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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 20, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

767 listings found

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Marshall, MN

UnscoredInsufficient · 0
$3,000231,014 mi

Marshall, MN

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Marshall, MN

UnscoredInsufficient · 0
$4,300180,541 mi

Marshall, MN

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Marshall, MN

UnscoredModerate · 25
$4,499201,029 mi

Comparison: 25 similar vehicles

Marshall, MN

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Marshall, MN

UnscoredInsufficient · 0
$4,599244,557 mi

Marshall, MN

2010 Ford Edge SE

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

2010 Ford Edge SE

Morris, MN

UnscoredInsufficient · 0
$4,990229,764 mi

Morris, MN

2011 Cadillac SRX Performance Collection

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

2011 Cadillac SRX Performance Collection

Marshall, MN

UnscoredInsufficient · 0
$4,995151,500 mi

Marshall, MN

2010 Jeep Compass Sport

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

2010 Jeep Compass Sport

Montevideo, MN

UnscoredInsufficient · 0
$4,995Mileage not verified

Montevideo, MN

2009 Chevrolet Suburban LTZ

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

2009 Chevrolet Suburban LTZ

Dawson, MN

UnscoredInsufficient · 0
$4,995260,340 mi

Dawson, MN

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Marshall, MN

UnscoredModerate · 24
$5,262197,133 mi

Comparison: 24 similar vehicles

Marshall, MN

2013 Chevrolet Suburban LT

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

2013 Chevrolet Suburban LT

Morris, MN

UnscoredLimited · 5
$5,349342,026 mi

Comparison: 5 similar vehicles

Morris, MN

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Marshall, MN

UnscoredInsufficient · 0
$5,795196,680 mi

Marshall, MN

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Kerkhoven, MN

UnscoredModerate · 43
$5,995177,517 mi

Comparison: 43 similar vehicles

Kerkhoven, MN

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Marshall, MN

UnscoredModerate · 24
$6,225188,750 mi

Comparison: 24 similar vehicles

Marshall, MN

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Marshall, MN

UnscoredRobust · 51
$6,250264,917 mi

Comparison: 51 similar vehicles

Marshall, MN

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Morris, MN

UnscoredInsufficient · 0
$6,349248,523 mi

Morris, MN

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Marshall, MN

UnscoredLimited · 10
$6,349208,450 mi

Comparison: 10 similar vehicles

Marshall, MN

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Marshall, MN

UnscoredModerate · 25
$6,500224,763 mi

Comparison: 25 similar vehicles

Marshall, MN

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Marshall, MN

UnscoredLimited · 11
$6,874155,207 mi

Comparison: 11 similar vehicles

Marshall, MN

2015 Ford Edge Titanium

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

2015 Ford Edge Titanium

Marshall, MN

UnscoredInsufficient · 3
$6,914185,769 mi

Comparison: 3 similar vehicles

Marshall, MN

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Morris, MN

OverpricedLimited · 11
$6,990149,010 mi

Market: $2,604 – $5,300

Comparison: 11 similar vehicles

Priced ~32% above the typical market range for similar vehicles (based on current market benchmarks)

