,450128,690 mi

Comparison: 10 similar vehicles

Belgrade, MT

2013 Subaru Impreza 2.0I Sport Premium

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

2013 Subaru Impreza 2.0I Sport Premium

Bozeman, MT

UnscoredInsufficient · 0
$8,715149,164 mi

Bozeman, MT

2013 Jeep Grand Cherokee Limited

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

2013 Jeep Grand Cherokee Limited

Bozeman, MT

UnscoredInsufficient · 0
$8,889134,307 mi

Bozeman, MT

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

Bozeman, MT

UnscoredLimited · 5
$8,889348,247 mi

Comparison: 5 similar vehicles

Bozeman, MT

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Bozeman, MT

UnscoredInsufficient · 0
$8,999171,445 mi

Bozeman, MT

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Bozeman, MT

UnscoredInsufficient · 0
$8,999180,748 mi

Bozeman, MT

2012 Hyundai Santa Fe Limited

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

2012 Hyundai Santa Fe Limited

Bozeman, MT

UnscoredInsufficient · 0
$9,38984,707 mi

Bozeman, 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

Bozeman, MT

UnscoredInsufficient · 0
$9,411173,333 mi

Bozeman, MT

2008 Toyota 4Runner Sport

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

2008 Toyota 4Runner Sport

Livingston, MT

UnscoredInsufficient · 0
$9,500237,879 mi

Livingston, MT

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Bozeman, MT

UnscoredLimited · 6
$9,889194,024 mi

Comparison: 6 similar vehicles

Bozeman, MT

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Manhattan, MT

UnscoredLimited · 14
$9,890129,965 mi

Comparison: 14 similar vehicles

Manhattan, MT

2017 Subaru Outback Limited

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

2017 Subaru Outback Limited

Bozeman, MT

UnscoredInsufficient · 4
$9,922175,675 mi

Comparison: 4 similar vehicles

Bozeman, MT

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Belgrade, MT

UnscoredInsufficient · 0
$9,950182,730 mi

Belgrade, MT

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Bozeman, MT

UnscoredInsufficient · 0
$9,966151,739 mi

Bozeman, MT

2019 Nissan Rogue Sport S

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

2019 Nissan Rogue Sport S

Belgrade, MT

UnscoredInsufficient · 0
$9,995111,044 mi

Belgrade, MT

2013 Volkswagen Touareg Executive

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

2013 Volkswagen Touareg Executive

Bozeman, MT

UnscoredInsufficient · 0
$9,999144,960 mi

Bozeman, MT

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Belgrade, MT

UnscoredInsufficient · 0
$10,250138,275 mi

Belgrade, MT

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Bozeman, MT

UnscoredLimited · 8
$10,333141,676 mi

Comparison: 8 similar vehicles

Bozeman, MT

2014 Mazda MAZDA3 s Touring

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

2014 Mazda MAZDA3 s Touring

Belgrade, MT

UnscoredInsufficient · 0
$10,389135,750 mi

Belgrade, MT

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Bozeman, MT

UnscoredInsufficient · 0
$10,389178,503 mi

Bozeman, MT

2014 Chevrolet Express Passenger LS

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

2014 Chevrolet Express Passenger LS

Bozeman, MT

UnscoredInsufficient · 0
$10,390132,289 mi

Bozeman, MT

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Bozeman, MT

UnscoredInsufficient · 0
$10,588115,541 mi

Bozeman, MT

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Belgrade, MT

UnscoredInsufficient · 0
$10,88098,924 mi

Belgrade, MT

2016 Land Rover Discovery Sport HSE

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

2016 Land Rover Discovery Sport HSE

Bozeman, MT

UnscoredInsufficient · 0
$10,933117,394 mi

Bozeman, MT

2014 Chevrolet Silverado 1500 High Country

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

2014 Chevrolet Silverado 1500 High Country

Belgrade, MT

UnscoredInsufficient · 0
$10,950218,960 mi

Belgrade, MT

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Belgrade, MT

UnscoredInsufficient · 4
$10,950180,905 mi

Comparison: 4 similar vehicles

Belgrade, MT

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Belgrade, MT

UnscoredInsufficient · 0
$10,999105,370 mi

Belgrade, MT

2016 Volkswagen Jetta GLI SE

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

2016 Volkswagen Jetta GLI SE

Bozeman, MT

UnscoredInsufficient · 0
$11,099117,145 mi

Bozeman, MT

2014 Chrysler Town & Country Limited

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

2014 Chrysler Town & Country Limited

Bozeman, MT

UnscoredInsufficient · 0
$11,389106,375 mi

Bozeman, MT

2011 Lexus RX 350

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

2011 Lexus RX 350

Manhattan, MT

UnscoredInsufficient · 0
$11,389160,125 mi

Manhattan, MT

2017 Chevrolet Tahoe LT

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

2017 Chevrolet Tahoe LT

Belgrade, MT

UnscoredLimited · 6
$11,450181,696 mi

Comparison: 6 similar vehicles

Belgrade, MT

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Belgrade, MT

UnscoredInsufficient · 0
$11,477240,000 mi

Belgrade, MT

2015 Nissan Murano Platinum

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

2015 Nissan Murano Platinum

Bozeman, MT

UnscoredInsufficient · 0
$11,564135,797 mi

Bozeman, MT

2015 Nissan Murano SL

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

2015 Nissan Murano SL

Belgrade, MT

UnscoredInsufficient · 3
$11,788118,691 mi

Comparison: 3 similar vehicles

Belgrade, MT

2017 Audi Q3 Premium

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

2017 Audi Q3 Premium

Bozeman, MT

UnscoredInsufficient · 0
$11,790102,539 mi

Bozeman, MT

2007 Toyota RAV4 Limited

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

2007 Toyota RAV4 Limited

Bozeman, MT

UnscoredInsufficient · 0
$11,83398,605 mi

Bozeman, MT

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 manage their profile, 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, exports, and enhanced merchandising.
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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