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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 19, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.1M new·2.7M used·Processed daily

Cited in Wall Street sell-side equity research, April 2026

Or explore the market

1,028 listings found

No Photo

2027 Chevrolet Equinox LT

Houghton, MI

UnscoredInsufficient · 0
$30,126Mileage not verified

Houghton, MI

No Photo

2027 GMC Terrain Elevation

Houghton, MI

UnscoredInsufficient · 3
$34,075Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Chevrolet Equinox ACTIV

Houghton, MI

UnscoredInsufficient · 0
$34,898Mileage not verified

Houghton, MI

No Photo

2027 Chevrolet Equinox ACTIV

Houghton, MI

UnscoredInsufficient · 0
$35,359Mileage not verified

Houghton, MI

No Photo

2027 Chevrolet Equinox LT

Houghton, MI

UnscoredInsufficient · 0
$35,420115 mi

Houghton, MI

No Photo

2027 GMC Terrain Elevation

Houghton, MI

UnscoredInsufficient · 3
$35,421Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 GMC Terrain Elevation

Houghton, MI

UnscoredInsufficient · 3
$35,421Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Chevrolet Equinox LT

Houghton, MI

UnscoredInsufficient · 0
$35,785100 mi

Houghton, MI

No Photo

2027 GMC Terrain Elevation

Iron River, MI

UnscoredInsufficient · 0
$36,285Mileage not verified

Iron River, MI

No Photo

2027 Chevrolet Equinox LT

Eagle River, WI

Fair PriceLimited · 18
$36,694Mileage not verified

Market: $33,572$38,441

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Eagle River, WI

No Photo

2027 GMC Terrain Elevation

Houghton, MI

UnscoredInsufficient · 3
$37,105105 mi

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Chevrolet Equinox LT

Eagle River, WI

Fair PriceLimited · 18
$37,889Mileage not verified

Market: $33,572$38,441

Comparison: 18 similar vehicles

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

Eagle River, WI

No Photo

2027 Chevrolet Equinox LT

Eagle River, WI

Fair PriceLimited · 18
$37,889Mileage not verified

Market: $33,572$38,441

Comparison: 18 similar vehicles

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

Eagle River, WI

No Photo

2027 GMC Terrain Elevation

Iron River, MI

UnscoredInsufficient · 0
$38,305Mileage not verified

Iron River, MI

No Photo

2027 GMC Terrain Elevation

Iron River, MI

UnscoredInsufficient · 0
$38,385Mileage not verified

Iron River, MI

No Photo

2027 Jeep Compass Trailhawk

Hancock, MI

UnscoredInsufficient · 0
$38,540Mileage not verified

Hancock, MI

No Photo

2027 Chevrolet Equinox RS

Iron River, MI

UnscoredInsufficient · 3
$39,765Mileage not verified

Comparison: 3 similar vehicles

Iron River, MI

No Photo

2027 Chevrolet Equinox ACTIV

Eagle River, WI

UnscoredLimited · 5
$40,764Mileage not verified

Comparison: 5 similar vehicles

Eagle River, WI

No Photo

2027 Chevrolet Equinox RS

Eagle River, WI

Fair PriceLimited · 15
$41,384Mileage not verified

Market: $36,927$43,949

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Eagle River, WI

No Photo

2027 GMC Terrain AT4

Houghton, MI

UnscoredInsufficient · 0
$41,937115 mi

Houghton, MI

No Photo

2027 Chevrolet Equinox RS

Eagle River, WI

Fair PriceLimited · 15
$42,259Mileage not verified

Market: $36,927$43,949

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Eagle River, WI

No Photo

2027 Ford Explorer Active

Eagle River, WI

UnscoredInsufficient · 3
$43,685Mileage not verified

Comparison: 3 similar vehicles

Eagle River, WI

No Photo

2027 GMC Terrain Denali

Houghton, MI

UnscoredInsufficient · 0
$45,028240 mi

Houghton, MI

No Photo

2027 Chevrolet Traverse LT

Houghton, MI

UnscoredInsufficient · 0
$45,860100 mi

Houghton, MI

No Photo

2027 Chrysler Pacifica Select

Eagle River, WI

UnscoredLimited · 7
$46,990Mileage not verified

Comparison: 7 similar vehicles

Eagle River, WI

No Photo

2027 Jeep Grand Cherokee Limited

Hancock, MI

UnscoredInsufficient · 0
$48,275Mileage not verified

Hancock, MI

No Photo

2027 Chevrolet Traverse Z71

Houghton, MI

UnscoredInsufficient · 3
$48,755Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Jeep Wrangler 4-Door Sport S

