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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

170 listings found

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Gladstone, OR

UnscoredInsufficient · 3
$7,925149,925 mi

Comparison: 3 similar vehicles

Gladstone, OR

2011 GMC Yukon Denali

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

2011 GMC Yukon Denali

Gladstone, OR

UnscoredInsufficient · 3
$9,995167,228 mi

Comparison: 3 similar vehicles

Gladstone, OR

2015 GMC Acadia Denali

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

2015 GMC Acadia Denali

Gladstone, OR

Fair PriceLimited · 15
$11,910104,996 mi

Market: $9,249 – $13,498

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Gladstone, OR

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

Gladstone, OR

UnscoredLimited · 10
$13,039144,675 mi

Comparison: 10 similar vehicles

Gladstone, OR

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

Gladstone, OR

UnscoredInsufficient · 0
$13,250172,800 mi

Gladstone, OR

2016 GMC Yukon SLE

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

2016 GMC Yukon SLE

Gladstone, OR

UnscoredLimited · 9
$15,308151,947 mi

Comparison: 9 similar vehicles

Gladstone, OR

2021 GMC Terrain SLE

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

2021 GMC Terrain SLE

Gladstone, OR

UnscoredInsufficient · 0
$18,46755,802 mi

Gladstone, OR

2018 GMC Terrain Denali

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

2018 GMC Terrain Denali

Gladstone, OR

UnscoredLimited · 5
$18,700100,863 mi

Comparison: 5 similar vehicles

Gladstone, OR

2018 GMC Yukon Denali

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

2018 GMC Yukon Denali

Gladstone, OR

UnscoredLimited · 6
$18,903162,485 mi

Comparison: 6 similar vehicles

Gladstone, OR

2018 GMC Terrain Denali

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

2018 GMC Terrain Denali

Gladstone, OR

UnscoredLimited · 5
$19,20068,312 mi

Comparison: 5 similar vehicles

Gladstone, OR

2017 GMC Canyon SLE

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

2017 GMC Canyon SLE

Gladstone, OR

UnscoredInsufficient · 0
$20,04094,615 mi

Gladstone, OR

2021 GMC Terrain SLE

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

2021 GMC Terrain SLE

Gladstone, OR

UnscoredInsufficient · 3
$20,10062,571 mi

Comparison: 3 similar vehicles

Gladstone, OR

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Gladstone, OR

UnscoredLimited · 5
$20,20036,188 mi

Comparison: 5 similar vehicles

Gladstone, OR

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Gladstone, OR

Fair PriceLimited · 14
$21,80044,489 mi

Market: $20,990 – $22,702

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Gladstone, OR

2016 GMC Yukon Denali

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

2016 GMC Yukon Denali

Gladstone, OR

UnscoredLimited · 8
$22,200123,677 mi

Comparison: 8 similar vehicles

Gladstone, OR

2023 GMC Acadia SLT

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

2023 GMC Acadia SLT

Gladstone, OR

OverpricedModerate · 20
$24,77761,800 mi

Market: $18,295 – $18,995

Comparison: 20 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Gladstone, OR

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Gladstone, OR

UnscoredInsufficient · 3
$26,64333,652 mi

Comparison: 3 similar vehicles

Gladstone, OR

2022 GMC Terrain Denali

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

2022 GMC Terrain Denali

Gladstone, OR

UnscoredInsufficient · 0
$26,70049,275 mi

Gladstone, OR

2018 GMC Yukon SLT

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

2018 GMC Yukon SLT

Gladstone, OR

Fair PriceModerate · 22
$26,739115,256 mi

Market: $22,740 – $26,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Gladstone, OR

2019 GMC Yukon Denali

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

2019 GMC Yukon Denali

Gladstone, OR

UnscoredInsufficient · 4
$27,200126,911 mi

Comparison: 4 similar vehicles

Gladstone, OR

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Gladstone, OR

Fair PriceRobust · 70
$28,10093,205 mi

Market: $27,513 – $34,995

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Gladstone, OR

2011 GMC Sierra 2500HD SLT

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

2011 GMC Sierra 2500HD SLT

Gladstone, OR

OverpricedLimited · 11
$31,99599,700 mi

Market: $17,977 – $26,447

Comparison: 11 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Gladstone, OR

2021 GMC Sierra 1500 Denali

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

2021 GMC Sierra 1500 Denali

Gladstone, OR

Fair PriceLimited · 15
$32,70098,384 mi

Market: $22,995 – $39,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 222 days listed (based on current market benchmarks)

Gladstone, OR

2021 GMC Canyon Denali

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

2021 GMC Canyon Denali

Gladstone, OR

UnscoredInsufficient · 3
$34,00024,546 mi

Comparison: 3 similar vehicles

Gladstone, OR

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

Gladstone, OR

UnscoredLimited · 9
$34,50074,548 mi

Comparison: 9 similar vehicles

Gladstone, OR

2024 GMC Sierra 1500 Elevation

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

2024 GMC Sierra 1500 Elevation

Gladstone, OR

UnscoredInsufficient · 3
$36,00042,507 mi

Comparison: 3 similar vehicles

Gladstone, OR

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Gladstone, OR

Fair PriceLimited · 17
$36,485Mileage not verified

Market: $34,770 – $43,270

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Gladstone, OR

2026 GMC Terrain AT4

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

2026 GMC Terrain AT4

Gladstone, OR

Great DealLimited · 13
$36,7958,646 mi

Market: $38,135 – $43,680

Comparison: 13 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 106 days listed (based on current market benchmarks)

