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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 21, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

613 listings found

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Quinnesec, MI

UnscoredInsufficient · 0
$3,495169,824 mi

Quinnesec, MI

2008 Ford Expedition King Ranch

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

2008 Ford Expedition King Ranch

Iron River, MI

UnscoredInsufficient · 0
$4,995213,000 mi

Iron River, MI

2017 Jeep Compass Sport

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

2017 Jeep Compass Sport

Crivitz, WI

UnscoredInsufficient · 0
$5,495181,846 mi

Crivitz, WI

2015 Ford Escape SE

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

2015 Ford Escape SE

Iron River, MI

UnscoredLimited · 14
$5,995181,000 mi

Comparison: 14 similar vehicles

Iron River, MI

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Iron River, MI

UnscoredInsufficient · 4
$5,995175,000 mi

Comparison: 4 similar vehicles

Iron River, MI

2002 GMC Envoy SLE

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

2002 GMC Envoy SLE

Escanaba, MI

UnscoredInsufficient · 0
$5,99977,648 mi

Escanaba, MI

2006 Toyota 4Runner SR5

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

2006 Toyota 4Runner SR5

Crivitz, WI

UnscoredInsufficient · 0
$6,320319,246 mi

Crivitz, WI

2017 Chevrolet Traverse 2LT

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

2017 Chevrolet Traverse 2LT

Crivitz, WI

UnscoredModerate · 25
$6,495189,232 mi

Comparison: 25 similar vehicles

Crivitz, WI

2016 Nissan Murano Platinum

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

2016 Nissan Murano Platinum

Crivitz, WI

UnscoredLimited · 12
$6,495200,000 mi

Comparison: 12 similar vehicles

Crivitz, WI

2017 Nissan Rogue SL

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

2017 Nissan Rogue SL

Crivitz, WI

UnscoredModerate · 24
$6,995162,357 mi

Comparison: 24 similar vehicles

Crivitz, WI

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Escanaba, MI

UnscoredInsufficient · 0
$6,995106,000 mi

Escanaba, MI

2016 Honda Pilot EX-L

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

2016 Honda Pilot EX-L

Crivitz, WI

UnscoredModerate · 22
$7,495226,740 mi

Comparison: 22 similar vehicles

Crivitz, WI

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Gladstone, MI

UnscoredLimited · 13
$7,995Mileage not verified

Comparison: 13 similar vehicles

Gladstone, MI

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Gladstone, MI

UnscoredInsufficient · 0
$7,995Mileage not verified

Gladstone, 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

Crivitz, WI

UnscoredModerate · 36
$8,495206,255 mi

Comparison: 36 similar vehicles

Crivitz, WI

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Gladstone, MI

Fair PriceModerate · 22
$8,500Mileage not verified

Market: $3,966 – $11,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Gladstone, MI

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Escanaba, MI

UnscoredRobust · 121
$8,995155,000 mi

Comparison: 121 similar vehicles

Escanaba, MI

2013 Jeep Compass Sport

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

2013 Jeep Compass Sport

Gladstone, MI

UnscoredInsufficient · 0
$8,995Mileage not verified

Gladstone, MI

2009 Toyota RAV4 Base

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

2009 Toyota RAV4 Base

Gladstone, MI

UnscoredInsufficient · 0
$8,995Mileage not verified

Gladstone, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Escanaba, MI

OverpricedModerate · 30
$9,30994,345 mi

Market: $3,046 – $7,760

Comparison: 30 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Escanaba, MI

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Norway, MI

Fair PriceModerate · 24
$9,750116,496 mi

Market: $9,799 – $15,995

Comparison: 24 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 18 days listed (based on current market benchmarks)

Norway, MI

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Gladstone, MI

Fair PriceModerate · 26
$9,800Mileage not verified

Market: $5,922 – $17,180

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Gladstone, MI

2019 Dodge Journey GT

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

2019 Dodge Journey GT

Gladstone, MI

UnscoredInsufficient · 4
$9,950Mileage not verified

Comparison: 4 similar vehicles

Gladstone, MI

2012 Volvo XC60 T6

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

2012 Volvo XC60 T6

Gladstone, MI

UnscoredInsufficient · 0
$9,950Mileage not verified

Gladstone, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Crivitz, WI

UnscoredModerate · 36
$9,995144,109 mi

Comparison: 36 similar vehicles

Crivitz, WI

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Escanaba, MI

UnscoredInsufficient · 4
$9,99591,000 mi

Comparison: 4 similar vehicles

Escanaba, MI

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Iron Mountain, MI

Fair PriceLimited · 18
$10,31397,048 mi

Market: $5,975 – $12,248

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Iron Mountain, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Escanaba, MI

