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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

582 listings found

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Shreveport, LA

UnscoredInsufficient · 0
$50,277Mileage not verified

Shreveport, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 9
$54,695Mileage not verified

Comparison: 9 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$54,748Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Slidell, LA

UnscoredLimited · 7
$55,115Mileage not verified

Comparison: 7 similar vehicles

Slidell, LA

No Photo

2027 Ford Transit Van Base

Mandeville, LA

UnscoredLimited · 6
$55,130Mileage not verified

Comparison: 6 similar vehicles

Mandeville, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$55,233Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$55,248Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Breaux Bridge, LA

UnscoredLimited · 5
$55,300Mileage not verified

Comparison: 5 similar vehicles

Breaux Bridge, LA

No Photo

2027 Ford Transit Van Base

Mandeville, LA

UnscoredLimited · 6
$55,599Mileage not verified

Comparison: 6 similar vehicles

Mandeville, LA

No Photo

2027 Ford Transit Van Base

Alexandria, LA

UnscoredInsufficient · 0
$55,725Mileage not verified

Alexandria, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$55,733Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$55,733Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Slidell, LA

Fair PriceModerate · 23
$56,037Mileage not verified

Market: $55,130$69,686

Comparison: 23 similar vehicles

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

Slidell, LA

No Photo

2027 Ford Transit Van Base

Jonesboro, LA

UnscoredInsufficient · 0
$56,161Mileage not verified

Jonesboro, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 5
$56,203Mileage not verified

Comparison: 5 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Van Base

Lafayette, LA

UnscoredLimited · 7
$56,343Mileage not verified

Comparison: 7 similar vehicles

Lafayette, LA

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Houma, LA

UnscoredInsufficient · 0
$56,521Mileage not verified

Houma, LA

No Photo

2027 Ford Transit Van Base

Lake Charles, LA

UnscoredInsufficient · 0
$56,601Mileage not verified

Lake Charles, LA

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Slidell, LA

UnscoredLimited · 7
$56,610Mileage not verified

Comparison: 7 similar vehicles

Slidell, LA

No Photo

2027 Ford Transit Van Base

Thibodaux, LA

Fair PriceLimited · 14
$56,622Mileage not verified

Market: $56,311$65,364

Comparison: 14 similar vehicles

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

Thibodaux, LA

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Slidell, LA

UnscoredLimited · 7
$56,888Mileage not verified

Comparison: 7 similar vehicles

Slidell, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$57,124Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 RAM ProMaster Cargo Van Tradesman

Kenner, LA

UnscoredLimited · 9
$57,495Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$57,529Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Thibodaux, LA

Fair PriceLimited · 14
$57,622Mileage not verified

Market: $56,311$65,364

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Thibodaux, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$58,814Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$58,814Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$58,814Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$58,909Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Mandeville, LA

UnscoredLimited · 6
$59,089Mileage not verified

Comparison: 6 similar vehicles

Mandeville, LA

No Photo

2027 Ford Transit Van Base

Mandeville, LA

UnscoredLimited · 6
$59,105Mileage not verified

Comparison: 6 similar vehicles

Mandeville, LA

No Photo

2027 Ford Transit Van Base

Monroe, LA

UnscoredInsufficient · 0
$59,105Mileage not verified

Monroe, LA

No Photo

2027 Ford Transit Van Base

Jeanerette, LA

UnscoredLimited · 7
$59,264Mileage not verified

Comparison: 7 similar vehicles

Jeanerette, LA

No Photo

2027 Ford Transit Van Base

Slidell, LA

Fair PriceModerate · 23
$59,312Mileage not verified

Market: $55,130$69,686

Comparison: 23 similar vehicles

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

Slidell, LA

No Photo

2027 Ford Transit Van Base

Vivian, LA

UnscoredInsufficient · 3
$60,500Mileage not verified

Comparison: 3 similar vehicles

Vivian, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$61,044Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$62,309Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Harahan, LA

Fair PriceModerate · 23
$62,969Mileage not verified

Market: $55,130$69,686

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Harahan, LA

No Photo

2027 Ford Transit Van Base

Baton Rouge, LA

UnscoredLimited · 9
$63,295Mileage not verified

Comparison: 9 similar vehicles

Baton Rouge, LA

No Photo

2027 Ford Transit Passenger Van XL

Thibodaux, LA

UnscoredInsufficient · 3
$63,312Mileage not verified

Comparison: 3 similar vehicles

Thibodaux, LA

No Photo

2027 Ford Transit Van Base

Abbeville, LA

UnscoredLimited · 6
$63,770Mileage not verified

Comparison: 6 similar vehicles

Abbeville, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$64,589Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Van Base

Kenner, LA

UnscoredLimited · 9
$65,364Mileage not verified

Comparison: 9 similar vehicles

Kenner, LA

No Photo

2027 Ford Transit Passenger Van XL

Thibodaux, LA

UnscoredInsufficient · 3
$66,332Mileage not verified

Comparison: 3 similar vehicles

Thibodaux, LA

No Photo

2027 Ford Transit Passenger Van XL

Mandeville, LA

UnscoredInsufficient · 0
$66,510Mileage not verified

Mandeville, LA

No Photo

2027 Ford Transit Passenger Van XL

Monroe, LA

UnscoredInsufficient · 0
$66,805Mileage not verified

Monroe, LA

No Photo

2027 Ford Transit Passenger Van XLT

Ruston, LA

UnscoredInsufficient · 0
$69,423Mileage not verified

Ruston, LA

No Photo

2027 Ford Transit Passenger Van XL

Mandeville, LA

UnscoredInsufficient · 0
$69,530Mileage not verified

Mandeville, LA

No Photo

2027 Ford Transit Van Base

Harvey, LA

OverpricedModerate · 21
$69,686Mileage not verified

Market: $55,130$65,364

Comparison: 21 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Harvey, LA

No Photo

2027 Ford Transit Passenger Van XL

Monroe, LA

UnscoredInsufficient · 0
$70,375Mileage not verified

Monroe, LA

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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