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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 that ranks live dealer inventory by price-to-market against comparable listings. Days-on-lot and sell-through from similar vehicles are shown separately as Demand-Verified evidence, not inputs to the price ranking.

Market snapshot · September 24, 2026

5.8M+

Unique vehicles analyzed

as of September 23, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

218 listings found

No Photo

2027 Chevrolet Equinox LT

Warroad, MN

Fair PriceRobust · 107
$34,340Mileage not verified

Market: $30,995$38,798

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Warroad, MN

No Photo

2027 Chevrolet Equinox LT

Thief River Falls, MN

Fair PriceModerate · 30
$34,395300 mi

Market: $33,437$38,267

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Jeep Compass Limited

Thief River Falls, MN

Fair PriceLimited · 10
$36,495Mileage not verified

Market: $35,193$36,866

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Jeep Compass Limited

Thief River Falls, MN

Fair PriceLimited · 10
$36,495Mileage not verified

Market: $35,193$36,866

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Chevrolet Equinox ACTIV

Thief River Falls, MN

Fair PriceRobust · 60
$39,955Mileage not verified

Market: $35,178$42,745

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Chevrolet Equinox ACTIV

Thief River Falls, MN

Fair PriceRobust · 60
$41,600Mileage not verified

Market: $35,178$42,745

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Thief River Falls, MN

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2027 Chevrolet Equinox RS

Thief River Falls, MN

Fair PriceLimited · 11
$42,220Mileage not verified

Market: $40,430$42,453

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Jeep Cherokee Limited Altitude

Thief River Falls, MN

UnscoredInsufficient · 3
$43,510Mileage not verified

Comparison: 3 similar vehicles

Thief River Falls, MN

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2027 Jeep Cherokee Limited

Thief River Falls, MN

UnscoredLimited · 7
$45,005Mileage not verified

Comparison: 7 similar vehicles

Thief River Falls, MN

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2027 Chevrolet Traverse LT

Warroad, MN

Fair PriceRobust · 66
$46,695Mileage not verified

Market: $43,867$51,635

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Warroad, MN

No Photo

2027 Chevrolet Traverse LT

Thief River Falls, MN

Fair PriceLimited · 13
$47,290Mileage not verified

Market: $47,785$50,299

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 17 days listed (based on current market benchmarks)

Thief River Falls, MN

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2027 Jeep Cherokee Overland

Thief River Falls, MN

UnscoredInsufficient · 0
$47,730Mileage not verified

Thief River Falls, MN

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2027 Chevrolet Traverse LT

Thief River Falls, MN

Fair PriceLimited · 13
$47,785Mileage not verified

Market: $47,290$50,299

Comparison: 13 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Jeep Grand Cherokee Limited

Thief River Falls, MN

Fair PriceRobust · 127
$48,200Mileage not verified

Market: $45,938$54,565

Comparison: 127 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Chrysler Pacifica Select

Thief River Falls, MN

Fair PriceRobust · 70
$49,995Mileage not verified

Market: $41,906$54,055

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Jeep Grand Cherokee L Limited

Thief River Falls, MN

Fair PriceRobust · 61
$50,795Mileage not verified

Market: $49,578$56,694

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Thief River Falls, MN

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2027 RAM 1500 Pickup Express

Thief River Falls, MN

Fair PriceLimited · 16
$53,420Mileage not verified

Market: $52,367$58,690

Comparison: 16 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Jeep Grand Cherokee Limited

Thief River Falls, MN

UnscoredLimited · 9
$53,490Mileage not verified

Comparison: 9 similar vehicles

Thief River Falls, MN

No Photo

2027 Jeep Grand Cherokee L Limited

Thief River Falls, MN

Fair PriceRobust · 61
$54,215Mileage not verified

Market: $49,578$56,694

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Thief River Falls, MN

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2027 Chevrolet Traverse Z71

Thief River Falls, MN

Fair PriceLimited · 15
$54,740Mileage not verified

Market: $53,140$58,661

Comparison: 15 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Chrysler Pacifica Limited

Thief River Falls, MN

Fair PriceModerate · 34
$54,830Mileage not verified

Market: $48,816$56,377

Comparison: 34 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Jeep Grand Cherokee Limited Reserve

Thief River Falls, MN

Fair PriceModerate · 25
$54,990Mileage not verified

Market: $50,966$55,935

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Dodge Durango GT HEMI Premium V8

Thief River Falls, MN

UnscoredInsufficient · 0
$56,215Mileage not verified

Thief River Falls, MN

No Photo

2027 Dodge Charger R/T

Thief River Falls, MN

UnscoredInsufficient · 0
$56,630Mileage not verified

Thief River Falls, MN

No Photo

2027 Chevrolet Traverse Z71

Warroad, MN

Fair PriceRobust · 57
$57,340Mileage not verified

Market: $50,064$58,661

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Warroad, MN

No Photo

2027 RAM 1500 Pickup Warlock

Thief River Falls, MN

Fair PriceLimited · 10
$58,180Mileage not verified

Market: $56,976$59,350

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

No Photo

2027 Jeep Wrangler 4-Door Willys

Thief River Falls, MN

OverpricedModerate · 24
$59,050Mileage not verified

Market: $51,416$58,150

Comparison: 24 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Ford Explorer Platinum