UnscoredLimited · 7
$10,31368,830 mi

Comparison: 7 similar vehicles

Escanaba, MI

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Iron Mountain, MI

UnscoredLimited · 7
$10,400111,265 mi

Comparison: 7 similar vehicles

Iron Mountain, MI

2016 Honda CR-V SE

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

2016 Honda CR-V SE

Iron Mountain, MI

UnscoredInsufficient · 0
$10,544175,545 mi

Iron Mountain, MI

2018 Jeep Grand Cherokee Limited

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

2018 Jeep Grand Cherokee Limited

Gladstone, MI

UnscoredModerate · 21
$10,795122,200 mi

Comparison: 21 similar vehicles

Gladstone, MI

2010 Jeep Wrangler Unlimited Sport

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

2010 Jeep Wrangler Unlimited Sport

Gladstone, MI

UnscoredInsufficient · 0
$10,800Mileage not verified

Gladstone, MI

2018 Kia Sportage LX

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

2018 Kia Sportage LX

Iron Mountain, MI

UnscoredInsufficient · 0
$10,822105,574 mi

Iron Mountain, MI

2012 Toyota RAV4 Limited

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

2012 Toyota RAV4 Limited

Gladstone, MI

UnscoredLimited · 6
$10,900Mileage not verified

Comparison: 6 similar vehicles

Gladstone, MI

2017 Hyundai Santa Fe Limited Ultimate

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

2017 Hyundai Santa Fe Limited Ultimate

Iron Mountain, MI

UnscoredInsufficient · 0
$10,975130,068 mi

Iron Mountain, MI

2020 Volkswagen Tiguan SE R-LINE BLACK

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

2020 Volkswagen Tiguan SE R-LINE BLACK

Escanaba, MI

UnscoredLimited · 6
$10,995124,674 mi

Comparison: 6 similar vehicles

Escanaba, MI

2016 Buick Enclave Premium

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

2016 Buick Enclave Premium

Gladstone, MI

UnscoredLimited · 7
$11,395119,700 mi

Comparison: 7 similar vehicles

Gladstone, MI

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Norway, MI

UnscoredLimited · 6
$11,50097,975 mi

Comparison: 6 similar vehicles

Norway, 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

Gladstone, MI

UnscoredLimited · 6
$11,695126,550 mi

Comparison: 6 similar vehicles

Gladstone, MI

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Gladstone, MI

Fair PriceModerate · 39
$11,69585,200 mi

Market: $5,990 – $15,470

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Gladstone, MI

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Gladstone, MI

Fair PriceModerate · 20
$11,900Mileage not verified

Market: $9,950 – $12,440

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Gladstone, MI

2015 Chevrolet Suburban LTZ

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

2015 Chevrolet Suburban LTZ

Gladstone, MI

UnscoredLimited · 8
$11,900Mileage not verified

Comparison: 8 similar vehicles

Gladstone, MI

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Norway, MI

Fair PriceModerate · 22
$11,90077,216 mi

Market: $4,995 – $14,485

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Norway, MI

2011 Jeep Wrangler Unlimited Sahara

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

2011 Jeep Wrangler Unlimited Sahara

Gladstone, MI

Fair PriceLimited · 10
$11,900Mileage not verified

Market: $6,900 – $14,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 561 days listed (based on current market benchmarks)

Gladstone, MI

2019 Jeep Grand Cherokee Laredo E

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

2019 Jeep Grand Cherokee Laredo E

Escanaba, MI

UnscoredLimited · 9
$11,995149,000 mi

Comparison: 9 similar vehicles

Escanaba, MI

2019 Dodge Journey Crossroad

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

2019 Dodge Journey Crossroad

Escanaba, MI

UnscoredInsufficient · 0
$11,99592,428 mi

Escanaba, MI

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Escanaba, MI

Fair PriceModerate · 40
$11,99587,226 mi

Market: $5,990 – $15,470

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Escanaba, MI

2012 Chevrolet Suburban LTZ

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

2012 Chevrolet Suburban LTZ

Iron River, MI

UnscoredInsufficient · 0
$11,995147,000 mi

Iron River, MI

2017 GMC Terrain SLE-2

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

2017 GMC Terrain SLE-2

Norway, MI

Fair PriceLimited · 15
$12,40081,186 mi

Market: $9,999 – $13,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Norway, MI

2013 Dodge Durango SXT

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

2013 Dodge Durango SXT

Gladstone, MI

UnscoredInsufficient · 0
$12,500Mileage not verified

Gladstone, 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 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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