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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 18, 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

50,000+ listings found(add a location or filter to narrow results)

No Photo

2027 Nissan Sentra SV

Detroit, MI

Great DealLimited · 12
$23,624Mileage not verified

Market: $25,115$27,705

Comparison: 12 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 3 days listed (based on current market benchmarks)

Detroit, MI

No Photo

2027 Nissan Sentra S

Jackson, MI

UnscoredInsufficient · 4
$24,285Mileage not verified

Comparison: 4 similar vehicles

Jackson, MI

No Photo

2027 Nissan Sentra SV

Jackson, MI

UnscoredInsufficient · 4
$24,395Mileage not verified

Comparison: 4 similar vehicles

Jackson, MI

No Photo

2027 Nissan Sentra SV

Jackson, MI

UnscoredInsufficient · 4
$24,395Mileage not verified

Comparison: 4 similar vehicles

Jackson, MI

No Photo

2027 Nissan Sentra S

Meridian charter Township, MI

UnscoredInsufficient · 4
$24,509Mileage not verified

Comparison: 4 similar vehicles

Meridian charter Township, MI

No Photo

2027 Nissan Sentra S

Detroit, MI

Great DealLimited · 14
$24,695Mileage not verified

Market: $25,009$26,109

Comparison: 14 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 3 days listed (based on current market benchmarks)

Detroit, MI

No Photo

2027 Toyota Corolla LE

Farmington Hills, MI

Great DealModerate · 21
$24,743Mileage not verified

Market: $25,018$28,493

Comparison: 21 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 7 days listed (based on current market benchmarks)

Farmington Hills, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Great DealModerate · 23
$24,788Mileage not verified

Market: $24,929$28,028

Comparison: 23 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 8 days listed (based on current market benchmarks)

Ann Arbor, MI

No Photo

2027 Nissan KICKS S

Detroit, MI

Fair PriceLimited · 10
$24,835Mileage not verified

Market: $24,835$26,229

Comparison: 10 similar vehicles

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

Detroit, MI

No Photo

2027 Nissan KICKS S

Ann Arbor, MI

UnscoredInsufficient · 3
$24,835Mileage not verified

Comparison: 3 similar vehicles

Ann Arbor, MI

No Photo

2027 Nissan KICKS S

Detroit, MI

Fair PriceLimited · 10
$24,835Mileage not verified

Market: $24,835$26,229

Comparison: 10 similar vehicles

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

Detroit, MI

No Photo

2027 Nissan KICKS S

Ann Arbor, MI

UnscoredInsufficient · 3
$24,885Mileage not verified

Comparison: 3 similar vehicles

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Detroit, MI

Fair PriceLimited · 15
$24,929Mileage not verified

Market: $24,929$26,779

Comparison: 15 similar vehicles

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

Detroit, MI

No Photo

2027 Toyota Corolla LE

Detroit, MI

Fair PriceLimited · 15
$24,929Mileage not verified

Market: $24,929$26,779

Comparison: 15 similar vehicles

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

Detroit, MI

No Photo

2027 Toyota Corolla LE

Detroit, MI

Fair PriceLimited · 15
$24,929Mileage not verified

Market: $24,929$26,779

Comparison: 15 similar vehicles

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

Detroit, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$24,929Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$24,929Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Detroit, MI

Fair PriceLimited · 15
$24,929Mileage not verified

Market: $24,929$26,779

Comparison: 15 similar vehicles

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

Detroit, MI

No Photo

2027 Toyota Corolla LE

Novi, MI

Fair PriceModerate · 21
$25,018Mileage not verified

Market: $24,743$28,493

Comparison: 21 similar vehicles

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

Novi, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$25,089Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Nissan Sentra S

Troy, MI

Fair PriceLimited · 16
$25,109Mileage not verified

Market: $24,695$26,109

Comparison: 16 similar vehicles

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

Troy, MI

No Photo

2027 Nissan Sentra SV

Ann Arbor, MI

Fair PriceModerate · 22
$25,115Mileage not verified

Market: $25,115$27,705

Comparison: 22 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Nissan Sentra SV

