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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 6, 2026

7.1M+

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

594 listings found

2009 Ford Escape Limited

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

2009 Ford Escape Limited

Marquette, MI

UnscoredInsufficient · 0
$3,995194,053 mi

Marquette, MI

2012 GMC Yukon SLE

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

2012 GMC Yukon SLE

Marquette, MI

UnscoredInsufficient · 0
$4,995222,850 mi

Marquette, MI

2008 Honda Accord EX-L V6

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

2008 Honda Accord EX-L V6

Marquette, MI

UnscoredInsufficient · 0
$4,99597,841 mi

Marquette, MI

2016 Ford Focus SE

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

2016 Ford Focus SE

Marquette, MI

UnscoredInsufficient · 4
$5,799104,785 mi

Comparison: 4 similar vehicles

Marquette, MI

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

Marquette, MI

Unscored
$6,313188,944 mi

Comparison: 5 similar vehicles

Marquette, MI

2014 Nissan Altima S

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

2014 Nissan Altima S

Marquette, MI

UnscoredInsufficient · 0
$6,399124,122 mi

Marquette, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Marquette, MI

Fair PriceLimited · 11
$6,495114,163 mi

Market: $5,295 – $9,498

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 798 days listed (based on current market benchmarks)

Marquette, MI

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Marquette, MI

UnscoredInsufficient · 4
$6,799170,455 mi

Comparison: 4 similar vehicles

Marquette, MI

2016 Kia Sedona L

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

2016 Kia Sedona L

Marquette, MI

UnscoredInsufficient · 0
$6,879123,336 mi

Marquette, MI

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Marquette, MI

UnscoredInsufficient · 0
$6,995201,931 mi

Marquette, MI

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Marquette, MI

UnscoredInsufficient · 0
$6,995102,005 mi

Marquette, MI

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Marquette, MI

Unscored
$6,995143,544 mi

Comparison: 13 similar vehicles

Marquette, MI

2010 Ford F-250 Super Duty XL

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

2010 Ford F-250 Super Duty XL

Marquette, MI

UnscoredInsufficient · 0
$6,995138,286 mi

Marquette, MI

2017 Kia Forte LX

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

2017 Kia Forte LX

Marquette, MI

UnscoredInsufficient · 0
$6,999120,501 mi

Marquette, MI

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Marquette, MI

Unscored
$7,079123,505 mi

Comparison: 18 similar vehicles

Marquette, MI

2013 Kia Soul +

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

2013 Kia Soul +

Marquette, MI

UnscoredInsufficient · 0
$7,129110,455 mi

Marquette, MI

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Marquette, MI

UnscoredInsufficient · 3
$7,399143,566 mi

Comparison: 3 similar vehicles

Marquette, MI

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Marquette, MI

UnscoredInsufficient · 0
$7,995183,280 mi

Marquette, MI

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

Marquette, MI

UnscoredInsufficient · 0
$8,27895,512 mi

Marquette, MI

2013 Ford F-350 Super Duty XLT

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

2013 Ford F-350 Super Duty XLT

Marquette, MI

UnscoredInsufficient · 0
$8,313294,287 mi

Marquette, MI

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Marquette, MI

Unscored
$8,495101,011 mi

Comparison: 9 similar vehicles

Marquette, MI

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Marquette, MI

Unscored
$8,995150,292 mi

Comparison: 13 similar vehicles

Marquette, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Marquette, MI

UnscoredInsufficient · 4
$9,30994,345 mi

Comparison: 4 similar vehicles

Marquette, MI

2019 Ford Ecosport S

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

2019 Ford Ecosport S

Marquette, MI

UnscoredInsufficient · 0
$9,96470,369 mi

Marquette, MI

2016 Ford Flex Limited

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

2016 Ford Flex Limited

Marquette, MI

UnscoredInsufficient · 0
$9,995117,948 mi

Marquette, MI

