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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 21, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

103 listings found

2013 GMC Yukon XL Denali

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

2013 GMC Yukon XL Denali

Chinook, MT

UnscoredInsufficient · 0
$10,900160,081 mi

Chinook, MT

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Chinook, MT

UnscoredInsufficient · 0
$12,900155,274 mi

Chinook, MT

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

Havre, MT

UnscoredInsufficient · 0
$15,187180,186 mi

Havre, MT

2022 Ford Escape SEL

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

2022 Ford Escape SEL

Havre, MT

UnscoredInsufficient · 0
$17,78287,500 mi

Havre, MT

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

Havre, MT

UnscoredInsufficient · 0
$18,28768,677 mi

Havre, MT

2018 Jeep Grand Cherokee Summit

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

2018 Jeep Grand Cherokee Summit

Havre, MT

UnscoredInsufficient · 0
$19,78791,313 mi

Havre, MT

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Havre, MT

UnscoredInsufficient · 3
$21,32452,525 mi

Comparison: 3 similar vehicles

Havre, MT

2020 Jeep Cherokee Trailhawk

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

2020 Jeep Cherokee Trailhawk

Chinook, MT

UnscoredInsufficient · 0
$21,90092,922 mi

Chinook, MT

2025 Chevrolet Trax RS

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

2025 Chevrolet Trax RS

Havre, MT

UnscoredInsufficient · 0
$22,1494,918 mi

Havre, MT

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Havre, MT

UnscoredInsufficient · 0
$22,60036,757 mi

Havre, MT

2024 Ford Escape ST-Line

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

2024 Ford Escape ST-Line

Chinook, MT

UnscoredInsufficient · 0
$24,90047,574 mi

Chinook, MT

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Chinook, MT

UnscoredInsufficient · 0
$24,90093,220 mi

Chinook, MT

2021 Jeep Grand Cherokee L Summit Reserve

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

2021 Jeep Grand Cherokee L Summit Reserve

Havre, MT

UnscoredInsufficient · 0
$25,151122,524 mi

Havre, MT

2021 Ford Explorer Limited

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

2021 Ford Explorer Limited

Havre, MT

UnscoredInsufficient · 0
$25,18087,565 mi

Havre, MT

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Havre, MT

UnscoredInsufficient · 0
$25,18712,410 mi

Havre, MT

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Havre, MT

UnscoredInsufficient · 0
$25,39914,017 mi

Havre, MT

2026 Chevrolet Trax LS

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

2026 Chevrolet Trax LS

Havre, MT

UnscoredInsufficient · 3
$25,409Mileage not verified

Comparison: 3 similar vehicles

Havre, MT

2026 Chevrolet Trailblazer LS

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

2026 Chevrolet Trailblazer LS

Havre, MT

UnscoredLimited · 6
$25,834Mileage not verified

Comparison: 6 similar vehicles

Havre, MT

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Havre, MT

Fair PriceLimited · 17
$25,914Mileage not verified

Market: $26,209 – $29,779

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 34 days listed (based on current market benchmarks)

