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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

435 listings found

2010 Mazda CX-7 i SV

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

2010 Mazda CX-7 i SV

Kalkaska, MI

UnscoredInsufficient · 0
$1,575248,631 mi

Kalkaska, MI

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Kalkaska, MI

Unscored
$1,890251,035 mi

Comparison: 11 similar vehicles

Kalkaska, MI

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Kalkaska, MI

Unscored
$2,460185,222 mi

Comparison: 8 similar vehicles

Kalkaska, MI

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Kalkaska, MI

Unscored
$2,579205,896 mi

Comparison: 8 similar vehicles

Kalkaska, MI

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Kalkaska, MI

Unscored
$2,680206,901 mi

Comparison: 19 similar vehicles

Kalkaska, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Kalkaska, MI

Unscored
$2,680213,967 mi

Comparison: 57 similar vehicles

Kalkaska, MI

2009 Chevrolet Silverado 1500 LS

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

2009 Chevrolet Silverado 1500 LS

Kalkaska, MI

UnscoredInsufficient · 0
$3,080210,400 mi

Kalkaska, MI

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Kalkaska, MI

Unscored
$3,274163,287 mi

Comparison: 16 similar vehicles

Kalkaska, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Kalkaska, MI

Unscored
$4,080173,117 mi

Comparison: 43 similar vehicles

Kalkaska, MI

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Kalkaska, MI

UnscoredInsufficient · 0
$4,095169,718 mi

Kalkaska, MI

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Kalkaska, MI

UnscoredInsufficient · 4
$4,180162,436 mi

Comparison: 4 similar vehicles

Kalkaska, MI

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Kalkaska, MI

UnscoredInsufficient · 3
$4,180207,133 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Kalkaska, MI

Fair PriceLimited · 19
$4,27996,839 mi

Market: $2,995 – $13,000

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Kalkaska, MI

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Kalkaska, MI

UnscoredInsufficient · 0
$4,480181,012 mi

Kalkaska, MI

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Kalkaska, MI

Unscored
$4,725124,949 mi

Comparison: 21 similar vehicles

Kalkaska, MI

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Kalkaska, MI

Unscored
$5,145240,043 mi

Comparison: 13 similar vehicles

Kalkaska, MI

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Kalkaska, MI

Unscored
$5,180206,430 mi

Comparison: 22 similar vehicles

Kalkaska, MI

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Kalkaska, MI

Unscored
$5,760154,868 mi

Comparison: 41 similar vehicles

Kalkaska, MI

2010 Mazda Tribute i Touring

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

2010 Mazda Tribute i Touring

Kalkaska, MI

UnscoredInsufficient · 0
$6,180110,832 mi

Kalkaska, MI

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Kalkaska, MI

Unscored
$6,568146,219 mi

Comparison: 7 similar vehicles

Kalkaska, MI

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Kalkaska, MI

Unscored
$6,760203,958 mi

Comparison: 38 similar vehicles

Kalkaska, MI

2013 Dodge Grand Caravan SE

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

2013 Dodge Grand Caravan SE

Kalkaska, MI

Unscored
$6,960170,869 mi

Comparison: 15 similar vehicles

Kalkaska, MI

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Kalkaska, MI

UnscoredInsufficient · 3
$7,487130,419 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Kalkaska, MI

Unscored
$7,760145,786 mi

Comparison: 53 similar vehicles

Kalkaska, MI

2008 Jeep Wrangler Unlimited X

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

2008 Jeep Wrangler Unlimited X

Kalkaska, MI

UnscoredInsufficient · 3
$8,179180,902 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2020 Ford Edge Titanium

