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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 15, 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

9,170 listings found

2006 Mercury Mariner Luxury 4WD

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

2006 Mercury Mariner Luxury 4WD

Fargo, ND

UnscoredInsufficient · 0
$1,924221,902 mi

Fargo, ND

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

Fargo, ND

Salvage title
$2,014237,762 mi

Fargo, ND

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Fargo, ND

UnscoredInsufficient · 0
$2,087169,453 mi

Fargo, ND

1997 Ford Explorer LIMITED

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

1997 Ford Explorer LIMITED

Fargo, ND

Salvage title
$2,159167,744 mi

Fargo, ND

1998 Chevrolet Blazer Base

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

1998 Chevrolet Blazer Base

Fargo, ND

UnscoredInsufficient · 0
$2,251159,885 mi

Fargo, ND

2008 Chevrolet TrailBlazer 2FL

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

2008 Chevrolet TrailBlazer 2FL

Fargo, ND

UnscoredInsufficient · 3
$2,283248,923 mi

Comparison: 3 similar vehicles

Fargo, ND

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Fargo, ND

UnscoredInsufficient · 0
$2,359176,676 mi

Fargo, ND

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Fargo, ND

UnscoredLimited · 5
$2,384244,361 mi

Comparison: 5 similar vehicles

Fargo, ND

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Fargo, ND

UnscoredInsufficient · 0
$2,523288,117 mi

Fargo, ND

2014 Ford Escape S

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

2014 Ford Escape S

Mandan, ND

UnscoredInsufficient · 0
$2,550165,000 mi

Mandan, ND

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Fargo, ND

UnscoredInsufficient · 0
$2,557308,707 mi

Fargo, ND

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Fargo, ND

Salvage title
$2,677149,000 mi

Fargo, ND

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Fargo, ND

UnscoredInsufficient · 3
$2,792288,161 mi

Comparison: 3 similar vehicles

Fargo, ND

2006 Chevrolet Equinox LS

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

2006 Chevrolet Equinox LS

Fargo, ND

UnscoredInsufficient · 0
$2,797169,684 mi

Fargo, ND

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

Fargo, ND

UnscoredInsufficient · 0
$2,821182,176 mi

Fargo, ND

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Mandan, ND

UnscoredInsufficient · 4
$2,899275,174 mi

Comparison: 4 similar vehicles

Mandan, ND

2005 Ford Explorer Eddie Bauer

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

2005 Ford Explorer Eddie Bauer

Mandan, ND

UnscoredInsufficient · 0
$2,899155,715 mi

Mandan, ND

2013 Acura MDX Technology Package

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

2013 Acura MDX Technology Package

Bismarck, ND

UnscoredInsufficient · 0
$2,900266,224 mi

Bismarck, ND

2003 Mitsubishi Montero Sport ES

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

2003 Mitsubishi Montero Sport ES

Fargo, ND

UnscoredInsufficient · 0
$2,958179,299 mi

Fargo, ND

2007 Ford Escape XLT

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

2007 Ford Escape XLT

Mandan, ND

UnscoredInsufficient · 0
$2,999215,415 mi

Mandan, ND

2000 Oldsmobile Bravada Base

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

2000 Oldsmobile Bravada Base

Mandan, ND

UnscoredInsufficient · 0
$2,999214,095 mi

Mandan, ND

2008 Ford Explorer Limited

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

2008 Ford Explorer Limited

Fargo, ND

UnscoredInsufficient · 0
$3,046220,949 mi

Fargo, ND

2003 Oldsmobile Bravada Base

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

2003 Oldsmobile Bravada Base

Mandan, ND

UnscoredInsufficient · 0
$3,490200,971 mi

Mandan, ND

2015 Nissan Murano S

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

2015 Nissan Murano S

Dickinson, ND

UnscoredInsufficient · 0
$3,500167,783 mi

Dickinson, ND

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Fargo, ND

UnscoredLimited · 6
$3,531172,676 mi

