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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 9, 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

86 listings found

No Photo

2027 Mercedes-Benz EQE SUV Base

Carolina, PR

UnscoredInsufficient · 0
$85,603Mileage not verified

Carolina, PR

No Photo

2027 BMW i5 40

San Juan, PR

UnscoredInsufficient · 0
$86,800Mileage not verified

San Juan, PR

No Photo

2027 Mercedes-Benz EQE SUV Base

Carolina, PR

UnscoredInsufficient · 0
$91,268Mileage not verified

Carolina, PR

No Photo

2027 BMW iX3 50

San Juan, PR

UnscoredInsufficient · 0
$94,710Mileage not verified

San Juan, PR

No Photo

2027 BMW iX3 50

San Juan, PR

UnscoredInsufficient · 0
$94,710Mileage not verified

San Juan, PR

No Photo

2026 Toyota bZ XLE

Ponce, PR

UnscoredInsufficient · 0
$35,0006,798 mi

Ponce, PR

No Photo

2026 Toyota bZ XLE

Bayamon, PR

UnscoredInsufficient · 4
$39,995Mileage not verified

Comparison: 4 similar vehicles

Bayamon, PR

No Photo

2026 Toyota bZ XLE

Bayamon, PR

UnscoredInsufficient · 4
$39,995Mileage not verified

Comparison: 4 similar vehicles

Bayamon, PR

No Photo

2026 Toyota bZ Woodland

Toa Baja, PR

Great DealLimited · 10
$49,380Mileage not verified

Market: $49,381$67,995

Comparison: 10 similar vehicles

Toa Baja, PR

No Photo

2026 Toyota bZ Woodland

Cayey, PR

Fair PriceLimited · 10
$49,381Mileage not verified

Market: $49,380$67,995

Comparison: 10 similar vehicles

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

Cayey, PR

No Photo

2026 Toyota bZ Woodland

Cayey, PR

Fair PriceLimited · 10
$49,381Mileage not verified

Market: $49,380$67,995

Comparison: 10 similar vehicles

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

Cayey, PR

No Photo

2026 Toyota bZ XLE

San Juan, PR

OverpricedLimited · 12
$49,384Mileage not verified

Market: $39,995$40,995

Comparison: 12 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

San Juan, PR

No Photo

2026 Toyota bZ Woodland

Rio Piedras, PR

UnscoredLimited · 9
$57,995Mileage not verified

Comparison: 9 similar vehicles

Rio Piedras, PR

No Photo

2026 Toyota bZ Woodland

Arecibo, PR

UnscoredInsufficient · 0
$58,995Mileage not verified

Arecibo, PR

No Photo

2026 Toyota bZ Woodland

San Juan, PR

Fair PriceLimited · 10
$59,380Mileage not verified

Market: $49,380$67,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

San Juan, PR

No Photo

2026 Volkswagen ID.4 PRO S

Bayamon, PR

UnscoredInsufficient · 0
$63,954Mileage not verified

Bayamon, PR

No Photo

2026 Ford Mustang Mach-E Premium RWD

Caguas, PR

UnscoredInsufficient · 0
$64,940Mileage not verified

Caguas, PR

No Photo

2026 Toyota bZ Woodland

Caguas, PR

UnscoredLimited · 9
$67,995Mileage not verified

Comparison: 9 similar vehicles

Caguas, PR

No Photo

2026 Toyota bZ Woodland

Rio Piedras, PR

UnscoredLimited · 9
$67,995Mileage not verified

Comparison: 9 similar vehicles

Rio Piedras, PR

No Photo

2026 Ford Mustang Mach-E GT AWD

San Juan, PR

UnscoredInsufficient · 0
$68,490124 mi

San Juan, PR

No Photo

2026 BMW i4 40

San Juan, PR

UnscoredInsufficient · 0
$73,050Mileage not verified

San Juan, PR

No Photo

2026 BMW i4 40

San Juan, PR

UnscoredInsufficient · 0
$78,350Mileage not verified

San Juan, PR

No Photo

2026 Ford Mustang Mach-E GT AWD

Caguas, PR

UnscoredInsufficient · 0
