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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 20, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

118 listings found

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

Roseau, MN

UnscoredInsufficient · 0
$5,718233,415 mi

Roseau, MN

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Roseau, MN

UnscoredInsufficient · 0
$7,416187,946 mi

Roseau, MN

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Warroad, MN

UnscoredInsufficient · 0
$9,840155,003 mi

Warroad, MN

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Thief River Falls, MN

UnscoredLimited · 7
$13,34570,480 mi

Comparison: 7 similar vehicles

Thief River Falls, MN

2018 Jeep Compass Limited

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

2018 Jeep Compass Limited

Thief River Falls, MN

UnscoredInsufficient · 4
$15,60073,101 mi

Comparison: 4 similar vehicles

Thief River Falls, MN

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Warroad, MN

Fair PriceLimited · 18
$17,34090,702 mi

Market: $8,750 – $18,200

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Warroad, MN

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Roseau, MN

UnscoredInsufficient · 0
$19,51945,157 mi

Roseau, MN

2023 Buick Encore GX Preferred

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

2023 Buick Encore GX Preferred

Thief River Falls, MN

UnscoredInsufficient · 0
$19,85050,250 mi

Thief River Falls, MN

2023 Chevrolet TrailBlazer RS

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

2023 Chevrolet TrailBlazer RS

Thief River Falls, MN

UnscoredLimited · 5
$20,25084,790 mi

Comparison: 5 similar vehicles

Thief River Falls, MN

2021 Ford Bronco Sport Outer Banks

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

2021 Ford Bronco Sport Outer Banks

Roseau, MN

UnscoredInsufficient · 0
$20,93582,092 mi

Roseau, MN

2019 Honda CR-V Touring

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

2019 Honda CR-V Touring

Roseau, MN

UnscoredInsufficient · 0
$22,795107,597 mi

Roseau, MN

2019 Chevrolet Traverse 3LT

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

2019 Chevrolet Traverse 3LT

Roseau, MN

Fair PriceLimited · 11
$22,83673,406 mi

Market: $14,900 – $24,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Roseau, MN

2022 Ford Edge SE

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

2022 Ford Edge SE

Roseau, MN

UnscoredInsufficient · 0
$22,96643,239 mi

Roseau, MN

2019 GMC Yukon XL SLT

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

2019 GMC Yukon XL SLT

Warroad, MN

UnscoredLimited · 5
$23,340142,313 mi

Comparison: 5 similar vehicles

Warroad, MN

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Roseau, MN

UnscoredInsufficient · 0
$23,47252,296 mi

Roseau, MN

2025 Jeep Compass Trailhawk

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

2025 Jeep Compass Trailhawk

Roseau, MN

UnscoredInsufficient · 0
$23,61831,800 mi

Roseau, MN

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Thief River Falls, MN

OverpricedLimited · 11
$23,85048,719 mi

Market: $21,654 – $22,991

Comparison: 11 similar vehicles

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

Thief River Falls, MN

2021 Ford Explorer Limited

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

2021 Ford Explorer Limited

Thief River Falls, MN

UnscoredLimited · 5
$23,90082,855 mi

Comparison: 5 similar vehicles

Thief River Falls, MN

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Thief River Falls, MN

Fair PriceModerate · 20
$24,35037,550 mi

Market: $22,990 – $26,480

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Thief River Falls, MN

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Thief River Falls, MN

Great DealModerate · 20
$24,440Mileage not verified

Market: $25,527 – $26,780

Comparison: 20 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 74 days listed (based on current market benchmarks)

Thief River Falls, MN

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Thief River Falls, MN

Fair PriceModerate · 20
$25,85030,650 mi

Market: $22,990 – $26,480

Comparison: 20 similar vehicles

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

Thief River Falls, MN

2025 Ford Escape ST-Line Select

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

2025 Ford Escape ST-Line Select

Roseau, MN

OverpricedLimited · 15
$25,99042,511 mi

Market: $24,652 – $25,688

Comparison: 15 similar vehicles

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

Roseau, MN

2024 Ford Edge SE

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

2024 Ford Edge SE

Roseau, MN

UnscoredInsufficient · 0
$26,47316,851 mi

Roseau, MN

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Thief River Falls, MN

UnscoredInsufficient · 4
$26,840Mileage not verified

Comparison: 4 similar vehicles

Thief River Falls, MN

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Thief River Falls, MN

UnscoredLimited · 5
$26,840Mileage not verified

Comparison: 5 similar vehicles

Thief River Falls, MN

2025 Chevrolet Equinox LT

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

2025 Chevrolet Equinox LT

Thief River Falls, MN

Fair PriceLimited · 11
$26,85043,500 mi

Market: $23,995 – $27,275

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 206 days listed (based on current market benchmarks)

