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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

65 listings found

2022 GMC Terrain SLT

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

2022 GMC Terrain SLT

Monroe, WI

Fair PriceModerate · 47
$19,34290,992 mi

Market: $14,995 – $25,990

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Monroe, WI

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Monroe, WI

UnscoredLimited · 6
$19,89953,685 mi

Comparison: 6 similar vehicles

Monroe, WI

2018 GMC Yukon SLT

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

2018 GMC Yukon SLT

Monroe, WI

UnscoredLimited · 6
$20,899135,998 mi

Comparison: 6 similar vehicles

Monroe, WI

2021 GMC Acadia Denali

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

2021 GMC Acadia Denali

Monroe, WI

Fair PriceRobust · 61
$22,444103,780 mi

Market: $18,500 – $28,995

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 270 days listed (based on current market benchmarks)

Monroe, WI

2021 GMC Acadia Denali

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

2021 GMC Acadia Denali

Monroe, WI

Fair PriceRobust · 60
$22,566100,023 mi

Market: $18,500 – $28,995

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Monroe, WI

2024 GMC Terrain SLT

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

2024 GMC Terrain SLT

Monroe, WI

Fair PriceRobust · 132
$22,89953,510 mi

Market: $19,810 – $26,309

Comparison: 132 similar vehicles

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

Monroe, WI

2020 GMC Terrain Denali

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

2020 GMC Terrain Denali

Monroe, WI

UnscoredInsufficient · 0
$23,44459,845 mi

Monroe, WI

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Monroe, WI

Great DealLimited · 11
$24,6439,827 mi

Market: $27,380 – $28,589

Comparison: 11 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 55 days listed (based on current market benchmarks)

