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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 3, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

55 listings found

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Ashland, VA

UnscoredInsufficient · 4
$7,616138,693 mi

Comparison: 4 similar vehicles

Ashland, VA

2005 GMC Sierra 2500HD Work Truck

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

2005 GMC Sierra 2500HD Work Truck

Ashland, VA

UnscoredInsufficient · 3
$8,995236,979 mi

Comparison: 3 similar vehicles

Ashland, VA

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Ashland, VA

UnscoredInsufficient · 4
$10,676149,121 mi

Comparison: 4 similar vehicles

Ashland, VA

2013 GMC Sierra 2500HD Work Truck

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

2013 GMC Sierra 2500HD Work Truck

Ashland, VA

UnscoredInsufficient · 0
$13,995193,582 mi

Ashland, VA

2008 GMC Sierra 2500HD SLE1

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

2008 GMC Sierra 2500HD SLE1

Ashland, VA

UnscoredInsufficient · 0
$13,995186,688 mi

Ashland, VA

2017 GMC Savana Cutaway Work Van

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

2017 GMC Savana Cutaway Work Van

Ashland, VA

UnscoredInsufficient · 0
$17,995133,348 mi

Ashland, VA

2024 GMC Savana Cargo Work Van

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

2024 GMC Savana Cargo Work Van

Ashland, VA

UnscoredInsufficient · 0
$22,00093,392 mi

Ashland, VA

2024 GMC Savana Cargo Work Van

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

2024 GMC Savana Cargo Work Van

Ashland, VA

UnscoredInsufficient · 0
$25,50073,176 mi

Ashland, VA

2022 GMC Terrain AT4

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

2022 GMC Terrain AT4

Ashland, VA

UnscoredInsufficient · 0
$25,79451,119 mi

Ashland, VA

2022 GMC Terrain SLT

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

2022 GMC Terrain SLT

Ashland, VA

Unscored
$26,79438,997 mi

Comparison: 6 similar vehicles

Ashland, VA

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

Ashland, VA

Unscored
$26,794152,221 mi

Comparison: 14 similar vehicles

Ashland, VA

2016 GMC Sierra 2500HD SLE

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

2016 GMC Sierra 2500HD SLE

Ashland, VA

UnscoredInsufficient · 4
$27,995112,067 mi

Comparison: 4 similar vehicles

Ashland, VA

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

Ashland, VA

Fair PriceLimited · 13
$28,77179,906 mi

Market: $23,481 – $31,590

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Ashland, VA

2020 GMC Yukon XL Denali

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

2020 GMC Yukon XL Denali

Ashland, VA

UnscoredInsufficient · 4
$28,982120,555 mi

Comparison: 4 similar vehicles

Ashland, VA

2024 GMC Savana Cargo Work Van

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

2024 GMC Savana Cargo Work Van

Ashland, VA

UnscoredInsufficient · 4
$31,29418,615 mi

Comparison: 4 similar vehicles

Ashland, VA

2019 GMC Sierra 1500 SLT

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

2019 GMC Sierra 1500 SLT

Ashland, VA

OverpricedLimited · 14
$33,99570,305 mi

Market: $27,799 – $32,794

Comparison: 14 similar vehicles

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

Ashland, VA

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Ashland, VA

Fair PriceLimited · 13
$36,414Mileage not verified

Market: $31,969 – $43,718

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Ashland, VA

2020 GMC Sierra 1500 SLT

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

2020 GMC Sierra 1500 SLT

Ashland, VA

Unscored
$36,88964,203 mi

Comparison: 9 similar vehicles

Ashland, VA

2025 GMC Savana Passenger LT

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

2025 GMC Savana Passenger LT

Ashland, VA

Unscored
$38,48715,943 mi

Comparison: 7 similar vehicles

Ashland, VA

2022 GMC Yukon SLT

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

2022 GMC Yukon SLT

Ashland, VA

Unscored
$40,794100,019 mi

Comparison: 6 similar vehicles

Ashland, VA

2027 GMC Terrain AT4

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

2027 GMC Terrain AT4

Ashland, VA

UnscoredInsufficient · 4
$46,384Mileage not verified

Comparison: 4 similar vehicles

Ashland, VA

2027 GMC Terrain Denali

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

2027 GMC Terrain Denali

Ashland, VA

Unscored
$46,984124 mi

Comparison: 9 similar vehicles

Ashland, VA

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Ashland, VA

Unscored
$47,929Mileage not verified

Comparison: 8 similar vehicles

Ashland, VA

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Ashland, VA

Unscored
$48,079Mileage not verified

Comparison: 8 similar vehicles

Ashland, VA

2024 GMC Sierra 1500 Denali

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

2024 GMC Sierra 1500 Denali

Ashland, VA

UnscoredInsufficient · 3
$50,46947,587 mi

Comparison: 3 similar vehicles

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$50,754Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Ashland, VA