Thief River Falls, MN

2025 GMC Terrain Elevation

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

2025 GMC Terrain Elevation

Thief River Falls, MN

UnscoredInsufficient · 0
$27,35042,000 mi

Thief River Falls, MN

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Warroad, MN

Fair PriceRobust · 51
$27,840Mileage not verified

Market: $24,205 – $29,146

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Warroad, MN

2025 Chevrolet Equinox LT

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

2025 Chevrolet Equinox LT

Thief River Falls, MN

Fair PriceLimited · 13
$27,85035,955 mi

Market: $22,799 – $29,250

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Thief River Falls, MN

2021 Jeep Grand Cherokee Trailhawk

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

2021 Jeep Grand Cherokee Trailhawk

Roseau, MN

UnscoredInsufficient · 4
$27,91464,092 mi

Comparison: 4 similar vehicles

Roseau, MN

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Roseau, MN

Fair PriceModerate · 20
$28,22488,895 mi

Market: $26,184 – $29,995

Comparison: 20 similar vehicles

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

Roseau, MN

2017 GMC Yukon Denali

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

2017 GMC Yukon Denali

Roseau, MN

UnscoredLimited · 9
$28,325102,770 mi

Comparison: 9 similar vehicles

Roseau, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Roseau, MN

Fair PriceModerate · 30
$30,26224,240 mi

Market: $26,211 – $30,349

Comparison: 30 similar vehicles

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

Roseau, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Warroad, MN

Fair PriceModerate · 26
$30,34014,255 mi

Market: $27,939 – $31,194

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Warroad, MN

2024 Chevrolet Blazer 2LT

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

2024 Chevrolet Blazer 2LT

Thief River Falls, MN

UnscoredInsufficient · 3
$30,85031,145 mi

Comparison: 3 similar vehicles

Thief River Falls, MN

2023 Chevrolet Traverse 1LT

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

2023 Chevrolet Traverse 1LT

Thief River Falls, MN

UnscoredInsufficient · 4
$31,50043,075 mi

Comparison: 4 similar vehicles

Thief River Falls, MN

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

Roseau, MN

UnscoredInsufficient · 3
$31,574Mileage not verified

Comparison: 3 similar vehicles

Roseau, MN

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

Thief River Falls, MN

Fair PriceLimited · 10
$31,595Mileage not verified

Market: $30,095 – $35,692

Comparison: 10 similar vehicles

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

Thief River Falls, MN

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

Roseau, MN

UnscoredInsufficient · 3
$31,905Mileage not verified

Comparison: 3 similar vehicles

Roseau, MN

2024 Ford Edge ST-Line

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

2024 Ford Edge ST-Line

Roseau, MN

UnscoredLimited · 5
$31,95128,922 mi

Comparison: 5 similar vehicles

Roseau, MN

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

Roseau, MN

UnscoredInsufficient · 3
$31,965Mileage not verified

Comparison: 3 similar vehicles

Roseau, MN

2025 Ford Bronco Sport Heritage

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

2025 Ford Bronco Sport Heritage

Roseau, MN

Fair PriceLimited · 14
$32,324Mileage not verified

Market: $31,400 – $39,875

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 342 days listed (based on current market benchmarks)

Roseau, MN

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

Thief River Falls, MN

Fair PriceLimited · 10
$32,799Mileage not verified

Market: $30,095 – $35,692

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 162 days listed (based on current market benchmarks)

Thief River Falls, MN

2024 Buick Envision Sport Touring

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

2024 Buick Envision Sport Touring

Thief River Falls, MN

UnscoredInsufficient · 0
$33,8507,955 mi

Thief River Falls, MN

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

Roseau, MN

UnscoredInsufficient · 3
$34,074Mileage not verified

Comparison: 3 similar vehicles

Roseau, MN

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

Thief River Falls, MN

Fair PriceLimited · 10
$34,247Mileage not verified

Market: $30,095 – $35,692

Comparison: 10 similar vehicles

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

Thief River Falls, MN

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

Thief River Falls, MN

Fair PriceLimited · 10
$34,464Mileage not verified

Market: $30,095 – $35,692

Comparison: 10 similar vehicles

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

Thief River Falls, MN

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Warroad, MN

Fair PriceRobust · 150
$35,340Mileage not verified

Market: $30,995 – $38,902

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Warroad, MN

2025 Buick Enclave Preferred

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

2025 Buick Enclave Preferred

Thief River Falls, MN

UnscoredInsufficient · 0
$35,35048,635 mi

Thief River Falls, MN

2021 Ford Expedition XLT

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

2021 Ford Expedition XLT

Thief River Falls, MN

UnscoredLimited · 8
$35,85078,731 mi

Comparison: 8 similar vehicles

Thief River Falls, MN

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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