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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 · November 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

462 listings found

1997 GMC Sierra SL

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

1997 GMC Sierra SL

Hickory, NC

Unscored
$3,995341,444 mi

Comparison: 5 similar vehicles

Hickory, NC

2001 GMC Sierra SL

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

2001 GMC Sierra SL

Hickory, NC

UnscoredInsufficient · 0
$5,300241,080 mi

Hickory, NC

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Hickory, NC

Unscored
$5,900278,810 mi

Comparison: 9 similar vehicles

Hickory, NC

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Hickory, NC

Unscored
$6,200232,124 mi

Comparison: 11 similar vehicles

Hickory, NC

2005 GMC Envoy XL SLE

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

2005 GMC Envoy XL SLE

Hickory, NC

UnscoredInsufficient · 0
$8,995110,507 mi

Hickory, NC

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Hickory, NC

UnscoredInsufficient · 3
$8,995126,728 mi

Comparison: 3 similar vehicles

Hickory, NC

2017 GMC Yukon SLT

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

2017 GMC Yukon SLT

Hickory, NC

Unscored
$9,400190,227 mi

Comparison: 29 similar vehicles

Hickory, NC

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

Hickory, NC

UnscoredInsufficient · 3
$9,59986,583 mi

Comparison: 3 similar vehicles

Hickory, NC

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

Hickory, NC

UnscoredInsufficient · 0
$9,995193,230 mi

Hickory, NC

2018 GMC Terrain SLT

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

2018 GMC Terrain SLT

Hickory, NC

UnscoredInsufficient · 4
$10,495145,825 mi

Comparison: 4 similar vehicles

Hickory, NC

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

Hickory, NC

Unscored
$10,995129,699 mi

Comparison: 83 similar vehicles

Hickory, NC

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Hickory, NC

Unscored
$11,074140,855 mi

Comparison: 11 similar vehicles

Hickory, NC

2017 GMC Acadia Denali

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

2017 GMC Acadia Denali

Hickory, NC

Unscored
$13,250124,806 mi

Comparison: 74 similar vehicles

Hickory, NC

2020 GMC Savana Cargo Work Van

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

2020 GMC Savana Cargo Work Van

Hickory, NC

UnscoredInsufficient · 4
$13,800128,422 mi

Comparison: 4 similar vehicles

Hickory, NC

2011 GMC Sierra 1500 Work Truck

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

2011 GMC Sierra 1500 Work Truck

Hickory, NC

UnscoredInsufficient · 4
$14,000125,988 mi

Comparison: 4 similar vehicles

Hickory, NC

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Hickory, NC

Fair PriceLimited · 13
$14,494116,918 mi

Market: $11,074 – $18,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 113 days listed (based on current market benchmarks)

