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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 1, 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

2,719 listings found

No Photo

2027 Ford E-Series Cutaway Base

Kalamazoo, MI

UnscoredLimited · 5
$44,469Mileage not verified

Comparison: 5 similar vehicles

Kalamazoo, MI

No Photo

2027 Ford E-Series Cutaway Base

Kalamazoo, MI

UnscoredLimited · 5
$44,469Mileage not verified

Comparison: 5 similar vehicles

Kalamazoo, MI

No Photo

2027 Ford E-Series Cutaway Base

Kentwood, MI

Fair PriceModerate · 40
$45,419151 mi

Market: $44,469$67,964

Comparison: 40 similar vehicles

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

Kentwood, MI

No Photo

2027 Ford E-Series Cutaway Base

Kentwood, MI

Fair PriceModerate · 40
$45,419146 mi

Market: $44,469$67,964

Comparison: 40 similar vehicles

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

Kentwood, MI

No Photo

2027 Ford E-Series Cutaway Base

Kentwood, MI

Fair PriceModerate · 40
$45,419Mileage not verified

Market: $44,469$67,964

Comparison: 40 similar vehicles

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

Kentwood, MI

No Photo

2027 Ford E-Series Cutaway Base

New Hudson, MI

Great DealRobust · 66
$45,930Mileage not verified

Market: $45,964$72,389

Comparison: 66 similar vehicles

New Hudson, MI

No Photo

2027 Ford E-Series Cutaway Base

Birch Run, MI

Fair PriceModerate · 25
$45,964Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Birch Run, MI

No Photo

2027 Ford E-Series Cutaway Base

Birch Run, MI

Fair PriceModerate · 25
$45,964Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Birch Run, MI

No Photo

2027 Ford E-Series Cutaway Base

Saint Clair, MI

Fair PriceModerate · 25
$45,964Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Saint Clair, MI

No Photo

2027 Ford E-Series Cutaway Base

Lansing, MI

Fair PriceModerate · 25
$45,964Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Lansing, MI

No Photo

2027 Ford E-Series Cutaway Base

Flint, MI

Fair PriceModerate · 25
$45,964Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Flint, MI

No Photo

2027 Ford E-Series Cutaway Base

Lansing, MI

Fair PriceModerate · 25
$46,414Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Lansing, MI

No Photo

2027 Ford E-Series Cutaway Base

Wayne, MI

Fair PriceModerate · 37
$46,850Mileage not verified

Market: $45,930$72,389

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Wayne, MI

No Photo

2027 Ford E-Series Cutaway Base

Wayne, MI

Fair PriceModerate · 37
$46,850Mileage not verified

Market: $45,930$72,389

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Wayne, MI

No Photo

2027 Ford E-Series Cutaway Base

Dearborn, MI

Fair PriceModerate · 34
$46,944248 mi

Market: $45,930$72,389

Comparison: 34 similar vehicles

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

Dearborn, MI

No Photo

2027 Ford E-Series Cutaway Base

Flat Rock, MI

Fair PriceLimited · 12
$46,988Mileage not verified

Market: $45,930$72,389

Comparison: 12 similar vehicles

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

Flat Rock, MI

No Photo

2027 Ford E-Series Cutaway Base

Highland Charter Township, MI

Fair PriceModerate · 25
$47,674Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Ford E-Series Cutaway Base

Birch Run, MI

Fair PriceModerate · 25
$47,674141 mi

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Birch Run, MI

No Photo

2027 Ford E-Series Cutaway Base

Saint Clair, MI

Fair PriceModerate · 25
$47,674136 mi

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Saint Clair, MI

No Photo

2027 Ford E-Series Cutaway Base

Flint, MI

Fair PriceModerate · 25
$47,674138 mi

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Flint, MI

No Photo

2027 Ford E-Series Cutaway Base

Highland Charter Township, MI

Fair PriceModerate · 25
$48,374Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Ford E-Series Cutaway Base

Saint Clair, MI

Fair PriceModerate · 25
$48,374Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Saint Clair, MI

No Photo

2027 Ford E-Series Cutaway Base

Lansing, MI

Fair PriceModerate · 25
$48,459Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Lansing, MI

No Photo

2027 Ford E-Series Cutaway Base

Flint, MI

Fair PriceModerate · 25
$48,459Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Flint, MI

No Photo

2027 Ford E-Series Cutaway Base

Highland Charter Township, MI

Fair PriceModerate · 25
$48,459Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Ford Transit Van Base

Royal Oak, MI

Great DealModerate · 20
$48,540Mileage not verified

Market: $51,538$73,879

Comparison: 20 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Royal Oak, MI

No Photo

2027 Ford E-Series Cutaway Base

Flint, MI

Fair PriceModerate · 25
$48,704Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Flint, MI