Eagle River, WI

UnscoredInsufficient · 0
$48,860Mileage not verified

Eagle River, WI

No Photo

2027 Jeep Wrangler 4-Door Sport S

Eagle River, WI

UnscoredInsufficient · 0
$49,370Mileage not verified

Eagle River, WI

No Photo

2027 Ford Explorer ST-LINE

Eagle River, WI

UnscoredInsufficient · 4
$49,790Mileage not verified

Comparison: 4 similar vehicles

Eagle River, WI

No Photo

2027 Ford Explorer Active

Houghton, MI

UnscoredInsufficient · 0
$49,859Mileage not verified

Houghton, MI

No Photo

2027 Ford Explorer Tremor

Eagle River, WI

UnscoredInsufficient · 0
$50,990Mileage not verified

Eagle River, WI

No Photo

2027 Dodge Durango GT HEMI Plus V8

Eagle River, WI

UnscoredInsufficient · 0
$51,515Mileage not verified

Eagle River, WI

No Photo

2027 Ford Explorer ST-LINE

Eagle River, WI

UnscoredInsufficient · 4
$51,758Mileage not verified

Comparison: 4 similar vehicles

Eagle River, WI

No Photo

2027 Ford Explorer ST-LINE

Eagle River, WI

UnscoredInsufficient · 4
$51,990Mileage not verified

Comparison: 4 similar vehicles

Eagle River, WI

No Photo

2027 Ford F-250 Super Duty XL

Eagle River, WI

UnscoredInsufficient · 0
$53,650Mileage not verified

Eagle River, WI

No Photo

2027 Chevrolet Traverse Z71

Houghton, MI

UnscoredInsufficient · 3
$53,712Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Ford F-250 Super Duty XL

Houghton, MI

UnscoredInsufficient · 0
$53,764Mileage not verified

Houghton, MI

No Photo

2027 Ford F-350 Super Duty XL

Eagle River, WI

UnscoredInsufficient · 3
$54,440Mileage not verified

Comparison: 3 similar vehicles

Eagle River, WI

No Photo

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$54,614Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Ford F-250 Super Duty XL

Houghton, MI

UnscoredInsufficient · 0
$54,789Mileage not verified

Houghton, MI

No Photo

2027 Ford F-250 Super Duty XL

Houghton, MI

UnscoredInsufficient · 0
$54,789Mileage not verified

Houghton, MI

No Photo

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$54,894Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Chevrolet Traverse Z71

Eagle River, WI

UnscoredLimited · 5
$55,349Mileage not verified

Comparison: 5 similar vehicles

Eagle River, WI

No Photo

2027 Ford F-350 Super Duty XL

Eagle River, WI

UnscoredInsufficient · 4
$55,700Mileage not verified

Comparison: 4 similar vehicles

Eagle River, WI

No Photo

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$55,839Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$56,139Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

No Photo

2027 Jeep Wrangler 4-Door Willys

Eagle River, WI

UnscoredInsufficient · 0
$56,211Mileage not verified

Eagle River, WI

No Photo

2027 GMC Acadia Elevation

Houghton, MI

UnscoredInsufficient · 0
$56,835Mileage not verified

Houghton, MI

No Photo

2027 Chevrolet Traverse Z71

Houghton, MI

UnscoredInsufficient · 3
$56,960Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

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 adds a price below the comparable market range. 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.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Live examples

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 a meaningful margin (OAV's minimum-gap rule); a listing below the floor by less than that margin — or within the range — is Fair Price.
Which vehicles are priced below market?
Vehicles flagged as undervalued are priced below the typical range for comparable cars. The "Top Deals" section on every market page surfaces these first, with the percentage gap from the typical range shown per listing.
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 undervalued compared with 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. Undervalued listings price below the typical comparable range and are surfaced as Great Deals.

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. Each listing is rated a Great Deal (priced below comparable listings), Fair Price (priced within the typical range), or Overpriced (priced above comparable listings). Vehicles without sufficient comparable evidence remain 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?
OAV's inventory standardization technology is protected by U.S. Patent No. 12,236,477, and its Price-to-Market analysis is Patent Pending. 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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