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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 6, 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

1,422 listings found

No Photo

2027 Mercedes-Benz E-Class All-Terrain

East Petersburg, PA

UnscoredInsufficient · 0
$91,525Mileage not verified

East Petersburg, PA

No Photo

2027 Mercedes-Benz E-Class E450 All-Terrain

Wexford, PA

UnscoredInsufficient · 0
$91,674Mileage not verified

Wexford, PA

No Photo

2027 Mercedes-Benz E-Class E450 All-Terrain

Fort Washington, PA

UnscoredInsufficient · 0
$93,895Mileage not verified

Fort Washington, PA

No Photo

2027 Mercedes-Benz E-Class All-Terrain

Wilkes-Barre, PA

UnscoredInsufficient · 0
$96,405Mileage not verified

Wilkes-Barre, PA

No Photo

2027 Mercedes-Benz E-Class AMG E53

Wilkes-Barre, PA

UnscoredInsufficient · 0
$113,950Mileage not verified

Wilkes-Barre, PA

No Photo

2027 Mercedes-Benz E-Class AMG E53

Devon, PA

UnscoredInsufficient · 3
$114,000Mileage not verified

Comparison: 3 similar vehicles

Devon, PA

No Photo

2027 Mercedes-Benz E-Class AMG E53

Reading, PA

Fair PriceLimited · 11
$118,620Mileage not verified

Market: $103,825$120,200

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Reading, PA

No Photo

2027 Mercedes-Benz E-Class AMG E53

Devon, PA

UnscoredInsufficient · 3
$120,200Mileage not verified

Comparison: 3 similar vehicles

Devon, PA

No Photo

2027 BMW M5 Touring

New Castle, PA

UnscoredInsufficient · 0
$134,128Mileage not verified

New Castle, PA

No Photo

2027 BMW M5 Touring

Monroeville, PA

UnscoredInsufficient · 0
$134,170Mileage not verified

Monroeville, PA

No Photo

2027 BMW M5 Touring

Canonsburg, PA

UnscoredInsufficient · 3
$134,344Mileage not verified

Comparison: 3 similar vehicles

Canonsburg, PA

No Photo

2027 BMW M5 Touring

York, PA

UnscoredLimited · 9
$134,465Mileage not verified

Comparison: 9 similar vehicles

York, PA

No Photo

2027 BMW M5 Touring

Devon, PA

Fair PriceLimited · 11
$134,745Mileage not verified

Market: $134,425$146,118

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Devon, PA

No Photo

2027 BMW M5 Touring

Devon, PA

Fair PriceLimited · 11
$134,870Mileage not verified

Market: $134,425$146,118

Comparison: 11 similar vehicles

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

Devon, PA

No Photo

2027 BMW M5 Touring

Sewickley, PA

UnscoredLimited · 5
$135,308Mileage not verified

Comparison: 5 similar vehicles

Sewickley, PA

No Photo

2027 BMW M5 Touring

Doylestown, PA

Fair PriceLimited · 11
$143,745Mileage not verified

Market: $134,425$146,118

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Doylestown, PA

No Photo

2026 Volvo V60 Cross Country Plus

Sinking Spring, PA

UnscoredInsufficient · 4
$50,3713,778 mi

Comparison: 4 similar vehicles

Sinking Spring, PA

No Photo

2026 Volvo V60 Cross Country Plus

Nazareth, PA

UnscoredInsufficient · 0
$53,835Mileage not verified

Nazareth, PA

No Photo

2026 Volvo V60 Cross Country Plus

West Chester, PA

UnscoredInsufficient · 4
$54,835Mileage not verified

Comparison: 4 similar vehicles

West Chester, PA

No Photo

2026 Volvo V60 Cross Country Plus

West Chester, PA

UnscoredInsufficient · 4
$55,635Mileage not verified

Comparison: 4 similar vehicles

West Chester, PA

No Photo

2026 Volvo V60 Cross Country Plus

Greensburg, PA

UnscoredInsufficient · 0
$55,805Mileage not verified

Greensburg, PA

No Photo

2026 Volvo V60 Cross Country Plus

Fort Washington, PA

UnscoredLimited · 5
$56,035Mileage not verified

Comparison: 5 similar vehicles

Fort Washington, PA

No Photo

2026 Volvo V60 Cross Country Plus

Erie, PA

UnscoredInsufficient · 0
$56,295Mileage not verified

Erie, PA

No Photo

2026 Volvo V60 Cross Country Plus

West Chester, PA

UnscoredInsufficient · 4
$56,435Mileage not verified

Comparison: 4 similar vehicles

West Chester, PA

No Photo

2026 Volvo V60 Cross Country Plus

Wilkes-Barre, PA

UnscoredInsufficient · 0
$57,100Mileage not verified

Wilkes-Barre, PA

No Photo

2026 Volvo V60 Cross Country Ultra

Fort Washington, PA

UnscoredInsufficient · 0
$60,995Mileage not verified

Fort Washington, PA

No Photo

2026 Volvo V60 Cross Country Ultra

Sinking Spring, PA

UnscoredInsufficient · 0
$61,230Mileage not verified

Sinking Spring, PA

No Photo

2026 Mercedes-Benz E-Class E450 All-Terrain