Roseau, MN

Fair PriceRobust · 56
$60,820Mileage not verified

Market: $56,740$64,194

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford Explorer Tremor

Roseau, MN

Fair PriceRobust · 59
$63,490Mileage not verified

Market: $51,880$64,768

Comparison: 59 similar vehicles

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

Roseau, MN

No Photo

2027 RAM 1500 Pickup Big Horn/Lone Star

Thief River Falls, MN

Fair PriceRobust · 131
$63,635Mileage not verified

Market: $54,487$66,525

Comparison: 131 similar vehicles

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

Thief River Falls, MN

No Photo

2027 RAM 2500 Pickup Tradesman/Warlock

Thief River Falls, MN

UnscoredInsufficient · 0
$63,770Mileage not verified

Thief River Falls, MN

No Photo

2027 RAM 2500 Pickup Tradesman/Black Express

Thief River Falls, MN

UnscoredLimited · 5
$63,935Mileage not verified

Comparison: 5 similar vehicles

Thief River Falls, MN

No Photo

2027 RAM 1500 Pickup Laramie

Thief River Falls, MN

Fair PriceLimited · 16
$68,310Mileage not verified

Market: $68,164$76,091

Comparison: 16 similar vehicles

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

Thief River Falls, MN

No Photo

2027 RAM 1500 Pickup Laramie

Thief River Falls, MN

Fair PriceLimited · 16
$71,495Mileage not verified

Market: $68,164$76,091

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2027 Ford F-350 Super Duty Lariat

Roseau, MN

Great DealRobust · 71
$71,690Mileage not verified

Market: $73,370$97,298

Comparison: 71 similar vehicles

Competitively priced ~2% below the typical range compared to similar vehicles · 48 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 RAM 3500 Pickup Big Horn

Thief River Falls, MN

Fair PriceModerate · 23
$72,760Mileage not verified

Market: $64,979$85,770

Comparison: 23 similar vehicles

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

Thief River Falls, MN

No Photo

2027 Chevrolet Tahoe LT

Thief River Falls, MN

UnscoredLimited · 7
$74,370Mileage not verified

Comparison: 7 similar vehicles

Thief River Falls, MN

No Photo

2027 Ford Expedition Platinum

Roseau, MN

Fair PriceRobust · 82
$77,020Mileage not verified

Market: $76,412$97,125

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford Expedition Active

Roseau, MN

Fair PriceModerate · 29
$77,525Mileage not verified

Market: $70,349$81,870

Comparison: 29 similar vehicles

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

Roseau, MN

No Photo

2027 Jeep Grand Wagoneer Upland

Thief River Falls, MN

UnscoredInsufficient · 0
$77,565Mileage not verified

Thief River Falls, MN

No Photo

2027 Ford F-350 Super Duty Lariat

Roseau, MN

Fair PriceRobust · 71
$78,300Mileage not verified

Market: $71,690$97,298

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Jeep Grand Wagoneer Limited Altitude

Thief River Falls, MN

UnscoredInsufficient · 0
$80,725Mileage not verified

Thief River Falls, MN

No Photo

2027 Ford F-350 Super Duty XLT

Roseau, MN

Fair PriceModerate · 37
$85,105Mileage not verified

Market: $54,110$87,735

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford Expedition Platinum

Roseau, MN

Fair PriceRobust · 82
$88,540Mileage not verified

Market: $76,412$97,125

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford Expedition Platinum

Roseau, MN

Fair PriceRobust · 82
$89,725Mileage not verified

Market: $76,412$97,125

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford F-350 Super Duty Lariat

Roseau, MN

Fair PriceRobust · 71
$92,245Mileage not verified

Market: $71,690$97,298

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford Expedition King Ranch

Roseau, MN

Fair PriceLimited · 17
$94,245Mileage not verified

Market: $86,867$102,470

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2027 Ford F-350 Super Duty King Ranch

Roseau, MN

Fair PriceLimited · 19
$99,195Mileage not verified

Market: $89,150$107,025

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Roseau, MN

No Photo

2026 Chevrolet Trax LT

Thief River Falls, MN

Great DealModerate · 20
$24,440Mileage not verified

Market: $26,277$26,902

Comparison: 20 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 48 days listed (based on current market benchmarks)

Thief River Falls, MN

No Photo

2026 Chevrolet Trax Activ

Thief River Falls, MN

UnscoredInsufficient · 3
$26,840Mileage not verified

Comparison: 3 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?
OAV ranks vehicles by how far below their typical market range they are listed, using comparable listings; days-on-lot is shown as a separate demand signal, not a ranking input. 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. Every market page surfaces these first in its deal sections, with each listing's percentage gap below the comparable-range floor shown beside it.
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 evaluates every eligible listing against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. A listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal and surfaced first; one priced within the comparable range, or below the floor by less than that margin is Fair Price.

How OAV works

How does OAV rate vehicle deals?
OAV evaluates every eligible listing against similar vehicles currently available, positioning its asking price within the supported comparable range. 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. Every listing shows its current days on lot, and every market page shows the average days on lot for that metro or body type. It is a direct signal of local demand and pricing pressure.
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 manage their profile, 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, exports, and enhanced merchandising.
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.

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