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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

145 listings found

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Banning, CA

Unscored
$12,75275,066 mi

Comparison: 8 similar vehicles

Banning, CA

2017 GMC Terrain SLT

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

2017 GMC Terrain SLT

Banning, CA

UnscoredInsufficient · 3
$13,60476,130 mi

Comparison: 3 similar vehicles

Banning, CA

2018 GMC Terrain SLT

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

2018 GMC Terrain SLT

Banning, CA

UnscoredInsufficient · 4
$16,91065,112 mi

Comparison: 4 similar vehicles

Banning, CA

2023 GMC Terrain SLE

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

2023 GMC Terrain SLE

Banning, CA

UnscoredInsufficient · 0
$17,05259,697 mi

Banning, CA

2022 GMC Terrain SLE

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

2022 GMC Terrain SLE

Banning, CA

Unscored
$17,41461,849 mi

Comparison: 8 similar vehicles

Banning, CA

2019 GMC Yukon SLE

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

2019 GMC Yukon SLE

Banning, CA

UnscoredInsufficient · 0
$17,65299,922 mi

Banning, CA

2022 GMC Terrain SLE

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

2022 GMC Terrain SLE

Banning, CA

UnscoredInsufficient · 0
$18,50055,240 mi

Banning, CA

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Banning, CA

UnscoredInsufficient · 4
$21,33929,880 mi

Comparison: 4 similar vehicles

Banning, CA

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

Banning, CA

UnscoredInsufficient · 3
$22,626114,248 mi

Comparison: 3 similar vehicles

Banning, CA

2025 GMC Terrain Elevation

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

2025 GMC Terrain Elevation

Banning, CA

Unscored
$23,39932,800 mi

Comparison: 5 similar vehicles

Banning, CA

2023 GMC Acadia SLE

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

2023 GMC Acadia SLE

Banning, CA

UnscoredInsufficient · 4
$24,35243,374 mi

Comparison: 4 similar vehicles

Banning, CA

2023 GMC Acadia SLE

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

2023 GMC Acadia SLE

Banning, CA

Unscored
$24,65226,297 mi

Comparison: 6 similar vehicles

Banning, CA

2022 GMC Acadia AT4

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

2022 GMC Acadia AT4

Banning, CA

UnscoredInsufficient · 0
$24,95232,005 mi

Banning, CA

2023 GMC Acadia SLT

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

2023 GMC Acadia SLT

Banning, CA

UnscoredInsufficient · 4
$24,99948,712 mi

Comparison: 4 similar vehicles

Banning, CA

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Banning, CA

Unscored
$25,087108,686 mi

Comparison: 5 similar vehicles

Banning, CA

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Banning, CA

Fair PriceModerate · 24
$25,48733,943 mi

Market: $21,600 – $29,836

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Banning, CA

2022 GMC Terrain Denali

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

2022 GMC Terrain Denali

Banning, CA

UnscoredInsufficient · 0
$26,00024,733 mi

Banning, CA

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

Banning, CA

UnscoredInsufficient · 3
$26,222166,616 mi

Comparison: 3 similar vehicles

Banning, CA

2024 GMC Sierra 1500 Pro

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

2024 GMC Sierra 1500 Pro

Banning, CA

UnscoredInsufficient · 0
$26,85044,246 mi

Banning, CA

2025 GMC Terrain Elevation

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

2025 GMC Terrain Elevation

Banning, CA

UnscoredInsufficient · 0
$26,9525,073 mi

Banning, CA

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Banning, CA

UnscoredInsufficient · 4
$26,99929,210 mi

Comparison: 4 similar vehicles

Banning, CA

2017 GMC Yukon Denali

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

2017 GMC Yukon Denali

Banning, CA

Fair PriceLimited · 19
$27,48085,294 mi

Market: $13,898 – $31,922

Comparison: 19 similar vehicles

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

Banning, CA

2017 GMC Sierra 3500 Denali HD

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

2017 GMC Sierra 3500 Denali HD

Banning, CA

Unscored
$27,990216,373 mi

Comparison: 6 similar vehicles

Banning, CA

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Banning, CA

UnscoredInsufficient · 0
$28,81042,052 mi

Banning, CA

2022 GMC Sierra 1500 Limited Elevation

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

2022 GMC Sierra 1500 Limited Elevation

Banning, CA

Unscored
$29,97789,024 mi

Comparison: 7 similar vehicles

Banning, CA

2024 GMC Acadia Elevation

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

2024 GMC Acadia Elevation

Banning, CA

UnscoredInsufficient · 3
$30,55231,483 mi

Comparison: 3 similar vehicles

Banning, CA

2024 GMC Canyon Elevation

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