Morris, MN

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Marshall, MN

UnscoredRobust · 83
$6,998238,484 mi

Comparison: 83 similar vehicles

Marshall, MN

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Marshall, MN

UnscoredLimited · 17
$7,000168,908 mi

Comparison: 17 similar vehicles

Marshall, MN

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Marshall, MN

UnscoredModerate · 31
$7,149187,016 mi

Comparison: 31 similar vehicles

Marshall, MN

2015 Kia Sorento Limited

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

2015 Kia Sorento Limited

Marshall, MN

UnscoredInsufficient · 0
$7,349174,975 mi

Marshall, MN

2005 Ford Excursion Limited

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

2005 Ford Excursion Limited

Milbank, SD

UnscoredInsufficient · 0
$7,500231,208 mi

Milbank, SD

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Marshall, MN

UnscoredModerate · 43
$7,810196,167 mi

Comparison: 43 similar vehicles

Marshall, MN

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Milbank, SD

UnscoredInsufficient · 3
$7,978135,717 mi

Comparison: 3 similar vehicles

Milbank, SD

2013 Chevrolet Traverse LTZ

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

2013 Chevrolet Traverse LTZ

Morris, MN

UnscoredInsufficient · 0
$8,100152,857 mi

Morris, MN

2013 Dodge Durango SXT

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

2013 Dodge Durango SXT

Kerkhoven, MN

UnscoredInsufficient · 0
$8,395164,377 mi

Kerkhoven, MN

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Marshall, MN

UnscoredModerate · 26
$8,424127,766 mi

Comparison: 26 similar vehicles

Marshall, MN

2013 Chevrolet Equinox LTZ

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

2013 Chevrolet Equinox LTZ

Montevideo, MN

UnscoredLimited · 6
$8,500122,192 mi

Comparison: 6 similar vehicles

Montevideo, MN

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Marshall, MN

UnscoredModerate · 22
$8,677120,882 mi

Comparison: 22 similar vehicles

Marshall, MN

2013 Nissan Pathfinder SV

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

2013 Nissan Pathfinder SV

Marshall, MN

UnscoredInsufficient · 3
$8,749100,499 mi

Comparison: 3 similar vehicles

Marshall, MN

2017 Cadillac XT5 Premium Luxury

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

2017 Cadillac XT5 Premium Luxury

Milbank, SD

UnscoredLimited · 11
$8,800193,217 mi

Comparison: 11 similar vehicles

Milbank, SD

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Dawson, MN

UnscoredModerate · 38
$8,900174,225 mi

Comparison: 38 similar vehicles

Dawson, MN

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Morris, MN

UnscoredLimited · 11
$8,990149,435 mi

Comparison: 11 similar vehicles

Morris, MN

No Photo

2015 Ford Explorer XLT

Raymond, MN

UnscoredInsufficient · 4
$8,995234,000 mi

Comparison: 4 similar vehicles

Raymond, MN

No Photo

2011 Ford Explorer XLT

Raymond, MN

UnscoredLimited · 6
$8,995167,365 mi

Comparison: 6 similar vehicles

Raymond, MN

2017 Mitsubishi Outlander Sport ES

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

2017 Mitsubishi Outlander Sport ES

Marshall, MN

UnscoredInsufficient · 4
$8,999143,028 mi

Comparison: 4 similar vehicles

Marshall, MN

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Marshall, MN

UnscoredLimited · 11
$9,149139,958 mi

Comparison: 11 similar vehicles

Marshall, MN

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Marshall, MN

UnscoredRobust · 146
$9,338157,289 mi

Comparison: 146 similar vehicles

Marshall, MN

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Marshall, MN

OverpricedLimited · 13
$9,349160,751 mi

Market: $3,345 – $5,100

Comparison: 13 similar vehicles

Priced ~83% above the typical market range for similar vehicles (based on current market benchmarks)

Marshall, MN

2018 Ford Escape SE

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

2018 Ford Escape SE

Morris, MN

UnscoredInsufficient · 4
$9,490109,126 mi

Comparison: 4 similar vehicles

Morris, MN

2015 Chevrolet Equinox LTZ

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

2015 Chevrolet Equinox LTZ

Morris, MN

UnscoredLimited · 13
$9,621122,881 mi

Comparison: 13 similar vehicles

Morris, MN

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Marshall, MN

UnscoredModerate · 20
$9,823181,551 mi

Comparison: 20 similar vehicles

Marshall, MN

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Morris, MN

Fair PriceModerate · 24
$9,990108,339 mi

Market: $4,250 – $12,348

Comparison: 24 similar vehicles

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

Morris, MN

2014 Ford Edge SE

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

2014 Ford Edge SE

Morris, MN

UnscoredInsufficient · 0
$9,990106,342 mi

Morris, MN

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Morris, MN

UnscoredModerate · 21
$9,990123,590 mi

Comparison: 21 similar vehicles

Morris, MN

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Morris, MN

OverpricedModerate · 20
$9,99086,483 mi

Market: $3,995 – $9,600

Comparison: 20 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Morris, MN

2017 GMC Acadia SLE-2

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

2017 GMC Acadia SLE-2

Montevideo, MN

UnscoredLimited · 12
$10,024149,870 mi

Comparison: 12 similar vehicles

Montevideo, MN

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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