$81,351Mileage not verified

Caguas, PR

No Photo

2026 Ford Mustang Mach-E GT AWD

Caguas, PR

UnscoredInsufficient · 0
$81,351Mileage not verified

Caguas, PR

No Photo

2026 BMW iX M70

San Juan, PR

UnscoredInsufficient · 0
$130,000Mileage not verified

San Juan, PR

No Photo

2025 Tesla Model Y Long Range

Ponce, PR

UnscoredInsufficient · 0
$35,00056,248 mi

Ponce, PR

No Photo

2025 Ford Mustang Mach-E GT AWD

Ponce, PR

UnscoredInsufficient · 0
$50,0004,897 mi

Ponce, PR

No Photo

2025 Hyundai IONIQ 5 N

San Juan, PR

UnscoredInsufficient · 0
$52,9958,831 mi

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO

Ponce, PR

UnscoredInsufficient · 0
$54,366Mileage not verified

Ponce, PR

No Photo

2025 Volkswagen ID.4 PRO

San Juan, PR

UnscoredInsufficient · 0
$56,000Mileage not verified

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S

San Juan, PR

UnscoredInsufficient · 3
$57,000Mileage not verified

Comparison: 3 similar vehicles

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO

San Juan, PR

UnscoredInsufficient · 0
$57,500Mileage not verified

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO

San Juan, PR

UnscoredInsufficient · 0
$59,995Mileage not verified

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S

San Juan, PR

UnscoredInsufficient · 3
$61,500Mileage not verified

Comparison: 3 similar vehicles

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S

San Juan, PR

UnscoredInsufficient · 3
$63,000Mileage not verified

Comparison: 3 similar vehicles

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S

San Juan, PR

UnscoredInsufficient · 3
$64,995Mileage not verified

Comparison: 3 similar vehicles

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S PLUS

San Juan, PR

UnscoredInsufficient · 0
$65,000Mileage not verified

San Juan, PR

No Photo

2025 Volkswagen ID.4 PRO S PLUS

Bayamon, PR

UnscoredInsufficient · 0
$69,697Mileage not verified

Bayamon, PR

No Photo

2025 Kia EV9 Land

Mayaguez, PR

UnscoredInsufficient · 0
$72,117Mileage not verified

Mayaguez, PR

No Photo

2025 Ford Mustang Mach-E GT AWD

Caguas, PR

UnscoredInsufficient · 0
$73,805552 mi

Caguas, PR

No Photo

2025 Volkswagen ID. Buzz 1st Edition

Zarzal, PR

UnscoredInsufficient · 0
$74,9952,165 mi

Zarzal, PR

No Photo

2025 BMW iX 50

San Juan, PR

UnscoredInsufficient · 0
$74,9956,534 mi

San Juan, PR

No Photo

2025 Kia EV9 Land

San Juan, PR

UnscoredInsufficient · 0
$75,795Mileage not verified

San Juan, PR

No Photo

2025 Volkswagen ID. Buzz 1st Edition

Caguas, PR

UnscoredInsufficient · 0
$78,9954,691 mi

Caguas, PR

No Photo

2025 Volkswagen ID. Buzz PRO S PLus

Ponce, PR

UnscoredInsufficient · 0
$81,911Mileage not verified

Ponce, PR

No Photo

2025 Volkswagen ID. Buzz PRO S PLus

Ponce, PR

UnscoredInsufficient · 0
$83,548Mileage not verified

Ponce, PR

No Photo

2025 BMW iX M60

Caguas, PR

UnscoredInsufficient · 0
$89,9956,113 mi

Caguas, PR

No Photo

2025 GMC HUMMER EV 2X

Arecibo, PR

UnscoredInsufficient · 0
$98,99510,278 mi

Arecibo, PR

No Photo

2024 Mercedes-Benz EQB Base

Carolina, PR

UnscoredInsufficient · 0
$42,90018,971 mi

Carolina, PR

No Photo

2024 Mercedes-Benz EQB Base

Carolina, PR

UnscoredInsufficient · 0
$47,9006,314 mi

Carolina, PR

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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