Ann Arbor, MI

Fair PriceModerate · 22
$25,115Mileage not verified

Market: $25,115$27,705

Comparison: 22 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Nissan Sentra SV

Ann Arbor, MI

Fair PriceModerate · 22
$25,115Mileage not verified

Market: $25,115$27,705

Comparison: 22 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Nissan Sentra SV

Ann Arbor, MI

Fair PriceModerate · 22
$25,115Mileage not verified

Market: $25,115$27,705

Comparison: 22 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Nissan Sentra SV

Canton, MI

UnscoredLimited · 5
$25,182Mileage not verified

Comparison: 5 similar vehicles

Canton, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$25,186Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Canton, MI

Fair PriceRobust · 152
$25,209Mileage not verified

Market: $24,743$28,955

Comparison: 152 similar vehicles

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

Canton, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$25,233Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Great DealLimited · 10
$25,234Mileage not verified

Market: $25,483$27,476

Comparison: 10 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 13 days listed (based on current market benchmarks)

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Novi, MI

Fair PriceModerate · 22
$25,243Mileage not verified

Market: $24,743$28,493

Comparison: 22 similar vehicles

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

Novi, MI

No Photo

2027 Toyota Corolla LE

Flint, MI

UnscoredLimited · 5
$25,243Mileage not verified

Comparison: 5 similar vehicles

Flint, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,243Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Southfield, MI

No Photo

2027 Toyota Corolla LE

Lansing, MI

UnscoredLimited · 9
$25,243Mileage not verified

Comparison: 9 similar vehicles

Lansing, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,243Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

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

Southfield, MI

No Photo

2027 Toyota Corolla LE

Highland Charter Township, MI

Fair PriceRobust · 137
$25,243Mileage not verified

Market: $24,743$28,773

Comparison: 137 similar vehicles

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

Highland Charter Township, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,243Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Southfield, MI

No Photo

2027 Toyota Corolla LE

Troy, MI

UnscoredLimited · 8
$25,243Mileage not verified

Comparison: 8 similar vehicles

Troy, MI

No Photo

2027 Toyota Corolla LE

Troy, MI

UnscoredLimited · 8
$25,243Mileage not verified

Comparison: 8 similar vehicles

Troy, MI

No Photo

2027 Toyota Corolla LE

Troy, MI

UnscoredLimited · 8
$25,243Mileage not verified

Comparison: 8 similar vehicles

Troy, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$25,261Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Novi, MI

Fair PriceModerate · 21
$25,278Mileage not verified

Market: $24,743$28,493

Comparison: 21 similar vehicles

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

Novi, MI

No Photo

2027 Volkswagen Jetta S

Grand Blanc, MI

UnscoredInsufficient · 0
$25,306Mileage not verified

Grand Blanc, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,388Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Southfield, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,388Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

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

Southfield, MI

No Photo

2027 Toyota Corolla LE

Southfield, MI

Fair PriceLimited · 12
$25,388Mileage not verified

Market: $25,243$28,342

Comparison: 12 similar vehicles

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

Southfield, MI

No Photo

2027 Nissan Sentra SR

Detroit, MI

Great DealLimited · 16
$25,401Mileage not verified

Market: $25,634$28,942

Comparison: 16 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 3 days listed (based on current market benchmarks)

Detroit, MI

No Photo

2027 Toyota Corolla LE

Grand Blanc, MI

UnscoredLimited · 5
$25,403Mileage not verified

Comparison: 5 similar vehicles

Grand Blanc, MI

No Photo

2027 Toyota Corolla LE

Ann Arbor, MI

Fair PriceModerate · 23
$25,404Mileage not verified

Market: $24,788$28,028

Comparison: 23 similar vehicles

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

Ann Arbor, MI

No Photo

2027 Toyota Corolla LE

Flint, MI

UnscoredLimited · 5
$25,411Mileage not verified

Comparison: 5 similar vehicles

Flint, 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 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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