Monroe, WI

2020 GMC Acadia Denali

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

2020 GMC Acadia Denali

Monroe, WI

UnscoredInsufficient · 3
$25,34066,532 mi

Comparison: 3 similar vehicles

Monroe, WI

2021 GMC Sierra 1500 AT4

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

2021 GMC Sierra 1500 AT4

Monroe, WI

UnscoredLimited · 8
$29,341141,657 mi

Comparison: 8 similar vehicles

Monroe, WI

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

Monroe, WI

UnscoredLimited · 9
$29,60955,509 mi

Comparison: 9 similar vehicles

Monroe, WI

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Monroe, WI

Fair PriceLimited · 16
$30,34523,745 mi

Market: $29,277 – $30,646

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Monroe, WI

2023 GMC Acadia AT4

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

2023 GMC Acadia AT4

Monroe, WI

OverpricedLimited · 15
$30,34854,463 mi

Market: $26,890 – $30,313

Comparison: 15 similar vehicles

Monroe, WI

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Monroe, WI

UnscoredInsufficient · 3
$30,64032,215 mi

Comparison: 3 similar vehicles

Monroe, WI

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Monroe, WI

OverpricedLimited · 16
$30,64620,654 mi

Market: $29,277 – $30,345

Comparison: 16 similar vehicles

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

Monroe, WI

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

Monroe, WI

UnscoredInsufficient · 3
$31,34199,095 mi

Comparison: 3 similar vehicles

Monroe, WI

2020 GMC Sierra 1500 Elevation

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

2020 GMC Sierra 1500 Elevation

Monroe, WI

Fair PriceRobust · 64
$31,34282,692 mi

Market: $23,249 – $33,397

Comparison: 64 similar vehicles

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

Monroe, WI

2023 GMC Acadia Denali

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

2023 GMC Acadia Denali

Monroe, WI

UnscoredInsufficient · 3
$31,34852,329 mi

Comparison: 3 similar vehicles

Monroe, WI

2023 GMC Acadia Denali

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

2023 GMC Acadia Denali

Monroe, WI

UnscoredInsufficient · 3
$31,39956,549 mi

Comparison: 3 similar vehicles

Monroe, WI

2015 GMC Sierra 2500 Denali HD

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

2015 GMC Sierra 2500 Denali HD

Monroe, WI

UnscoredLimited · 7
$34,444125,406 mi

Comparison: 7 similar vehicles

Monroe, WI

2020 GMC Yukon Denali

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

2020 GMC Yukon Denali

Monroe, WI

UnscoredInsufficient · 4
$35,39972,006 mi

Comparison: 4 similar vehicles

Monroe, WI

2021 GMC Yukon SLT

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

2021 GMC Yukon SLT

Monroe, WI

UnscoredRobust · 63
$37,34092,737 mi

Comparison: 63 similar vehicles

Monroe, WI

2023 GMC Yukon XL SLT

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

2023 GMC Yukon XL SLT

Monroe, WI

UnscoredModerate · 38
$38,139133,828 mi

Comparison: 38 similar vehicles

Monroe, WI

2022 GMC Yukon XL AT4

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

2022 GMC Yukon XL AT4

Monroe, WI

UnscoredInsufficient · 0
$40,34895,296 mi

Monroe, WI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Monroe, WI

Fair PriceLimited · 13
$42,14130,349 mi

Market: $39,999 – $44,412

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

UnscoredInsufficient · 0
$42,44418,113 mi

Monroe, WI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Monroe, WI

Fair PriceRobust · 176
$42,64326,605 mi

Market: $34,618 – $47,394

Comparison: 176 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

UnscoredLimited · 6
$42,89927,036 mi

Comparison: 6 similar vehicles

Monroe, WI

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Monroe, WI

Fair PriceModerate · 20
$43,065Mileage not verified

Market: $32,885 – $44,551

Comparison: 20 similar vehicles

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

Monroe, WI

2026 GMC Terrain Denali

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

2026 GMC Terrain Denali

Monroe, WI

Fair PriceLimited · 13
$44,339Mileage not verified

Market: $40,954 – $44,449

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 203 days listed (based on current market benchmarks)

Monroe, WI

2027 GMC Terrain Denali

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

2027 GMC Terrain Denali

Monroe, WI

Fair PriceModerate · 29
$45,160Mileage not verified

Market: $43,710 – $48,068

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

UnscoredInsufficient · 4
$45,64226,542 mi

Comparison: 4 similar vehicles

Monroe, WI

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

Monroe, WI

UnscoredLimited · 13
$46,34683,342 mi

Comparison: 13 similar vehicles

Monroe, WI

2026 GMC Canyon Elevation

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

2026 GMC Canyon Elevation

Monroe, WI

Fair PriceLimited · 18
$46,508Mileage not verified

Market: $41,125 – $50,227

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 159 days listed (based on current market benchmarks)

Monroe, WI

2023 GMC Sierra 1500 AT4

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

2023 GMC Sierra 1500 AT4

Monroe, WI

Fair PriceRobust · 67
$46,64949,028 mi

Market: $41,999 – $49,719

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Monroe, WI

2026 GMC Canyon AT4

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

2026 GMC Canyon AT4

Monroe, WI

UnscoredInsufficient · 4
$50,202Mileage not verified

Comparison: 4 similar vehicles

Monroe, WI

2024 GMC Yukon SLT

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

2024 GMC Yukon SLT

Monroe, WI

Fair PriceModerate · 45
$50,94861,109 mi

Market: $43,163 – $70,390

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

UnscoredInsufficient · 3
$51,28614,021 mi

Comparison: 3 similar vehicles

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 117
$53,145Mileage not verified

Market: $48,140 – $86,127

Comparison: 117 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

OverpricedLimited · 12
$53,815Mileage not verified

Market: $40,382 – $49,595

Comparison: 12 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Monroe, WI

2026 GMC Canyon Denali

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

2026 GMC Canyon Denali

Monroe, WI

Fair PriceLimited · 18
$55,553Mileage not verified

Market: $54,201 – $60,152

Comparison: 18 similar vehicles

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

Monroe, WI

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

Monroe, WI

Fair PriceModerate · 40
$57,483Mileage not verified

Market: $51,632 – $66,761

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

UnscoredLimited · 9
$58,006Mileage not verified

Comparison: 9 similar vehicles

Monroe, WI

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Monroe, WI

Fair PriceModerate · 39
$60,465Mileage not verified

Market: $47,571 – $61,214

Comparison: 39 similar vehicles

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

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 134
$60,715Mileage not verified

Market: $55,278 – $67,506

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 134
$61,176Mileage not verified

Market: $55,278 – $67,506

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 134
$61,176Mileage not verified

Market: $55,278 – $67,506

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Monroe, WI

2026 GMC Sierra 3500 Chassis Cab Pro

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

2026 GMC Sierra 3500 Chassis Cab Pro

Monroe, WI

Fair PriceRobust · 97
$61,183Mileage not verified

Market: $51,052 – $91,348

Comparison: 97 similar vehicles

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

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 117
$62,795Mileage not verified

Market: $48,140 – $86,127

Comparison: 117 similar vehicles

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

Monroe, WI

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

Monroe, WI

Fair PriceRobust · 134
$63,037Mileage not verified

Market: $55,278 – $67,506

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Monroe, WI

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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