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

2020 Ford Edge Titanium

Kalkaska, MI

Unscored
$8,180182,863 mi

Comparison: 48 similar vehicles

Kalkaska, MI

2018 Cadillac XT5 Base

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

2018 Cadillac XT5 Base

Kalkaska, MI

Unscored
$8,280161,505 mi

Comparison: 17 similar vehicles

Kalkaska, MI

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

Kalkaska, MI

Unscored
$8,280193,045 mi

Comparison: 7 similar vehicles

Kalkaska, MI

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Kalkaska, MI

UnscoredInsufficient · 0
$8,760138,657 mi

Kalkaska, MI

2011 Dodge Caliber Rush

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

2011 Dodge Caliber Rush

Kalkaska, MI

UnscoredInsufficient · 0
$8,960146,345 mi

Kalkaska, MI

2014 Chrysler 200 LX

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

2014 Chrysler 200 LX

Kalkaska, MI

Unscored
$9,260155,323 mi

Comparison: 9 similar vehicles

Kalkaska, MI

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Kalkaska, MI

Unscored
$9,260182,650 mi

Comparison: 14 similar vehicles

Kalkaska, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Kalkaska, MI

UnscoredInsufficient · 4
$9,660133,621 mi

Comparison: 4 similar vehicles

Kalkaska, MI

2016 GMC Acadia SLE-2

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

2016 GMC Acadia SLE-2

Kalkaska, MI

UnscoredInsufficient · 4
$10,180114,722 mi

Comparison: 4 similar vehicles

Kalkaska, MI

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Kalkaska, MI

UnscoredInsufficient · 3
$10,460120,434 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2018 Ford Escape SE

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

2018 Ford Escape SE

Kalkaska, MI

Fair PriceLimited · 16
$10,760107,917 mi

Market: $11,195 – $13,530

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 139 days listed (based on current market benchmarks)

Kalkaska, MI

2018 Dodge Journey Canada Value Package

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

2018 Dodge Journey Canada Value Package

Kalkaska, MI

UnscoredInsufficient · 0
$10,76075,712 mi

Kalkaska, MI

2017 Jeep Patriot High Altitude Edition

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

2017 Jeep Patriot High Altitude Edition

Kalkaska, MI

Fair PriceLimited · 18
$10,760115,175 mi

Market: $3,995 – $13,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Kalkaska, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Kalkaska, MI

UnscoredInsufficient · 3
$11,760126,584 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2018 Ford Flex SEL

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

2018 Ford Flex SEL

Kalkaska, MI

Unscored
$12,180113,777 mi

Comparison: 8 similar vehicles

Kalkaska, MI

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Kalkaska, MI

Fair PriceRobust · 60
$12,27780,131 mi

Market: $4,995 – $16,195

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Kalkaska, MI

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Kalkaska, MI

Fair PriceRobust · 50
$12,760114,706 mi

Market: $6,999 – $20,898

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 134 days listed (based on current market benchmarks)

Kalkaska, MI

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Kalkaska, MI

Unscored
$12,760275,351 mi

Comparison: 220 similar vehicles

Kalkaska, MI

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Kalkaska, MI

UnscoredInsufficient · 3
$12,78085,684 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2016 Ford Explorer Sport

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

2016 Ford Explorer Sport

Kalkaska, MI

Unscored
$12,960133,147 mi

Comparison: 24 similar vehicles

Kalkaska, MI

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Kalkaska, MI

Unscored
$12,980142,919 mi

Comparison: 46 similar vehicles

Kalkaska, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Kalkaska, MI

UnscoredInsufficient · 3
$13,160104,226 mi

Comparison: 3 similar vehicles

Kalkaska, MI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Kalkaska, MI

Fair PriceRobust · 123
$13,179108,331 mi

Market: $5,180 – $22,151

Comparison: 123 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Kalkaska, MI

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Kalkaska, MI

Fair PriceRobust · 64
$13,18093,804 mi

Market: $5,495 – $15,187

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Kalkaska, MI

2017 Dodge Journey Crossroad Plus

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

2017 Dodge Journey Crossroad Plus

Kalkaska, MI

OverpricedLimited · 10
$13,26082,734 mi

Market: $2,999 – $10,980

Comparison: 10 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Kalkaska, MI

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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