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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 8, 2026

5.9M+

Unique vehicles analyzed

as of October 8, 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

335 listings found

2027 GMC Terrain Elevation

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

2027 GMC Terrain Elevation

Houghton, MI

Fair PriceRobust · 106
$36,843Mileage not verified

Market: $33,719 – $42,519

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Houghton, MI

2027 Chevrolet Equinox ACTIV

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

2027 Chevrolet Equinox ACTIV

Houghton, MI

Fair PriceRobust · 75
$37,215Mileage not verified

Market: $36,672 – $43,119

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Houghton, MI

2027 Chevrolet Equinox ACTIV

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

2027 Chevrolet Equinox ACTIV

Houghton, MI

Fair PriceRobust · 75
$37,935Mileage not verified

Market: $36,672 – $43,119

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Houghton, MI

2027 Jeep Compass Trailhawk

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

2027 Jeep Compass Trailhawk

Hancock, MI

UnscoredInsufficient · 4
$38,540Mileage not verified

Comparison: 4 similar vehicles

Hancock, MI

2027 GMC Terrain Denali

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

2027 GMC Terrain Denali

Houghton, MI

Fair PriceModerate · 49
$46,160240 mi

Market: $43,328 – $48,230

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Houghton, MI

2027 Jeep Grand Cherokee Limited

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

2027 Jeep Grand Cherokee Limited

Hancock, MI

Fair PriceRobust · 125
$47,275Mileage not verified

Market: $47,342 – $54,485

Comparison: 125 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 60 days listed (based on current market benchmarks)

Hancock, MI

2027 Chevrolet Traverse LT

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

2027 Chevrolet Traverse LT

Houghton, MI

Fair PriceRobust · 149
$47,420Mileage not verified

Market: $43,393 – $54,820

Comparison: 149 similar vehicles

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

Houghton, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Houghton, MI

Fair PriceRobust · 118
$47,864Mileage not verified

Market: $40,772 – $52,024

Comparison: 118 similar vehicles

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

Houghton, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Houghton, MI

Fair PriceRobust · 118
$48,259Mileage not verified

Market: $40,772 – $52,024

Comparison: 118 similar vehicles

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

Houghton, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Houghton, MI

Fair PriceRobust · 118
$48,359Mileage not verified

Market: $40,772 – $52,024

Comparison: 118 similar vehicles

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

Houghton, MI

2027 Chevrolet Traverse Z71

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

2027 Chevrolet Traverse Z71

Houghton, MI

Fair PriceRobust · 131
$50,035Mileage not verified

Market: $51,194 – $61,125

Comparison: 131 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 30 days listed (based on current market benchmarks)

Houghton, MI

2027 Ford Explorer Tremor

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

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$53,894Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

2027 Ford F-250 Super Duty XL

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

2027 Ford F-250 Super Duty XL

Houghton, MI

Fair PriceModerate · 27
$54,039Mileage not verified

Market: $54,039 – $79,920

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Houghton, MI

2027 Ford F-250 Super Duty XL

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

2027 Ford F-250 Super Duty XL

Houghton, MI

Fair PriceModerate · 27
$54,039Mileage not verified

Market: $54,039 – $79,920

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Houghton, MI

2027 Ford Explorer Tremor

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

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$54,339Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

