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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

3,337 listings found

2001 GMC Sierra SLE

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

2001 GMC Sierra SLE

Ogden, UT

UnscoredInsufficient · 0
$2,700Mileage not verified

Ogden, UT

2005 GMC Yukon XL Denali

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

2005 GMC Yukon XL Denali

Orem, UT

UnscoredInsufficient · 0
$2,894233,996 mi

Orem, UT

2013 GMC Terrain SLE-1

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

2013 GMC Terrain SLE-1

Orem, UT

UnscoredInsufficient · 0
$3,900164,710 mi

Orem, UT

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Provo, UT

UnscoredInsufficient · 0
$3,990Mileage not verified

Provo, UT

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Murray, UT

UnscoredInsufficient · 0
$3,995188,123 mi

Murray, UT

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Ogden, UT

UnscoredInsufficient · 0
$4,195216,532 mi

Ogden, UT

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Ogden, UT

Salvage title
$4,546175,000 mi

Ogden, UT

2010 GMC Terrain SLT-1

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

2010 GMC Terrain SLT-1

Midvale, UT

UnscoredInsufficient · 0
$4,900114,579 mi

Midvale, UT

2011 GMC Yukon Denali

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

2011 GMC Yukon Denali

Salt Lake City, UT

UnscoredInsufficient · 3
$5,326205,782 mi

Comparison: 3 similar vehicles

Salt Lake City, UT

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Provo, UT

UnscoredInsufficient · 0
$5,490165,487 mi

Provo, UT

2005 GMC Yukon XL SLE

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

2005 GMC Yukon XL SLE

Orem, UT

UnscoredInsufficient · 0
$5,490212,675 mi

Orem, UT

2011 GMC Acadia SL

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

2011 GMC Acadia SL

Sandy, UT

UnscoredInsufficient · 0
$5,548144,433 mi

Sandy, UT

2007 GMC Sierra Classic 1500

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

2007 GMC Sierra Classic 1500

Tooele, UT

UnscoredInsufficient · 0
$5,850147,531 mi

Tooele, UT

2007 GMC Yukon XL

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

2007 GMC Yukon XL

South Salt Lake, UT

UnscoredInsufficient · 0
$5,995212,989 mi

South Salt Lake, UT

2004 GMC Yukon Denali

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

2004 GMC Yukon Denali

South Salt Lake, UT

UnscoredInsufficient · 0
$5,995220,000 mi

South Salt Lake, UT

2014 GMC Savana Cargo Work Van

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

2014 GMC Savana Cargo Work Van

South Salt Lake, UT

UnscoredInsufficient · 0
$5,999215,591 mi

South Salt Lake, UT

2007 GMC Yukon Denali

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

2007 GMC Yukon Denali

Ogden, UT

UnscoredInsufficient · 0
$5,999194,374 mi

Ogden, UT

2017 GMC Terrain SLT

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

2017 GMC Terrain SLT

West Valley City, UT

UnscoredInsufficient · 0
$6,200171,961 mi

West Valley City, UT

2011 GMC Yukon Denali

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

2011 GMC Yukon Denali

St. George, UT

UnscoredInsufficient · 0
$6,294226,287 mi

St. George, UT

2014 GMC Yukon XL SLT

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

2014 GMC Yukon XL SLT

South Salt Lake, UT

UnscoredInsufficient · 0
$6,495223,961 mi

South Salt Lake, UT

2010 GMC Acadia SLT2

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

2010 GMC Acadia SLT2

Ogden, UT

UnscoredInsufficient · 0
$6,495150,000 mi

Ogden, UT

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Bountiful, UT

UnscoredInsufficient · 0
$6,495189,840 mi

Bountiful, UT

2017 GMC Terrain SLT

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

2017 GMC Terrain SLT

Millcreek, UT

UnscoredInsufficient · 0
$6,662127,022 mi

Millcreek, UT

2010 GMC Yukon XL SLT1

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

2010 GMC Yukon XL SLT1

Ogden, UT

UnscoredInsufficient · 0
$6,711186,046 mi

Ogden, UT

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

Sunset, UT

UnscoredInsufficient · 0