Gladstone, OR

2020 GMC Sierra 1500 Denali

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

2020 GMC Sierra 1500 Denali

Gladstone, OR

UnscoredLimited · 6
$37,10076,344 mi

Comparison: 6 similar vehicles

Gladstone, OR

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Gladstone, OR

Fair PriceLimited · 17
$38,090Mileage not verified

Market: $34,770 – $43,270

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Gladstone, OR

2026 GMC Terrain AT4

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

2026 GMC Terrain AT4

Gladstone, OR

Fair PriceLimited · 13
$38,1357,340 mi

Market: $36,795 – $43,680

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Gladstone, OR

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Gladstone, OR

Fair PriceLimited · 17
$38,585Mileage not verified

Market: $34,770 – $43,270

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Gladstone, OR

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Gladstone, OR

Fair PriceLimited · 17
$38,585Mileage not verified

Market: $34,770 – $43,270

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Gladstone, OR

2020 GMC Yukon Denali

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

2020 GMC Yukon Denali

Gladstone, OR

OverpricedLimited · 12
$39,00074,717 mi

Market: $23,832 – $24,082

Comparison: 12 similar vehicles

Priced ~62% above the typical market range for similar vehicles (based on current market benchmarks)

Gladstone, OR

2022 GMC Sierra 1500 AT4

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

2022 GMC Sierra 1500 AT4

Gladstone, OR

UnscoredInsufficient · 3
$39,54081,667 mi

Comparison: 3 similar vehicles

Gladstone, OR

2025 GMC Sierra 1500 SLT

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

2025 GMC Sierra 1500 SLT

Gladstone, OR

Fair PriceModerate · 22
$39,60059,996 mi

Market: $35,240 – $43,700

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Gladstone, OR

2021 GMC Yukon AT4

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

2021 GMC Yukon AT4

Gladstone, OR

UnscoredInsufficient · 0
$40,649106,231 mi

Gladstone, OR

2024 GMC Canyon AT4

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

2024 GMC Canyon AT4

Gladstone, OR

UnscoredLimited · 5
$41,15422,409 mi

Comparison: 5 similar vehicles

Gladstone, OR

2027 GMC Terrain AT4

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

2027 GMC Terrain AT4

Gladstone, OR

UnscoredInsufficient · 4
$41,295Mileage not verified

Comparison: 4 similar vehicles

Gladstone, OR

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Gladstone, OR

Fair PriceLimited · 17
$41,480Mileage not verified

Market: $38,545 – $46,300

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 339 days listed (based on current market benchmarks)

Gladstone, OR

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Gladstone, OR

Fair PriceLimited · 17
$41,920Mileage not verified

Market: $38,545 – $46,300

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 347 days listed (based on current market benchmarks)

Gladstone, OR

2024 GMC Acadia AT4

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

2024 GMC Acadia AT4

Gladstone, OR

UnscoredInsufficient · 3
$42,20028,168 mi

Comparison: 3 similar vehicles

Gladstone, OR

2027 GMC Terrain AT4

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

2027 GMC Terrain AT4

Gladstone, OR

UnscoredInsufficient · 4
$42,820Mileage not verified

Comparison: 4 similar vehicles

Gladstone, OR

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Gladstone, OR

Fair PriceLimited · 17
$46,069Mileage not verified

Market: $38,545 – $46,300

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 335 days listed (based on current market benchmarks)

Gladstone, OR

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Gladstone, OR

Fair PriceLimited · 17
$46,124Mileage not verified

Market: $38,545 – $46,300

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 339 days listed (based on current market benchmarks)

Gladstone, OR

2027 GMC Savana Cargo Work Van

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

2027 GMC Savana Cargo Work Van

Gladstone, OR

UnscoredInsufficient · 0
$46,480Mileage not verified

Gladstone, OR

2023 GMC Sierra 1500 Denali

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

2023 GMC Sierra 1500 Denali

Gladstone, OR

UnscoredInsufficient · 0
$46,58842,547 mi

Gladstone, OR

2026 GMC Sierra 1500 Elevation

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

2026 GMC Sierra 1500 Elevation

Gladstone, OR

Fair PriceRobust · 140
$46,840Mileage not verified

Market: $46,850 – $84,139

Comparison: 140 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 24 days listed (based on current market benchmarks)

Gladstone, OR

2025 GMC Sierra 1500 Elevation

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

2025 GMC Sierra 1500 Elevation

Gladstone, OR

UnscoredLimited · 7
$47,100Mileage not verified

Comparison: 7 similar vehicles

Gladstone, OR

2022 GMC Sierra 1500 AT4

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

2022 GMC Sierra 1500 AT4

Gladstone, OR

UnscoredInsufficient · 0
$47,11426,079 mi

Gladstone, OR

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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