2027 GMC Acadia Elevation

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

2027 GMC Acadia Elevation

Houghton, MI

Fair PriceRobust · 97
$54,488Mileage not verified

Market: $48,315 – $58,298

Comparison: 97 similar vehicles

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

Houghton, MI

2027 Ford Explorer Tremor

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

2027 Ford Explorer Tremor

Houghton, MI

UnscoredInsufficient · 3
$54,639Mileage not verified

Comparison: 3 similar vehicles

Houghton, MI

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Houghton, MI

Fair PriceRobust · 98
$54,784Mileage not verified

Market: $46,390 – $59,195

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Houghton, MI

2027 Chevrolet Traverse Z71

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

2027 Chevrolet Traverse Z71

Houghton, MI

Fair PriceRobust · 131
$55,240Mileage not verified

Market: $50,035 – $61,125

Comparison: 131 similar vehicles

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

Houghton, MI

2027 Ford Explorer Platinum

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

2027 Ford Explorer Platinum

Houghton, MI

Fair PriceRobust · 59
$62,819Mileage not verified

Market: $55,010 – $64,959

Comparison: 59 similar vehicles

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

Houghton, MI

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Houghton, MI

UnscoredLimited · 7
$75,549Mileage not verified

Comparison: 7 similar vehicles

Houghton, MI

2027 Ford Expedition Active

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

2027 Ford Expedition Active

Houghton, MI

Fair PriceModerate · 42
$77,584Mileage not verified

Market: $71,363 – $81,419

Comparison: 42 similar vehicles

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

Houghton, MI

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Houghton, MI

UnscoredLimited · 7
$77,659Mileage not verified

Comparison: 7 similar vehicles

Houghton, MI

2027 Ford F-250 Super Duty XLT

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

2027 Ford F-250 Super Duty XLT

Houghton, MI

Fair PriceRobust · 73
$78,519Mileage not verified

Market: $53,032 – $85,724

Comparison: 73 similar vehicles

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

Houghton, MI

2027 Ford F-450 Super Duty XL

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

2027 Ford F-450 Super Duty XL

Houghton, MI

UnscoredInsufficient · 0
$83,474Mileage not verified

Houghton, MI

2027 Ford Expedition Tremor

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

2027 Ford Expedition Tremor

Houghton, MI

Fair PriceModerate · 22
$87,114Mileage not verified

Market: $83,622 – $88,833

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Houghton, MI

2027 Ford F-350 Super Duty Lariat

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

2027 Ford F-350 Super Duty Lariat

Houghton, MI

Fair PriceModerate · 33
$92,464Mileage not verified

Market: $68,731 – $96,440

Comparison: 33 similar vehicles

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

Houghton, MI

2026 Chevrolet Trailblazer LS

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

2026 Chevrolet Trailblazer LS

Houghton, MI

Fair PriceRobust · 51
$26,413Mileage not verified

Market: $23,500 – $28,919

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Houghton, MI

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Houghton, MI

UnscoredLimited · 7
$27,257Mileage not verified

Comparison: 7 similar vehicles

Houghton, MI

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Houghton, MI

UnscoredLimited · 7
$27,257Mileage not verified

Comparison: 7 similar vehicles

Houghton, MI

2026 Chevrolet Equinox LT

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

2026 Chevrolet Equinox LT

Houghton, MI

UnscoredInsufficient · 4
$28,27915,940 mi

Comparison: 4 similar vehicles

Houghton, MI

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Houghton, MI

UnscoredLimited · 7
$30,299Mileage not verified

Comparison: 7 similar vehicles

Houghton, MI

2026 Chevrolet Trailblazer RS

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

2026 Chevrolet Trailblazer RS

Houghton, MI

Fair PriceRobust · 71
$31,050Mileage not verified

Market: $30,583 – $35,434

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Houghton, MI

2026 Chevrolet Trailblazer RS

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

2026 Chevrolet Trailblazer RS

Houghton, MI

Fair PriceRobust · 71
$31,514Mileage not verified

Market: $30,583 – $35,434

Comparison: 71 similar vehicles

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

Houghton, MI

2026 Chevrolet Trailblazer RS

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

2026 Chevrolet Trailblazer RS

Houghton, MI

Fair PriceRobust · 71
$31,514Mileage not verified

Market: $30,583 – $35,434

Comparison: 71 similar vehicles

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

Houghton, MI

2026 Chevrolet Trailblazer Activ

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

2026 Chevrolet Trailblazer Activ

Houghton, MI

Fair PriceModerate · 30
$31,550Mileage not verified

Market: $29,230 – $35,239

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Houghton, MI

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

Houghton, MI

Fair PriceRobust · 212
$31,839Mileage not verified

Market: $29,990 – $40,080

Comparison: 212 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Houghton, MI

2026 Chevrolet Equinox ACTIV

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

2026 Chevrolet Equinox ACTIV

Houghton, MI

UnscoredInsufficient · 3
$32,27929,188 mi

Comparison: 3 similar vehicles

Houghton, MI

2026 Chevrolet Equinox RS

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

2026 Chevrolet Equinox RS

Houghton, MI

Fair PriceModerate · 25
$33,27919,608 mi

Market: $33,217 – $36,287

Comparison: 25 similar vehicles

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

Houghton, MI

2026 Jeep Compass Trailhawk

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

2026 Jeep Compass Trailhawk

Hancock, MI

Fair PriceModerate · 44
$33,875Mileage not verified

Market: $30,709 – $38,554

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 129 days listed (based on current market benchmarks)

Hancock, MI

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Houghton, MI

Fair PriceRobust · 194
$38,554Mileage not verified

Market: $31,780 – $41,164

Comparison: 194 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Houghton, MI

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Houghton, MI

Fair PriceLimited · 13
$39,044Mileage not verified

Market: $36,990 – $40,514

Comparison: 13 similar vehicles

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

Houghton, MI

2026 Chevrolet Traverse LT

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

2026 Chevrolet Traverse LT

Houghton, MI

UnscoredInsufficient · 4
$39,27923,057 mi

Comparison: 4 similar vehicles

Houghton, MI

2026 Chevrolet Traverse LT

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

2026 Chevrolet Traverse LT

Houghton, MI

UnscoredInsufficient · 4
$39,27921,902 mi

Comparison: 4 similar vehicles

Houghton, MI

2026 Chevrolet Traverse LT

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

2026 Chevrolet Traverse LT

Houghton, MI

UnscoredInsufficient · 4
$39,27923,043 mi

Comparison: 4 similar vehicles

Houghton, MI

2026 Buick Enclave Preferred

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

2026 Buick Enclave Preferred

Houghton, MI

UnscoredLimited · 6
$40,27922,489 mi

Comparison: 6 similar vehicles

Houghton, MI

2026 Buick Enclave Preferred

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

2026 Buick Enclave Preferred

Houghton, MI

UnscoredLimited · 6
$40,27921,853 mi

Comparison: 6 similar vehicles

Houghton, MI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Houghton, MI

UnscoredInsufficient · 4
$40,27915,120 mi

Comparison: 4 similar vehicles

Houghton, MI

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Houghton, MI

OverpricedLimited · 13
$40,514Mileage not verified

Market: $36,990 – $40,269

Comparison: 13 similar vehicles

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

Houghton, MI

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Houghton, MI

Fair PriceRobust · 109
$40,744Mileage not verified

Market: $33,256 – $43,915

Comparison: 109 similar vehicles

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

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 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, 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. 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 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 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.

Related questions

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