Havre, MT

2026 Chevrolet Trailblazer LS

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

2026 Chevrolet Trailblazer LS

Havre, MT

UnscoredLimited · 6
$25,929Mileage not verified

Comparison: 6 similar vehicles

Havre, MT

2026 Chevrolet Trax LS

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

2026 Chevrolet Trax LS

Havre, MT

UnscoredInsufficient · 3
$26,079Mileage not verified

Comparison: 3 similar vehicles

Havre, MT

2025 Ford Escape Active

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

2025 Ford Escape Active

Havre, MT

UnscoredLimited · 7
$26,18727,393 mi

Comparison: 7 similar vehicles

Havre, MT

2023 Jeep Grand Cherokee L Limited

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

2023 Jeep Grand Cherokee L Limited

Havre, MT

UnscoredInsufficient · 0
$26,35695,245 mi

Havre, MT

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Havre, MT

Fair PriceLimited · 17
$26,454Mileage not verified

Market: $25,914 – $29,779

Comparison: 17 similar vehicles

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

Havre, MT

2026 Jeep Compass Trailhawk

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

2026 Jeep Compass Trailhawk

Havre, MT

UnscoredInsufficient · 0
$26,78726,955 mi

Havre, MT

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Havre, MT

UnscoredLimited · 9
$27,844Mileage not verified

Comparison: 9 similar vehicles

Havre, MT

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Havre, MT

UnscoredLimited · 9
$27,844Mileage not verified

Comparison: 9 similar vehicles

Havre, MT

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Havre, MT

UnscoredLimited · 9
$27,889Mileage not verified

Comparison: 9 similar vehicles

Havre, MT

2025 Jeep Compass Limited

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

2025 Jeep Compass Limited

Chinook, MT

UnscoredInsufficient · 0
$27,90033,219 mi

Chinook, MT

2019 Jeep Grand Cherokee Trailhawk

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

2019 Jeep Grand Cherokee Trailhawk

Chinook, MT

UnscoredInsufficient · 0
$27,90079,507 mi

Chinook, MT

2023 Chevrolet Blazer Premier

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

2023 Chevrolet Blazer Premier

Havre, MT

UnscoredInsufficient · 0
$29,89943,567 mi

Havre, MT

2021 Dodge Durango R/T

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

2021 Dodge Durango R/T

Havre, MT

UnscoredInsufficient · 0
$30,48768,185 mi

Havre, MT

2025 Jeep Compass Trailhawk

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

2025 Jeep Compass Trailhawk

Chinook, MT

UnscoredInsufficient · 0
$30,90045,877 mi

Chinook, MT

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Havre, MT

UnscoredLimited · 6
$31,2643,228 mi

Comparison: 6 similar vehicles

Havre, MT

2023 Ford Explorer Limited

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

2023 Ford Explorer Limited

Havre, MT

UnscoredInsufficient · 0
$31,29869,578 mi

Havre, MT

2025 Honda CR-V EX-L

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

2025 Honda CR-V EX-L

Havre, MT

UnscoredInsufficient · 0
$31,63753,097 mi

Havre, MT

2025 Jeep Wrangler 4-Door Sahara

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

2025 Jeep Wrangler 4-Door Sahara

Havre, MT

UnscoredInsufficient · 0
$32,18746,844 mi

Havre, MT

2026 Dodge Durango GT

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

2026 Dodge Durango GT

Havre, MT

UnscoredInsufficient · 0
$33,18727,884 mi

Havre, MT

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Havre, MT

Fair PriceModerate · 26
$34,384Mileage not verified

Market: $33,421 – $40,540

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Havre, MT

2026 Jeep Compass Limited Altitude

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

2026 Jeep Compass Limited Altitude

Havre, MT

UnscoredInsufficient · 4
$34,999Mileage not verified

Comparison: 4 similar vehicles

Havre, MT

2024 Ford Explorer XLT

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

2024 Ford Explorer XLT

Chinook, MT

UnscoredInsufficient · 0
$35,90041,309 mi

Chinook, MT

2023 GMC Acadia AT4

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

2023 GMC Acadia AT4

Havre, MT

UnscoredInsufficient · 0
$36,18715,506 mi

Havre, MT

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Havre, MT

Fair PriceLimited · 14
$36,294Mileage not verified

Market: $31,987 – $37,929

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Havre, MT

2026 Volkswagen Atlas Cross Sport SE w/Tech

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

2026 Volkswagen Atlas Cross Sport SE w/Tech

Havre, MT

UnscoredInsufficient · 3
$36,58023,288 mi

Comparison: 3 similar vehicles

Havre, MT

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Havre, MT

OverpricedLimited · 14
$37,929Mileage not verified

Market: $31,987 – $36,454

Comparison: 14 similar vehicles

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

Havre, MT

2022 Dodge Durango R/T Plus

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

2022 Dodge Durango R/T Plus

Chinook, MT

UnscoredInsufficient · 4
$38,90063,033 mi

Comparison: 4 similar vehicles

Chinook, MT

2026 Jeep Cherokee Limited

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

2026 Jeep Cherokee Limited

Havre, MT

UnscoredInsufficient · 3
$39,691Mileage not verified

Comparison: 3 similar vehicles

Havre, MT

2023 Ford Expedition XLT

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

2023 Ford Expedition XLT

Havre, MT

UnscoredInsufficient · 0
$41,88056,974 mi

Havre, MT

2026 Jeep Cherokee Overland

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

2026 Jeep Cherokee Overland

Havre, MT

UnscoredInsufficient · 0
$42,120Mileage not verified

Havre, MT

2026 Chevrolet Blazer 2LT

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

2026 Chevrolet Blazer 2LT

Havre, MT

UnscoredInsufficient · 0
$42,389Mileage not verified

Havre, MT

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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