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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 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

496 listings found

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

Belle Fourche, SD

UnscoredInsufficient · 0
$1,500214,293 mi

Belle Fourche, SD

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Sturgis, SD

UnscoredInsufficient · 0
$1,900190,000 mi

Sturgis, SD

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Belle Fourche, SD

UnscoredInsufficient · 0
$2,899200,936 mi

Belle Fourche, SD

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Sturgis, SD

UnscoredInsufficient · 0
$2,901195,020 mi

Sturgis, SD

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Sturgis, SD

UnscoredInsufficient · 0
$2,901240,104 mi

Sturgis, SD

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

Sturgis, SD

UnscoredInsufficient · 0
$2,901208,691 mi

Sturgis, SD

No Photo

1998 GMC Suburban SL

Sturgis, SD

UnscoredInsufficient · 0
$3,000Mileage not verified

Sturgis, SD

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Spearfish, SD

UnscoredInsufficient · 0
$3,280199,198 mi

Spearfish, SD

2006 Dodge Durango SLT

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

2006 Dodge Durango SLT

Sturgis, SD

UnscoredInsufficient · 0
$3,500199,000 mi

Sturgis, SD

No Photo

2001 Subaru Forester L 4 AT

Sturgis, SD

UnscoredInsufficient · 0
$3,700Mileage not verified

Sturgis, SD

2014 Ford Escape SE

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

2014 Ford Escape SE

Sturgis, SD

UnscoredInsufficient · 0
$3,801244,643 mi

Sturgis, SD

2010 Honda Pilot EX-L

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

2010 Honda Pilot EX-L

Sturgis, SD

UnscoredInsufficient · 0
$3,801249,161 mi

Sturgis, SD

2012 Jeep Grand Cherokee Limited

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

2012 Jeep Grand Cherokee Limited

Sturgis, SD

UnscoredInsufficient · 0
$3,900174,987 mi

Sturgis, SD

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Sturgis, SD

UnscoredInsufficient · 0
$3,900152,000 mi

Sturgis, SD

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Sturgis, SD

UnscoredInsufficient · 3
$3,900226,000 mi

Comparison: 3 similar vehicles

Sturgis, SD

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Sturgis, SD

UnscoredInsufficient · 0
$3,901200,834 mi

Sturgis, SD

2013 Dodge Journey SE

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

2013 Dodge Journey SE

Sturgis, SD

UnscoredInsufficient · 0
$3,901181,131 mi

Sturgis, SD

2005 Nissan Murano SL

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

2005 Nissan Murano SL

Sturgis, SD

UnscoredInsufficient · 0
$3,901156,000 mi

Sturgis, SD

2004 Ford Escape Limited

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

2004 Ford Escape Limited

Spearfish, SD

UnscoredInsufficient · 0
$4,000171,734 mi

Spearfish, SD

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Sturgis, SD

UnscoredLimited · 7
$4,501162,000 mi

Comparison: 7 similar vehicles

Sturgis, SD

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Sturgis, SD

UnscoredInsufficient · 3
$4,501151,391 mi

Comparison: 3 similar vehicles

Sturgis, SD

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Sturgis, SD

UnscoredInsufficient · 0
$4,501125,475 mi

Sturgis, SD

2009 Chevrolet Suburban LT2

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

2009 Chevrolet Suburban LT2

Spearfish, SD

UnscoredInsufficient · 0
$4,839280,525 mi

Spearfish, SD

2011 Toyota Venza Base

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

2011 Toyota Venza Base

Sturgis, SD

UnscoredInsufficient · 0
$4,901183,062 mi

Sturgis, SD

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Rapid City, SD

UnscoredInsufficient · 3
$4,995221,696 mi

Comparison: 3 similar vehicles

Rapid City, SD

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Rapid City, SD

Salvage title
$4,995143,503 mi

Rapid City, SD

No Photo

2008 Cadillac Escalade ESV Base

Sturgis, SD

UnscoredInsufficient · 0
$5,000Mileage not verified

Sturgis, SD

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

Sturgis, SD

UnscoredInsufficient · 0
$5,000172,327 mi

Sturgis, SD

2004 Lexus RX 330

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

2004 Lexus RX 330

Rapid City, SD

UnscoredInsufficient · 0
$5,000232,427 mi

Rapid City, SD

2009 Subaru Forester 2.5X Limited

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

2009 Subaru Forester 2.5X Limited

Spearfish, SD

UnscoredInsufficient · 0
$5,089153,937 mi

Spearfish, SD

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Spearfish, SD

UnscoredInsufficient · 0
$5,194193,584 mi

Spearfish, SD

2013 Buick Encore Leather

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

2013 Buick Encore Leather

Sturgis, SD

UnscoredInsufficient · 0
$5,401168,084 mi

Sturgis, SD

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

Sturgis, SD

UnscoredInsufficient · 0
$5,500175,000 mi

Sturgis, SD

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Sturgis, SD

UnscoredInsufficient · 0
$5,801244,365 mi

Sturgis, SD

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Spearfish, SD

UnscoredInsufficient · 0
$5,900212,337 mi

Spearfish, SD

No Photo

2010 Nissan Xterra S

Sturgis, SD

UnscoredInsufficient · 0
$5,900Mileage not verified

Sturgis, SD

No Photo

1999 Mitsubishi Montero LS

Sturgis, SD

UnscoredInsufficient · 0
$5,900Mileage not verified

Sturgis, SD

2014 INFINITI QX50 Journey

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

2014 INFINITI QX50 Journey

Sturgis, SD

UnscoredInsufficient · 0
$5,901154,434 mi

Sturgis, SD

2001 Toyota Sequoia Limited

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

2001 Toyota Sequoia Limited

Spearfish, SD

UnscoredInsufficient · 0
$6,229251,538 mi

Spearfish, SD

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Sturgis, SD

UnscoredInsufficient · 0
$6,301160,000 mi

Sturgis, SD

2004 Ford Excursion Limited

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

2004 Ford Excursion Limited

Rapid City, SD

UnscoredInsufficient · 0
$6,500240,000 mi

Rapid City, SD

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Belle Fourche, SD

UnscoredInsufficient · 0
$6,684142,862 mi

Belle Fourche, SD

2017 Jeep Compass Sport

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

2017 Jeep Compass Sport

Sturgis, SD

UnscoredInsufficient · 0
$6,801183,029 mi

Sturgis, SD

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Sturgis, SD

UnscoredInsufficient · 0
$6,801141,121 mi

Sturgis, SD

No Photo

2011 Chevrolet Suburban LT

Sturgis, SD

UnscoredInsufficient · 0
$6,900Mileage not verified

Sturgis, SD

2016 Ford Escape SE

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

2016 Ford Escape SE

Sturgis, SD

UnscoredInsufficient · 4
$6,901111,675 mi

Comparison: 4 similar vehicles

Sturgis, SD

No Photo

2007 Cadillac Escalade ESV Base

Spearfish, SD

UnscoredInsufficient · 0
$7,277195,618 mi

Spearfish, SD

2006 GMC Yukon XL SL

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

2006 GMC Yukon XL SL

Lead, SD

UnscoredInsufficient · 0
$7,279175,748 mi

Lead, SD

No Photo

2009 Ford Expedition Eddie Bauer

Sturgis, SD

UnscoredInsufficient · 0
$7,300Mileage not verified

Sturgis, SD

2016 Buick Encore Premium

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

2016 Buick Encore Premium

Sturgis, SD

UnscoredInsufficient · 0
$7,401121,000 mi

Sturgis, SD

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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