1982 Datsun 280ZX

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

1982 Datsun 280ZX

Marquette, MI

UnscoredInsufficient · 0
$9,995113,000 mi

Marquette, MI

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Marquette, MI

Unscored
$9,999177,356 mi

Comparison: 7 similar vehicles

Marquette, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Marquette, MI

UnscoredInsufficient · 0
$10,31368,830 mi

Marquette, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Marquette, MI

Unscored
$10,495141,451 mi

Comparison: 6 similar vehicles

Marquette, MI

2014 Lincoln MKS Base

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

2014 Lincoln MKS Base

Marquette, MI

UnscoredInsufficient · 0
$10,49586,967 mi

Marquette, MI

2012 Jeep Wrangler Sport

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

2012 Jeep Wrangler Sport

Marquette, MI

UnscoredInsufficient · 0
$10,495151,851 mi

Marquette, MI

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Marquette, MI

UnscoredInsufficient · 0
$11,278131,475 mi

Marquette, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Marquette, MI

Unscored
$11,495118,857 mi

Comparison: 6 similar vehicles

Marquette, MI

2021 Hyundai Accent SE

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

2021 Hyundai Accent SE

Marquette, MI

UnscoredInsufficient · 0
$11,61335,566 mi

Marquette, MI

2016 Ford Flex SEL

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

2016 Ford Flex SEL

Marquette, MI

UnscoredInsufficient · 0
$11,995115,659 mi

Marquette, MI

2009 Chevrolet Silverado 2500HD 1LT

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

2009 Chevrolet Silverado 2500HD 1LT

Marquette, MI

UnscoredInsufficient · 4
$11,995199,574 mi

Comparison: 4 similar vehicles

Marquette, MI

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Marquette, MI

UnscoredInsufficient · 0
$12,267250,110 mi

Marquette, MI

2010 Chevrolet Camaro LS

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

2010 Chevrolet Camaro LS

Marquette, MI

UnscoredInsufficient · 0
$12,26868,679 mi

Marquette, MI

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Marquette, MI

UnscoredInsufficient · 0
$12,995139,439 mi

Marquette, MI

2016 Chevrolet Silverado 1500 LTZ Z71

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

2016 Chevrolet Silverado 1500 LTZ Z71

Marquette, MI

UnscoredInsufficient · 0
$12,995120,722 mi

Marquette, MI

2012 RAM 1500 Pickup Sport

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

2012 RAM 1500 Pickup Sport

Marquette, MI

UnscoredInsufficient · 0
$13,278110,712 mi

Marquette, MI

2013 Cadillac Escalade Luxury

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

2013 Cadillac Escalade Luxury

Marquette, MI

UnscoredInsufficient · 0
$13,998155,629 mi

Marquette, MI

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Marquette, MI

UnscoredInsufficient · 0
$14,26852,066 mi

Marquette, MI

2019 Chevrolet Express Cutaway Base

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

2019 Chevrolet Express Cutaway Base

Marquette, MI

UnscoredInsufficient · 0
$14,278137,728 mi

Marquette, MI

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Marquette, MI

UnscoredInsufficient · 0
$14,27865,703 mi

Marquette, MI

2018 Subaru Forester Premium

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

2018 Subaru Forester Premium

Marquette, MI

Unscored
$14,993124,837 mi

Comparison: 18 similar vehicles

Marquette, MI

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Marquette, MI

UnscoredInsufficient · 0
$14,995132,078 mi

Marquette, MI

2014 Dodge Durango R/T

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

2014 Dodge Durango R/T

Marquette, MI

UnscoredInsufficient · 0
$14,99591,430 mi

Marquette, MI

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Marquette, MI

Unscored
$14,99593,783 mi

Comparison: 6 similar vehicles

Marquette, MI

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Marquette, MI

Unscored
$14,998130,315 mi

Comparison: 12 similar vehicles

Marquette, MI

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 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 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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