Wexford, PA

UnscoredInsufficient · 0
$73,9806,052 mi

Wexford, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Devon, PA

UnscoredInsufficient · 0
$104,3163,695 mi

Devon, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Wilkes-Barre, PA

UnscoredInsufficient · 3
$106,989Mileage not verified

Comparison: 3 similar vehicles

Wilkes-Barre, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Mechanicsburg, PA

UnscoredInsufficient · 0
$108,130Mileage not verified

Mechanicsburg, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Doylestown, PA

Fair PriceLimited · 18
$114,600Mileage not verified

Market: $97,975$123,775

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Doylestown, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Greensburg, PA

UnscoredInsufficient · 4
$117,050Mileage not verified

Comparison: 4 similar vehicles

Greensburg, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Mechanicsburg, PA

UnscoredInsufficient · 0
$120,014Mileage not verified

Mechanicsburg, PA

No Photo

2026 BMW M5 Touring

Manheim, PA

UnscoredInsufficient · 0
$121,9675,967 mi

Manheim, PA

No Photo

2026 Mercedes-Benz E-Class AMG E53

Devon, PA

OverpricedLimited · 13
$123,775Mileage not verified

Market: $97,975$115,090

Comparison: 13 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Devon, PA

No Photo

2026 BMW M5 Touring

Mechanicsburg, PA

UnscoredInsufficient · 0
$132,665Mileage not verified

Mechanicsburg, PA

No Photo

2026 BMW M5 Touring

Mechanicsburg, PA

UnscoredInsufficient · 0
$138,385Mileage not verified

Mechanicsburg, PA

No Photo

2026 Porsche Taycan S

Pittsburgh, PA

UnscoredInsufficient · 0
$161,285Mileage not verified

Pittsburgh, PA

No Photo

2025 Subaru Outback Premium

Abington, PA

Great DealRobust · 127
$26,27640,515 mi

Market: $27,975$36,892

Comparison: 127 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 36 days listed (based on current market benchmarks)

Abington, PA

No Photo

2025 Subaru Outback Premium

Mount Pleasant, PA

Great DealModerate · 21
$26,600Mileage not verified

Market: $28,983$31,900

Comparison: 21 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 46 days listed (based on current market benchmarks)

Mount Pleasant, PA

No Photo

2025 Subaru Outback Limited

Mount Pleasant, PA

Great DealLimited · 14
$26,900Mileage not verified

Market: $32,483$38,160

Comparison: 14 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 31 days listed (based on current market benchmarks)

Mount Pleasant, PA

No Photo

2025 Subaru Outback Premium

State College, PA

Great DealModerate · 23
$27,00033,862 mi

Market: $28,497$30,980

Comparison: 23 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 19 days listed (based on current market benchmarks)

State College, PA

No Photo

2025 Subaru Outback Premium

Strasburg, PA

Fair PriceRobust · 85
$27,00018,191 mi

Market: $26,766$33,489

Comparison: 85 similar vehicles

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

Strasburg, PA

No Photo

2025 Subaru Outback Base

Pittsburgh, PA

UnscoredInsufficient · 0
$27,11510,234 mi

Pittsburgh, PA

No Photo

2025 Subaru Outback Premium

Leesport, PA

Fair PriceRobust · 102
$27,48945,282 mi

Market: $26,766$33,489

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Leesport, PA

No Photo

2025 Subaru Outback Base

Muncy, PA

UnscoredInsufficient · 4
$27,49011,343 mi

Comparison: 4 similar vehicles

Muncy, PA

No Photo

2025 Subaru Outback Premium

Bloomsburg, PA

Fair PriceModerate · 44
$27,78016,408 mi

Market: $27,490$33,481

Comparison: 44 similar vehicles

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

Bloomsburg, PA

No Photo

2025 Subaru Outback Wilderness

Walnutport, PA

Great DealModerate · 31
$27,90017,647 mi

Market: $29,390$37,990

Comparison: 31 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 37 days listed (based on current market benchmarks)

Walnutport, PA

No Photo

2025 Subaru Outback Premium

Harrisburg, PA

Fair PriceLimited · 19
$27,97536,153 mi

Market: $27,000$31,490

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Harrisburg, PA

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, 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 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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