2025 GMC Canyon AT4

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

2025 GMC Canyon AT4

Ashland, VA

UnscoredInsufficient · 4
$50,7948,366 mi

Comparison: 4 similar vehicles

Ashland, VA

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

Ashland, VA

Fair PriceModerate · 47
$51,339Mileage not verified

Market: $49,076 – $69,775

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$51,549Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$51,549Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$51,699Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$52,949Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$52,949Mileage not verified

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Ashland, VA

2026 GMC Sierra 1500 Pro

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

2026 GMC Sierra 1500 Pro

Ashland, VA

Fair PriceModerate · 25
$53,144Mileage not verified

Market: $41,081 – $53,144

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Ashland, VA

2026 GMC Sierra 1500 Pro

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

2026 GMC Sierra 1500 Pro

Ashland, VA

Fair PriceModerate · 25
$53,144Mileage not verified

Market: $41,081 – $53,144

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Ashland, VA

Fair PriceModerate · 33
$55,594194 mi

Market: $45,301 – $57,050

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Ashland, VA

2022 GMC Sierra 2500HD AT4

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

2022 GMC Sierra 2500HD AT4

Ashland, VA

Fair PriceLimited · 11
$55,79465,260 mi

Market: $47,860 – $55,875

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Ashland, VA

2023 GMC Yukon SLT

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

2023 GMC Yukon SLT

Ashland, VA

Fair PriceModerate · 21
$56,79432,756 mi

Market: $57,294 – $58,193

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 5 days listed (based on current market benchmarks)

Ashland, VA

2026 GMC Acadia Denali

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

2026 GMC Acadia Denali

Ashland, VA

OverpricedLimited · 15
$58,7946,755 mi

Market: $49,994 – $58,298

Comparison: 15 similar vehicles

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

Ashland, VA

2022 GMC Yukon Denali

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

2022 GMC Yukon Denali

Ashland, VA

UnscoredInsufficient · 0
$60,79439,692 mi

Ashland, VA

2026 GMC Sierra 2500HD Pro

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

2026 GMC Sierra 2500HD Pro

Ashland, VA

Fair PriceLimited · 11
$62,024Mileage not verified

Market: $54,039 – $66,224

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Ashland, VA

2026 GMC Sierra 1500 SLT

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

2026 GMC Sierra 1500 SLT

Ashland, VA

Fair PriceRobust · 54
$62,359Mileage not verified

Market: $59,134 – $69,511

Comparison: 54 similar vehicles

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

Ashland, VA

2026 GMC Sierra 1500 SLT

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

2026 GMC Sierra 1500 SLT

Ashland, VA

Fair PriceRobust · 54
$62,359Mileage not verified

Market: $59,134 – $69,511

Comparison: 54 similar vehicles

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

Ashland, VA

2026 GMC Sierra 1500 SLT

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

2026 GMC Sierra 1500 SLT

Ashland, VA

Fair PriceRobust · 54
$62,854Mileage not verified

Market: $59,134 – $69,511

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Ashland, VA

2024 GMC Yukon AT4

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

2024 GMC Yukon AT4

Ashland, VA

UnscoredInsufficient · 0
$65,79428,251 mi

Ashland, VA

2026 GMC Sierra 1500 SLT

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

2026 GMC Sierra 1500 SLT

Ashland, VA

Fair PriceRobust · 54
$66,414Mileage not verified

Market: $59,134 – $69,511

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Denali

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

2027 GMC Acadia Denali

Ashland, VA

Fair PriceLimited · 18
$66,489Mileage not verified

Market: $63,402 – $71,134

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Denali Ultimate

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

2027 GMC Acadia Denali Ultimate

Ashland, VA

Unscored
$68,689Mileage not verified

Comparison: 6 similar vehicles

Ashland, VA

2027 GMC Acadia Denali

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

2027 GMC Acadia Denali

Ashland, VA

Fair PriceLimited · 18
$68,739Mileage not verified

Market: $63,402 – $71,134

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Ashland, VA

2027 GMC Acadia Denali Ultimate

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

2027 GMC Acadia Denali Ultimate

Ashland, VA

Unscored
$69,289Mileage not verified

Comparison: 6 similar vehicles

Ashland, VA

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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