Comparison: 6 similar vehicles

Fargo, ND

2008 Mitsubishi Endeavor LS

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

2008 Mitsubishi Endeavor LS

Fargo, ND

UnscoredInsufficient · 0
$3,620174,624 mi

Fargo, ND

2006 Subaru Forester X

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

2006 Subaru Forester X

Fargo, ND

UnscoredInsufficient · 0
$3,783237,297 mi

Fargo, ND

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Fargo, ND

Salvage title
$3,894163,141 mi

Fargo, ND

2008 Nissan Xterra S

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

2008 Nissan Xterra S

Fargo, ND

UnscoredInsufficient · 0
$3,935240,725 mi

Fargo, ND

2012 Ford Expedition Limited

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

2012 Ford Expedition Limited

Fargo, ND

UnscoredInsufficient · 0
$3,971191,917 mi

Fargo, ND

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Fargo, ND

UnscoredInsufficient · 3
$3,978155,537 mi

Comparison: 3 similar vehicles

Fargo, ND

2006 Lincoln Navigator Luxury

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

2006 Lincoln Navigator Luxury

Fargo, ND

UnscoredInsufficient · 0
$3,981173,603 mi

Fargo, ND

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Mandan, ND

UnscoredInsufficient · 0
$3,990156,388 mi

Mandan, ND

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Mandan, ND

UnscoredInsufficient · 0
$3,990236,371 mi

Mandan, ND

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Mandan, ND

UnscoredInsufficient · 0
$3,990162,980 mi

Mandan, ND

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Mandan, ND

UnscoredInsufficient · 0
$3,990215,658 mi

Mandan, ND

2001 Toyota 4Runner SR5

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

2001 Toyota 4Runner SR5

Mandan, ND

UnscoredInsufficient · 0
$3,990305,421 mi

Mandan, ND

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

New Rockford, ND

UnscoredInsufficient · 0
$3,995192,785 mi

New Rockford, ND

2008 Acura MDX Technology Package

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

2008 Acura MDX Technology Package

Michigan, ND

UnscoredInsufficient · 0
$3,995174,831 mi

Michigan, ND

2007 Mercedes-Benz M-Class ML350

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

2007 Mercedes-Benz M-Class ML350

Bismarck, ND

UnscoredInsufficient · 0
$3,995198,966 mi

Bismarck, ND

2005 Honda Pilot EX

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

2005 Honda Pilot EX

New Rockford, ND

UnscoredInsufficient · 0
$3,995212,249 mi

New Rockford, ND

2006 Hyundai Santa Fe GLS

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

2006 Hyundai Santa Fe GLS

Mandan, ND

UnscoredInsufficient · 0
$3,999150,745 mi

Mandan, ND

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Mandan, ND

UnscoredInsufficient · 0
$3,999245,098 mi

Mandan, ND

2015 Chevrolet Captiva Sport LTZ

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

2015 Chevrolet Captiva Sport LTZ

Bismarck, ND

UnscoredInsufficient · 0
$4,000140,635 mi

Bismarck, ND

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Fargo, ND

UnscoredInsufficient · 3
$4,060148,171 mi

Comparison: 3 similar vehicles

Fargo, ND

2006 Chevrolet Suburban LS

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

2006 Chevrolet Suburban LS

Fargo, ND

UnscoredInsufficient · 0
$4,064236,523 mi

Fargo, ND

2013 Chevrolet Suburban LTZ

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

2013 Chevrolet Suburban LTZ

Fargo, ND

UnscoredLimited · 5
$4,090243,064 mi

Comparison: 5 similar vehicles

Fargo, ND

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Minot, ND

UnscoredInsufficient · 0
$4,100171,025 mi

Minot, ND

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Fargo, ND

UnscoredLimited · 16
$4,149222,668 mi

Comparison: 16 similar vehicles

Fargo, ND

2002 Ford Expedition Base

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

2002 Ford Expedition Base

Fargo, ND

UnscoredInsufficient · 0
$4,236218,523 mi

Fargo, ND

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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