2024 GMC Canyon Elevation

Banning, CA

UnscoredInsufficient · 4
$30,85224,745 mi

Comparison: 4 similar vehicles

Banning, CA

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

Banning, CA

Unscored
$30,897120,056 mi

Comparison: 12 similar vehicles

Banning, CA

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

Banning, CA

Unscored
$30,980123,209 mi

Comparison: 13 similar vehicles

Banning, CA

2025 GMC Savana Cargo Work Van

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

2025 GMC Savana Cargo Work Van

Banning, CA

UnscoredInsufficient · 3
$31,80510,083 mi

Comparison: 3 similar vehicles

Banning, CA

2024 GMC Sierra 1500 SLE

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

2024 GMC Sierra 1500 SLE

Banning, CA

Unscored
$32,00062,402 mi

Comparison: 8 similar vehicles

Banning, CA

2024 GMC Canyon Elevation

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

2024 GMC Canyon Elevation

Banning, CA

Fair PriceLimited · 16
$32,25219,034 mi

Market: $32,711 – $41,923

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 20 days listed (based on current market benchmarks)

Banning, CA

2019 GMC Sierra 2500HD SLT

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

2019 GMC Sierra 2500HD SLT

Banning, CA

Unscored
$32,626123,443 mi

Comparison: 7 similar vehicles

Banning, CA

2023 GMC Sierra 1500 SLE

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

2023 GMC Sierra 1500 SLE

Banning, CA

Great DealModerate · 24
$32,82954,079 mi

Market: $36,084 – $43,110

Comparison: 24 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 56 days listed (based on current market benchmarks)

Banning, CA

2022 GMC Canyon AT4

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

2022 GMC Canyon AT4

Banning, CA

UnscoredInsufficient · 0
$32,93538,893 mi

Banning, CA

2022 GMC Sierra 1500 Limited SLT

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

2022 GMC Sierra 1500 Limited SLT

Banning, CA

UnscoredInsufficient · 0
$32,95244,045 mi

Banning, CA

2024 GMC Sierra 1500 SLE

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

2024 GMC Sierra 1500 SLE

Banning, CA

UnscoredInsufficient · 0
$33,25046,794 mi

Banning, CA

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

Banning, CA

Fair PriceLimited · 13
$33,45264,246 mi

Market: $29,988 – $40,750

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 194 days listed (based on current market benchmarks)

Banning, CA

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

Banning, CA

Unscored
$33,55265,051 mi

Comparison: 6 similar vehicles

Banning, CA

2021 GMC Yukon XL Denali

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

2021 GMC Yukon XL Denali

Banning, CA

Great DealModerate · 21
$34,25295,608 mi

Market: $38,777 – $56,661

Comparison: 21 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 75 days listed (based on current market benchmarks)

Banning, CA

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

Banning, CA

Unscored
$34,59960,564 mi

Comparison: 12 similar vehicles

Banning, CA

2023 GMC Acadia Denali

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

2023 GMC Acadia Denali

Banning, CA

Unscored
$34,76543,376 mi

Comparison: 6 similar vehicles

Banning, CA

2025 GMC Acadia Elevation

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

2025 GMC Acadia Elevation

Banning, CA

UnscoredInsufficient · 3
$34,84924,662 mi

Comparison: 3 similar vehicles

Banning, CA

2024 GMC Canyon Elevation

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

2024 GMC Canyon Elevation

Banning, CA

UnscoredInsufficient · 4
$34,8635,100 mi

Comparison: 4 similar vehicles

Banning, CA

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

Banning, CA

Unscored
$34,86458,202 mi

Comparison: 5 similar vehicles

Banning, CA

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

Banning, CA

Unscored
$35,06854,578 mi

Comparison: 5 similar vehicles

Banning, CA

2023 GMC Sierra 1500 Elevation

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

2023 GMC Sierra 1500 Elevation

Banning, CA

Fair PriceModerate · 20
$35,09948,728 mi

Market: $36,160 – $46,162

Comparison: 20 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 12 days listed (based on current market benchmarks)

Banning, CA

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

Banning, CA

Unscored
$35,15291,898 mi

Comparison: 9 similar vehicles

Banning, CA

2023 GMC Canyon AT4

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

2023 GMC Canyon AT4

Banning, CA

UnscoredInsufficient · 4
$35,50058,590 mi

Comparison: 4 similar vehicles

Banning, CA

2021 GMC Sierra 3500HD SLT

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

2021 GMC Sierra 3500HD SLT

Banning, CA

UnscoredInsufficient · 0
$35,552138,495 mi

Banning, CA

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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