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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 2, 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

182 listings found

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Manassas, VA

Unscored
$6,298164,380 mi

Comparison: 20 similar vehicles

Manassas, VA

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

Manassas, VA

Unscored
$7,499125,897 mi

Comparison: 11 similar vehicles

Manassas, VA

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

Manassas, VA

Unscored
$8,399166,875 mi

Comparison: 5 similar vehicles

Manassas, VA

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Manassas, VA

Fair PriceRobust · 145
$10,995114,675 mi

Market: $5,795 – $19,995

Comparison: 145 similar vehicles

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

Manassas, VA

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

Manassas, VA

Fair PriceLimited · 17
$12,340118,199 mi

Market: $11,495 – $15,479

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 576 days listed (based on current market benchmarks)

Manassas, VA

2015 GMC Yukon SLE

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

2015 GMC Yukon SLE

Manassas, VA

Unscored
$13,000146,694 mi

Comparison: 7 similar vehicles

Manassas, VA

2015 GMC Yukon XL SLT

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

2015 GMC Yukon XL SLT

Manassas, VA

UnscoredInsufficient · 4
$14,999154,818 mi

Comparison: 4 similar vehicles

Manassas, VA

2022 GMC Savana Cargo Work Van

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

2022 GMC Savana Cargo Work Van

Manassas, VA

Great DealLimited · 14
$17,99573,669 mi

Market: $19,151 – $24,398

Comparison: 14 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 23 days listed (based on current market benchmarks)

Manassas, VA

2015 GMC Yukon XL Denali

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

2015 GMC Yukon XL Denali

Manassas, VA

Unscored
$17,999121,698 mi

Comparison: 8 similar vehicles

Manassas, VA

2015 GMC Yukon SLT

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

2015 GMC Yukon SLT

Manassas, VA

Unscored
$18,995130,170 mi

Comparison: 8 similar vehicles

Manassas, VA

2015 GMC Yukon XL SLT

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

2015 GMC Yukon XL SLT

Manassas, VA

Unscored
$18,995126,504 mi

Comparison: 9 similar vehicles

Manassas, VA

2019 GMC Canyon SLT

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

2019 GMC Canyon SLT

Manassas, VA

Unscored
$19,782165,436 mi

Comparison: 10 similar vehicles

Manassas, VA

2022 GMC Savana Cargo Work Van

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

2022 GMC Savana Cargo Work Van

Manassas, VA

Fair PriceLimited · 14
$19,79590,821 mi

Market: $17,995 – $24,398

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 243 days listed (based on current market benchmarks)