No Photo

2027 Ford E-Series Cutaway Base

Flint, MI

Fair PriceModerate · 25
$48,704Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Flint, MI

No Photo

2027 Ford E-Series Cutaway Base

Highland Charter Township, MI

Fair PriceModerate · 25
$48,704Mileage not verified

Market: $45,964$67,964

Comparison: 25 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Ford E-Series Cutaway Base

Lapeer, MI

UnscoredLimited · 5
$48,731Mileage not verified

Comparison: 5 similar vehicles

Lapeer, MI

No Photo

2027 Ford E-Series Cutaway Base

Grandville, MI

Fair PriceModerate · 39
$48,810Mileage not verified

Market: $44,469$67,964

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Grandville, MI

No Photo

2027 Ford E-Series Cutaway Base

New Hudson, MI

Fair PriceRobust · 66
$49,030Mileage not verified

Market: $45,930$72,389

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

New Hudson, MI

No Photo

2027 Ford E-Series Cutaway Base

Lapeer, MI

UnscoredLimited · 5
$49,211Mileage not verified

Comparison: 5 similar vehicles

Lapeer, MI

No Photo

2027 Ford E-Series Cutaway Base

Imlay City, MI

UnscoredLimited · 5
$49,211Mileage not verified

Comparison: 5 similar vehicles

Imlay City, MI

No Photo

2027 Ford E-Series Cutaway Base

Imlay City, MI

UnscoredLimited · 5
$49,211Mileage not verified

Comparison: 5 similar vehicles

Imlay City, MI

No Photo

2027 Ford E-Series Cutaway Base

Lapeer, MI

UnscoredLimited · 5
$49,211Mileage not verified

Comparison: 5 similar vehicles

Lapeer, MI

No Photo

2027 Ford E-Series Cutaway Base

Imlay City, MI

UnscoredLimited · 5
$49,211Mileage not verified

Comparison: 5 similar vehicles

Imlay City, MI

No Photo

2027 Ford Transit Van Base

St. Clair Shores, MI

Fair PriceRobust · 161
$49,863Mileage not verified

Market: $48,540$74,407

Comparison: 161 similar vehicles

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

St. Clair Shores, MI

No Photo

2027 Ford Transit Van Base

Dearborn, MI

UnscoredLimited · 7
$51,309Mileage not verified

Comparison: 7 similar vehicles

Dearborn, MI

No Photo

2027 Ford Transit Van Base

Ferndale, MI

Fair PriceLimited · 19
$51,538Mileage not verified

Market: $48,540$73,879

Comparison: 19 similar vehicles

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

Ferndale, MI

No Photo

2027 Ford Transit Van Base

Dearborn, MI

UnscoredLimited · 7
$51,741Mileage not verified

Comparison: 7 similar vehicles

Dearborn, MI

No Photo

2027 Ford Transit Van Base

Dearborn, MI

UnscoredLimited · 7
$51,845Mileage not verified

Comparison: 7 similar vehicles

Dearborn, MI

No Photo

2027 Ford Transit Van Base

Albion, MI

Great DealModerate · 47
$52,286Mileage not verified

Market: $52,384$73,214

Comparison: 47 similar vehicles

Albion, MI

No Photo

2027 Ford Transit Van Base

Lansing, MI

Fair PriceModerate · 29
$52,384Mileage not verified

Market: $52,384$61,899

Comparison: 29 similar vehicles

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

Lansing, MI

No Photo

2027 Ford Transit Van Base

Saint Clair, MI

Fair PriceModerate · 28
$52,384Mileage not verified

Market: $52,384$61,899

Comparison: 28 similar vehicles

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

Saint Clair, MI

No Photo

2027 Ford Transit Van Base

Highland Charter Township, MI

Fair PriceModerate · 29
$52,384Mileage not verified

Market: $52,384$61,899

Comparison: 29 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Ford Transit Van Base

Flint, MI

Fair PriceModerate · 29
$52,384Mileage not verified

Market: $52,384$61,899

Comparison: 29 similar vehicles

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

Flint, MI

No Photo

2027 Ford Transit Van Base

Grand Rapids, MI

Fair PriceModerate · 29
$52,384Mileage not verified

Market: $52,384$61,899

Comparison: 29 similar vehicles

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

Grand Rapids, MI

No Photo

2027 Ford Transit Van Base

Kalamazoo, MI

Great DealLimited · 10
$52,524Mileage not verified

Market: $59,974$73,214

Comparison: 10 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Ford Transit Van Base

Dearborn, MI

UnscoredLimited · 7
$52,609Mileage not verified

Comparison: 7 similar vehicles

Dearborn, 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 velocity 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 used only as context that can withhold a verdict on extreme-mileage vehicles rather than adjust the comparable prices. 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 in the 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 and Price-to-Market analysis is protected by U.S. Patent No. 12,236,477. The 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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