$6,900146,800 mi

Sunset, UT

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Nephi, UT

UnscoredInsufficient · 0
$6,900220,642 mi

Nephi, UT

2008 GMC Acadia SLE

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

2008 GMC Acadia SLE

Ogden, UT

UnscoredInsufficient · 0
$6,948166,566 mi

Ogden, UT

2015 GMC Terrain SLE-2

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

2015 GMC Terrain SLE-2

Orem, UT

UnscoredInsufficient · 0
$6,990144,030 mi

Orem, UT

2016 GMC Acadia SLT-1

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

2016 GMC Acadia SLT-1

Washington, UT

UnscoredInsufficient · 0
$6,995Mileage not verified

Washington, UT

2016 GMC Acadia SLT-2

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

2016 GMC Acadia SLT-2

South Salt Lake, UT

UnscoredInsufficient · 3
$6,995197,306 mi

Comparison: 3 similar vehicles

South Salt Lake, UT

2011 GMC Acadia Denali

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

2011 GMC Acadia Denali

Orem, UT

UnscoredInsufficient · 0
$6,995165,789 mi

Orem, UT

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Orem, UT

UnscoredInsufficient · 0
$6,995105,315 mi

Orem, UT

1985 GMC

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

1985 GMC

Layton, UT

UnscoredInsufficient · 0
$6,99587,906 mi

Layton, UT

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

South Salt Lake, UT

UnscoredInsufficient · 0
$6,999225,539 mi

South Salt Lake, UT

2005 GMC Yukon Denali

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

2005 GMC Yukon Denali

Salt Lake City, UT

UnscoredInsufficient · 0
$6,999219,809 mi

Salt Lake City, UT

2005 GMC Yukon Denali

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

2005 GMC Yukon Denali

Logan, UT

UnscoredInsufficient · 0
$7,234154,000 mi

Logan, UT

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Salt Lake City, UT

UnscoredInsufficient · 3
$7,260146,000 mi

Comparison: 3 similar vehicles

Salt Lake City, UT

2014 GMC Yukon XL Denali

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

2014 GMC Yukon XL Denali

Midvale, UT

Unscored
$7,490244,722 mi

Comparison: 20 similar vehicles

Midvale, UT

2003 GMC Sierra 1500 SLE

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

2003 GMC Sierra 1500 SLE

Salt Lake City, UT

UnscoredInsufficient · 0
$7,499229,278 mi

Salt Lake City, UT

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Salt Lake City, UT

UnscoredInsufficient · 3
$7,50099,368 mi

Comparison: 3 similar vehicles

Salt Lake City, UT

2007 GMC Sierra 1500 Work Truck

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

2007 GMC Sierra 1500 Work Truck

Sandy, UT

UnscoredInsufficient · 0
$7,519119,585 mi

Sandy, UT

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Roosevelt, UT

UnscoredInsufficient · 0
$7,695139,120 mi

Roosevelt, UT

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Cedar City, UT

UnscoredInsufficient · 0
$7,900177,690 mi

Cedar City, UT

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

St. George, UT

UnscoredInsufficient · 0
$7,963210,065 mi

St. George, UT

2010 GMC Sierra 1500 WT

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

2010 GMC Sierra 1500 WT

Millcreek, UT

UnscoredInsufficient · 0
$7,980139,846 mi

Millcreek, UT

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

Clearfield, UT

UnscoredInsufficient · 0
$7,990170,987 mi

Clearfield, UT

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

South Salt Lake, UT

Unscored
$7,995140,160 mi

Comparison: 6 similar vehicles

South Salt Lake, UT

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

South Salt Lake, UT

UnscoredInsufficient · 0
$7,999228,656 mi

South Salt Lake, UT

2012 GMC Yukon SLT

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

2012 GMC Yukon SLT

Vineyard, UT

UnscoredInsufficient · 0
$7,999175,783 mi

Vineyard, UT

2017 GMC Yukon XL SLT

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

2017 GMC Yukon XL SLT

Salt Lake City, UT

UnscoredInsufficient · 0
$8,294207,942 mi

Salt Lake City, UT

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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