Manassas, 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

Manassas, VA

Unscored
$20,445186,288 mi

Comparison: 5 similar vehicles

Manassas, VA

2021 GMC Canyon Elevation Standard

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

2021 GMC Canyon Elevation Standard

Manassas, VA

Fair PriceLimited · 17
$20,71392,964 mi

Market: $18,995 – $26,280

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Manassas, VA

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Manassas, VA

UnscoredInsufficient · 3
$20,78683,831 mi

Comparison: 3 similar vehicles

Manassas, VA

2018 GMC Yukon XL Denali

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

2018 GMC Yukon XL Denali

Manassas, VA

Unscored
$20,899130,305 mi

Comparison: 8 similar vehicles

Manassas, VA

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

Manassas, VA

UnscoredInsufficient · 3
$20,99546,922 mi

Comparison: 3 similar vehicles

Manassas, VA

2015 GMC Yukon Denali

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

2015 GMC Yukon Denali

Manassas, VA

UnscoredInsufficient · 3
$20,995121,703 mi

Comparison: 3 similar vehicles

Manassas, VA

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

Manassas, VA

Unscored
$22,335111,874 mi

Comparison: 8 similar vehicles

Manassas, VA

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Manassas, VA

Fair PriceModerate · 29
$22,78691,047 mi

Market: $10,798 – $22,839

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Manassas, VA

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

Manassas, VA

UnscoredInsufficient · 3
$23,894117,075 mi

Comparison: 3 similar vehicles

Manassas, VA

2011 GMC Savana

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

2011 GMC Savana

Manassas, VA

UnscoredInsufficient · 0
$24,877101,448 mi

Manassas, VA

2015 GMC Sierra 2500HD SLE

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

2015 GMC Sierra 2500HD SLE

Manassas, VA

UnscoredInsufficient · 0
$24,995172,923 mi

Manassas, VA

2018 GMC Yukon Denali

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

2018 GMC Yukon Denali

Manassas, VA

Fair PriceModerate · 30
$25,745118,270 mi

Market: $15,495 – $39,945

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Manassas, VA

2019 GMC Yukon XL Denali

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

2019 GMC Yukon XL Denali

Manassas, VA

UnscoredInsufficient · 4
$25,899109,605 mi

Comparison: 4 similar vehicles

Manassas, VA

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

Manassas, VA

Fair PriceLimited · 15
$27,894119,253 mi

Market: $26,900 – $34,749

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Manassas, VA

2018 GMC Yukon XL Denali

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

2018 GMC Yukon XL Denali

Manassas, VA

Unscored
$28,979101,247 mi

Comparison: 8 similar vehicles

Manassas, VA

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

Manassas, VA

Unscored
$28,995108,144 mi

Comparison: 5 similar vehicles

Manassas, VA

2019 GMC Sierra 1500 Denali

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

2019 GMC Sierra 1500 Denali

Manassas, VA

Unscored
$33,68096,588 mi

Comparison: 6 similar vehicles

Manassas, VA

2023 GMC Canyon Elevation

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

2023 GMC Canyon Elevation

Manassas, VA

Fair PriceModerate · 34
$35,70028,549 mi

Market: $32,199 – $37,477

Comparison: 34 similar vehicles

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

Manassas, VA

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

Manassas, VA

Fair PriceModerate · 25
$35,99548,462 mi

Market: $34,590 – $44,000

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Manassas, VA

2015 GMC Sierra 3500 Denali HD

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

2015 GMC Sierra 3500 Denali HD

Manassas, VA

UnscoredInsufficient · 4
$36,894106,656 mi

Comparison: 4 similar vehicles

Manassas, VA

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

Manassas, VA

Fair PriceModerate · 25
$36,99545,420 mi

Market: $34,590 – $44,000

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Manassas, VA

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Manassas, VA

Fair PriceModerate · 45
$38,964Mileage not verified

Market: $31,341 – $42,120

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Manassas, VA

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Manassas, VA

Fair PriceModerate · 45
$39,684Mileage not verified

Market: $31,341 – $42,120

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Manassas, VA

2026 GMC Terrain AT4

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

2026 GMC Terrain AT4

Manassas, VA

Fair PriceLimited · 13
$41,084Mileage not verified

Market: $35,971 – $44,335

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Manassas, VA

2023 GMC Yukon XL SLE

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

2023 GMC Yukon XL SLE

Manassas, VA

UnscoredInsufficient · 0
$42,00060,714 mi

Manassas, VA

2018 GMC Sierra 2500HD SLT

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

2018 GMC Sierra 2500HD SLT

Manassas, VA

UnscoredInsufficient · 0
$42,56861,955 mi

Manassas, VA

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

Manassas, VA

Fair PriceLimited · 15
$42,94527,026 mi

Market: $41,998 – $49,276

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 243 days listed (based on current market benchmarks)

Manassas, VA

2027 GMC Terrain AT4

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

2027 GMC Terrain AT4

Manassas, VA

Fair PriceLimited · 19
$43,469Mileage not verified

Market: $38,619 – $47,075

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Manassas, VA

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

Manassas, VA

OverpricedModerate · 26
$44,00041,977 mi

Market: $34,590 – $38,995

Comparison: 26 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Manassas, VA

2023 GMC Sierra 2500HD Pro

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

2023 GMC Sierra 2500HD Pro

Manassas, VA

UnscoredInsufficient · 0
$44,00041,494 mi

Manassas, VA

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Manassas, VA

Fair PriceModerate · 47
$44,054Mileage not verified

Market: $37,744 – $53,409

Comparison: 47 similar vehicles

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

Manassas, VA

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Manassas, VA

Fair PriceModerate · 47
$44,209Mileage not verified

Market: $37,744 – $53,409

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Manassas, 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

Manassas, VA

Fair PriceModerate · 34
$44,49819,490 mi

Market: $43,984 – $47,098

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Manassas, VA

2020 GMC Sierra 2500 Denali HD

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

2020 GMC Sierra 2500 Denali HD

Manassas, VA

UnscoredInsufficient · 3
$44,58084,220 mi

Comparison: 3 similar vehicles

Manassas, VA

2026 GMC Sierra 1500 SLE

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

2026 GMC Sierra 1500 SLE

Manassas, VA

Fair PriceLimited · 10
$44,6836,525 mi

Market: $40,495 – $54,890

Comparison: 10 similar vehicles

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

Manassas, VA

2021 GMC Yukon Denali

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

2021 GMC Yukon Denali

Manassas, VA

Unscored
$44,99875,932 mi

Comparison: 9 similar vehicles

Manassas, VA

2022 GMC Sierra 1500 Denali

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

2022 GMC Sierra 1500 Denali

Manassas, VA

Fair PriceLimited · 16
$45,09477,506 mi

Market: $39,779 – $45,699

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Manassas, 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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