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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 31, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

355 listings found

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Mesa, AZ

UnscoredInsufficient · 0
$4,995189,574 mi

Mesa, AZ

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Mesa, AZ

Fair PriceLimited · 10
$6,491104,387 mi

Market: $4,499 – $9,559

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Mesa, AZ

2017 GMC Acadia SLE-1

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

2017 GMC Acadia SLE-1

Mesa, AZ

UnscoredInsufficient · 4
$6,991152,686 mi

Comparison: 4 similar vehicles

Mesa, AZ

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Mesa, AZ

UnscoredInsufficient · 3
$6,991120,717 mi

Comparison: 3 similar vehicles

Mesa, AZ

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

Mesa, AZ

UnscoredInsufficient · 0
$7,300145,330 mi

Mesa, AZ

2011 GMC Acadia SL

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

2011 GMC Acadia SL

Mesa, AZ

UnscoredInsufficient · 0
$7,850110,337 mi

Mesa, AZ

2007 GMC Yukon SLE2

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

2007 GMC Yukon SLE2

Mesa, AZ

UnscoredInsufficient · 0
$7,950130,750 mi

Mesa, AZ

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

Mesa, AZ

UnscoredInsufficient · 0
$7,950162,812 mi

Mesa, AZ

2017 GMC Terrain SLE-1

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

2017 GMC Terrain SLE-1

Mesa, AZ

Unscored
$7,999154,212 mi

Comparison: 6 similar vehicles

Mesa, AZ

2016 GMC Terrain SLE-1

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

2016 GMC Terrain SLE-1

Mesa, AZ

UnscoredInsufficient · 3
$8,79196,077 mi

Comparison: 3 similar vehicles

Mesa, AZ

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Mesa, AZ

UnscoredInsufficient · 0
$8,995104,580 mi

Mesa, AZ

2006 GMC Sierra 3500 Work Truck

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

2006 GMC Sierra 3500 Work Truck

Mesa, AZ

UnscoredInsufficient · 0
$8,995121,454 mi

Mesa, AZ

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Mesa, AZ

UnscoredInsufficient · 0
$9,495232,154 mi

Mesa, AZ

2014 GMC Acadia Denali

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

2014 GMC Acadia Denali

Mesa, AZ

UnscoredInsufficient · 4
$9,495123,855 mi

Comparison: 4 similar vehicles

Mesa, AZ

2016 GMC Terrain SLE-1

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

2016 GMC Terrain SLE-1

Mesa, AZ

UnscoredInsufficient · 0
$9,682127,548 mi

Mesa, AZ

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Mesa, AZ

UnscoredInsufficient · 3
$9,877133,848 mi

Comparison: 3 similar vehicles

Mesa, AZ

2017 GMC Acadia Denali

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

2017 GMC Acadia Denali

Mesa, AZ

Salvage title
$9,97769,959 mi

Mesa, AZ

2018 GMC Acadia SLE-1

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

2018 GMC Acadia SLE-1

Mesa, AZ

UnscoredInsufficient · 3
$9,991124,248 mi

Comparison: 3 similar vehicles

Mesa, AZ

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Mesa, AZ

UnscoredInsufficient · 0
$9,995110,744 mi

Mesa, AZ

2010 GMC Yukon Denali

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

2010 GMC Yukon Denali

Mesa, AZ

UnscoredInsufficient · 0
$9,995135,063 mi

Mesa, AZ

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Mesa, AZ

UnscoredInsufficient · 4
$10,927102,334 mi

Comparison: 4 similar vehicles

Mesa, AZ

2018 GMC Terrain SLE

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

2018 GMC Terrain SLE

Mesa, AZ

Unscored
$10,995118,033 mi

Comparison: 11 similar vehicles

Mesa, AZ

2003 GMC Sierra Denali

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

2003 GMC Sierra Denali

Mesa, AZ

UnscoredInsufficient · 0
$10,995222,017 mi

Mesa, AZ

2004 GMC Canyon Z71 SLE

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

2004 GMC Canyon Z71 SLE

Mesa, AZ

UnscoredInsufficient · 0
$11,495208,871 mi

Mesa, AZ

2009 GMC Yukon SLT2

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

2009 GMC Yukon SLT2

Mesa, AZ

UnscoredInsufficient · 0
$11,995254,127 mi

Mesa, AZ

2006 GMC W4500

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

2006 GMC W4500

Mesa, AZ

UnscoredInsufficient · 0
$12,082213,637 mi

Mesa, AZ

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Mesa, AZ

Unscored
$12,595175,200 mi

Comparison: 6 similar vehicles

Mesa, AZ

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Mesa, AZ

UnscoredInsufficient · 3
$12,893123,145 mi

Comparison: 3 similar vehicles

Mesa, AZ

2018 GMC Acadia SLE-2

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

2018 GMC Acadia SLE-2

Mesa, AZ

Salvage title
$12,99166,751 mi

Mesa, AZ

2017 GMC Acadia Limited Base

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

2017 GMC Acadia Limited Base

Mesa, AZ

Fair PriceLimited · 15
$12,99576,786 mi

Market: $8,999 – $14,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Mesa, AZ