Hickory, NC

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Hickory, NC

Unscored
$14,495185,013 mi

Comparison: 28 similar vehicles

Hickory, NC

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

Hickory, NC

Unscored
$15,495178,137 mi

Comparison: 18 similar vehicles

Hickory, NC

2019 GMC Acadia SLE-2

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

2019 GMC Acadia SLE-2

Hickory, NC

UnscoredInsufficient · 0
$16,50051,209 mi

Hickory, NC

2015 GMC Yukon SLT

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

2015 GMC Yukon SLT

Hickory, NC

Unscored
$16,948156,620 mi

Comparison: 27 similar vehicles

Hickory, NC

2016 GMC Yukon SLT

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

2016 GMC Yukon SLT

Hickory, NC

UnscoredInsufficient · 4
$17,500130,417 mi

Comparison: 4 similar vehicles

Hickory, NC

2017 GMC Yukon XL Denali

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

2017 GMC Yukon XL Denali

Hickory, NC

Unscored
$17,995152,558 mi

Comparison: 5 similar vehicles

Hickory, NC

2018 GMC Acadia SLT-1

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

2018 GMC Acadia SLT-1

Hickory, NC

OverpricedRobust · 84
$18,995107,922 mi

Market: $9,705 – $18,346

Comparison: 84 similar vehicles

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

Hickory, NC

2013 GMC Yukon Denali

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

2013 GMC Yukon Denali

Hickory, NC

Unscored
$18,995143,978 mi

Comparison: 6 similar vehicles

Hickory, NC

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Hickory, NC

OverpricedLimited · 11
$19,49583,151 mi

Market: $6,200 – $18,995

Comparison: 11 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Hickory, NC

2022 GMC Terrain SLT

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

2022 GMC Terrain SLT

Hickory, NC

Fair PriceRobust · 79
$19,70060,856 mi

Market: $14,995 – $23,900

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Hickory, NC

2019 GMC Canyon SLE

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

2019 GMC Canyon SLE

Hickory, NC

UnscoredInsufficient · 4
$21,57897,283 mi

Comparison: 4 similar vehicles

Hickory, NC

2015 GMC Sierra 1500 Denali

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

2015 GMC Sierra 1500 Denali

Hickory, NC

Unscored
$21,995167,377 mi

Comparison: 6 similar vehicles

Hickory, NC

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Hickory, NC

Fair PriceLimited · 14
$22,69950,572 mi

Market: $19,898 – $23,988

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Hickory, NC

2023 GMC Terrain SLT

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

2023 GMC Terrain SLT

Hickory, NC

UnscoredInsufficient · 3
$23,19443,515 mi

Comparison: 3 similar vehicles

Hickory, NC

2017 GMC Yukon SLE

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

2017 GMC Yukon SLE

Hickory, NC

Unscored
$23,995123,623 mi

Comparison: 5 similar vehicles

Hickory, NC

2005 GMC Sierra 2500HD SLT

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

2005 GMC Sierra 2500HD SLT

Hickory, NC

UnscoredInsufficient · 0
$24,199104,063 mi

Hickory, NC

2020 GMC Yukon XL SLT

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

2020 GMC Yukon XL SLT

Hickory, NC

Fair PriceRobust · 92
$24,995108,525 mi

Market: $18,000 – $32,186

Comparison: 92 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Hickory, NC

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Hickory, NC

Fair PriceLimited · 13
$24,99824,187 mi

Market: $24,998 – $29,206

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Hickory, NC

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Hickory, NC

Fair PriceLimited · 13
$24,99825,769 mi

Market: $24,998 – $29,206

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Hickory, NC

2021 GMC Sierra 1500 Elevation

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

2021 GMC Sierra 1500 Elevation

Hickory, NC

Great DealLimited · 16
$25,19981,211 mi

Market: $28,457 – $35,893

Comparison: 16 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 70 days listed (based on current market benchmarks)

Hickory, NC

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Hickory, NC

Fair PriceModerate · 21
$25,985109,176 mi

Market: $22,954 – $28,199

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Hickory, NC

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Hickory, NC

Fair PriceLimited · 13
$25,99821,437 mi

Market: $24,998 – $29,206

Comparison: 13 similar vehicles

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

Hickory, NC

2023 GMC Acadia SLT

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

2023 GMC Acadia SLT

Hickory, NC

Fair PriceLimited · 13
$26,50041,865 mi

Market: $25,991 – $33,889

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Hickory, NC

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Hickory, NC

OverpricedLimited · 14
$27,500108,989 mi

Market: $22,954 – $27,299

Comparison: 14 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Hickory, NC

2019 GMC Canyon All Terrain

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

2019 GMC Canyon All Terrain

Hickory, NC

UnscoredInsufficient · 0
$27,80044,837 mi

Hickory, NC

2021 GMC Sierra 1500 SLE

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

2021 GMC Sierra 1500 SLE

Hickory, NC

Fair PriceLimited · 18
$27,89070,753 mi

Market: $23,040 – $32,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Hickory, NC

2022 GMC Acadia SLE

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

2022 GMC Acadia SLE

Hickory, NC

UnscoredInsufficient · 0
$27,99552,431 mi

Hickory, NC

2021 GMC Acadia Denali

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

2021 GMC Acadia Denali

Hickory, NC

UnscoredInsufficient · 4
$27,995101,467 mi

Comparison: 4 similar vehicles

Hickory, NC

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Hickory, NC

Fair PriceLimited · 10
$27,99813,924 mi

Market: $26,499 – $30,472

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Hickory, NC

2022 GMC Acadia AT4

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

2022 GMC Acadia AT4

Hickory, NC

UnscoredInsufficient · 0
$28,99546,491 mi

Hickory, NC

2016 GMC Yukon Denali

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

2016 GMC Yukon Denali

Hickory, NC

OverpricedModerate · 40
$28,99591,941 mi

Market: $15,499 – $22,950

Comparison: 40 similar vehicles

Priced ~26% above the typical market range for similar vehicles (based on current market benchmarks)

Hickory, NC

2019 GMC Yukon Denali

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

2019 GMC Yukon Denali

Hickory, NC

UnscoredInsufficient · 4
$29,500105,285 mi

Comparison: 4 similar vehicles

Hickory, NC

2019 GMC Sierra 1500 AT4

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

2019 GMC Sierra 1500 AT4

Hickory, NC

Great DealLimited · 12
$29,99796,920 mi

Market: $33,900 – $40,995

Comparison: 12 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 22 days listed (based on current market benchmarks)

Hickory, NC

2020 GMC Sierra 1500 AT4

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

2020 GMC Sierra 1500 AT4

Hickory, NC

Unscored
$30,489135,622 mi

Comparison: 11 similar vehicles

Hickory, NC

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 recently 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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