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Mesa, AZ

UnscoredInsufficient · 0
$13,082125,160 mi

Mesa, AZ

2019 GMC Terrain Denali

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

2019 GMC Terrain Denali

Mesa, AZ

UnscoredInsufficient · 0
$13,495136,635 mi

Mesa, AZ

2019 GMC Terrain Denali

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

2019 GMC Terrain Denali

Mesa, AZ

UnscoredInsufficient · 0
$13,50096,377 mi

Mesa, AZ

2017 GMC Sierra 1500 Base

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

2017 GMC Sierra 1500 Base

Mesa, AZ

Unscored
$13,590114,232 mi

Comparison: 5 similar vehicles

Mesa, AZ

2000 GMC Sierra SLE

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

2000 GMC Sierra SLE

Mesa, AZ

UnscoredInsufficient · 0
$13,900180,917 mi

Mesa, AZ

2021 GMC Terrain SLT

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

2021 GMC Terrain SLT

Mesa, AZ

Unscored
$13,997116,172 mi

Comparison: 5 similar vehicles

Mesa, AZ

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Mesa, AZ

Fair PriceModerate · 22
$13,99978,163 mi

Market: $9,381 – $16,599

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Mesa, AZ

2019 GMC Savana Cargo Work Van

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

2019 GMC Savana Cargo Work Van

Mesa, AZ

UnscoredInsufficient · 0
$14,200101,870 mi

Mesa, AZ

2015 GMC Sierra 1500 SLE

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

2015 GMC Sierra 1500 SLE

Mesa, AZ

Unscored
$14,590137,626 mi

Comparison: 6 similar vehicles

Mesa, AZ

2006 GMC Sierra 1500 SLE1

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

2006 GMC Sierra 1500 SLE1

Mesa, AZ

UnscoredInsufficient · 4
$14,665120,000 mi

Comparison: 4 similar vehicles

Mesa, AZ

2017 GMC Acadia Denali

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

2017 GMC Acadia Denali

Mesa, AZ

UnscoredInsufficient · 3
$14,791101,277 mi

Comparison: 3 similar vehicles

Mesa, AZ

2021 GMC Terrain SLT

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

2021 GMC Terrain SLT

Mesa, AZ

UnscoredInsufficient · 3
$14,88297,337 mi

Comparison: 3 similar vehicles

Mesa, AZ

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Mesa, AZ

Unscored
$14,900175,120 mi

Comparison: 13 similar vehicles

Mesa, AZ

2021 GMC Acadia SLE

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

2021 GMC Acadia SLE

Mesa, AZ

Unscored
$14,995108,214 mi

Comparison: 5 similar vehicles

Mesa, AZ

2018 GMC Acadia Denali

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

2018 GMC Acadia Denali

Mesa, AZ

UnscoredInsufficient · 4
$14,995111,615 mi

Comparison: 4 similar vehicles

Mesa, AZ

2013 GMC Sierra 1500 SLT

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

2013 GMC Sierra 1500 SLT

Mesa, AZ

UnscoredInsufficient · 0
$15,495124,502 mi

Mesa, AZ

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Mesa, AZ

UnscoredInsufficient · 4
$15,59596,239 mi

Comparison: 4 similar vehicles

Mesa, AZ

2016 GMC Yukon XL Denali

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

2016 GMC Yukon XL Denali

Mesa, AZ

Unscored
$15,900173,200 mi

Comparison: 5 similar vehicles

Mesa, AZ

2023 GMC Terrain SLT

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

2023 GMC Terrain SLT

Mesa, AZ

UnscoredInsufficient · 4
$15,99598,789 mi

Comparison: 4 similar vehicles

Mesa, AZ

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Mesa, AZ

Fair PriceModerate · 21
$15,99579,029 mi

Market: $9,381 – $16,599

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Mesa, AZ

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.
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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