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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 17, 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

31,096 listings found

No Photo

2027 Nissan KICKS S

Kalamazoo, MI

UnscoredInsufficient · 0
$24,885Mileage not verified

Kalamazoo, MI

No Photo

2027 Toyota Corolla LE

Springfield, MI

UnscoredInsufficient · 3
$25,243Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Toyota Corolla LE

Kalamazoo, MI

Fair PriceLimited · 13
$25,403Mileage not verified

Market: $25,243$29,442

Comparison: 13 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceLimited · 17
$25,537Mileage not verified

Market: $25,243$29,442

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Grand Rapids, MI

No Photo

2027 Toyota Corolla LE

Springfield, MI

UnscoredInsufficient · 3
$25,564Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Toyota Corolla LE

Kalamazoo, MI

Fair PriceLimited · 13
$25,660Mileage not verified

Market: $25,243$29,442

Comparison: 13 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceLimited · 17
$25,682Mileage not verified

Market: $25,243$29,442

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Grand Rapids, MI

No Photo

2027 Nissan Sentra SV

Kalamazoo, MI

Fair PriceModerate · 24
$25,829Mileage not verified

Market: $23,884$27,919

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Toyota Corolla LE

Kalamazoo, MI

Fair PriceLimited · 13
$25,830Mileage not verified

Market: $25,243$29,442

Comparison: 13 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,001Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,001Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,001Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,001Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Toyota Corolla LE

Springfield, MI

UnscoredInsufficient · 3
$26,017Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Toyota Corolla LE

Springfield, MI

UnscoredInsufficient · 3
$26,039Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceLimited · 17
$26,054Mileage not verified

Market: $25,243$29,442

Comparison: 17 similar vehicles

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

Grand Rapids, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,499Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Nissan Sentra SR

Grand Rapids, MI

UnscoredLimited · 6
$26,559Mileage not verified

Comparison: 6 similar vehicles

Grand Rapids, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,591Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Nissan Sentra SV

Kentwood, MI

UnscoredLimited · 7
$26,591Mileage not verified

Comparison: 7 similar vehicles

Kentwood, MI

No Photo

2027 Nissan Sentra SV

Grand Rapids, MI

Fair PriceLimited · 16
$26,605Mileage not verified

Market: $26,001$26,999

Comparison: 16 similar vehicles

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

Grand Rapids, MI

No Photo

2027 Nissan Sentra SV

Kalamazoo, MI

Fair PriceModerate · 24
$26,819Mileage not verified

Market: $23,884$27,919

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Nissan Sentra SV

Holland, MI

UnscoredLimited · 7
$26,999Mileage not verified

Comparison: 7 similar vehicles

Holland, MI

No Photo

2027 Toyota Corolla Hatchback SE

Grand Rapids, MI

UnscoredInsufficient · 0
$27,048Mileage not verified

Grand Rapids, MI

No Photo

2027 Hyundai Kona SE

Kentwood, MI

UnscoredInsufficient · 0
$27,154Mileage not verified

Kentwood, MI

No Photo

2027 Nissan Sentra SV

Kalamazoo, MI

Fair PriceModerate · 24
$27,269Mileage not verified

Market: $23,884$27,919

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Nissan Sentra SR

Muskegon, MI

UnscoredInsufficient · 4
$27,313Mileage not verified

Comparison: 4 similar vehicles

Muskegon, MI

No Photo

2027 Toyota Corolla SE

Grand Rapids, MI

UnscoredInsufficient · 0
$27,369Mileage not verified

Grand Rapids, MI

No Photo

2027 Nissan Sentra SR

Kalamazoo, MI

Fair PriceModerate · 24
$27,879Mileage not verified

Market: $26,278$31,779

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Chevrolet Bolt LT

Muskegon, MI

Great DealLimited · 15
$27,895Mileage not verified

Market: $28,235$31,268

Comparison: 15 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Muskegon, MI

No Photo

2027 Nissan Sentra SR

Muskegon, MI

UnscoredInsufficient · 4
$27,903Mileage not verified

Comparison: 4 similar vehicles

Muskegon, MI

No Photo

2027 Toyota Corolla SE

Springfield, MI

UnscoredInsufficient · 3
$28,003Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Kia Seltos S

Kalamazoo, MI

Great DealRobust · 84
$28,085Mileage not verified

Market: $28,630$33,664

Comparison: 84 similar vehicles

Competitively priced ~2% below the typical range compared to similar vehicles · 99 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Chevrolet Bolt LT

Whitehall, MI

Fair PriceLimited · 11
$28,235Mileage not verified

Market: $27,895$30,866

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 157 days listed (based on current market benchmarks)

Whitehall, MI

No Photo

2027 Toyota Corolla SE

Kalamazoo, MI

UnscoredLimited · 5
$28,245Mileage not verified

Comparison: 5 similar vehicles

Kalamazoo, MI

No Photo

2027 Nissan KICKS SV

Kalamazoo, MI

Fair PriceLimited · 14
$28,295Mileage not verified

Market: $26,585$29,245

Comparison: 14 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Nissan Sentra SR

Kalamazoo, MI

Fair PriceModerate · 24
$28,304Mileage not verified

Market: $26,278$31,779

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Kia Seltos LX

Holland, MI

UnscoredInsufficient · 0
$28,334Mileage not verified

Holland, MI

No Photo

2027 Kia Seltos LX

Kalamazoo, MI

Fair PriceLimited · 10
$28,385Mileage not verified

Market: $28,385$29,164

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Kia Seltos LX

Kalamazoo, MI

Fair PriceLimited · 10
$28,385Mileage not verified

Market: $28,385$29,164

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Kia Seltos LX

Kalamazoo, MI

Fair PriceLimited · 10
$28,385Mileage not verified

Market: $28,385$29,164

Comparison: 10 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Kia Seltos LX

Kalamazoo, MI

Fair PriceLimited · 10
$28,385Mileage not verified

Market: $28,385$29,164

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Nissan Sentra SR

Kalamazoo, MI

Fair PriceModerate · 24
$28,439Mileage not verified

Market: $26,278$31,779

Comparison: 24 similar vehicles

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

Kalamazoo, MI

No Photo

2027 Toyota Corolla SE

Springfield, MI

UnscoredInsufficient · 3
$28,478Mileage not verified

Comparison: 3 similar vehicles

Springfield, MI

No Photo

2027 Hyundai Kona Essential

Kentwood, MI

UnscoredLimited · 8
$28,585Mileage not verified

Comparison: 8 similar vehicles

Kentwood, MI

No Photo

2027 Hyundai Kona Essential

Holland, MI

UnscoredInsufficient · 3
$28,585Mileage not verified

Comparison: 3 similar vehicles

Holland, MI

No Photo

2027 Kia Seltos S

Kalamazoo, MI

Fair PriceRobust · 84
$28,630Mileage not verified

Market: $28,085$33,664

Comparison: 84 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Kalamazoo, MI

No Photo

2027 Toyota Corolla LE

Grand Rapids, MI

UnscoredLimited · 9
$28,654Mileage not verified

Comparison: 9 similar vehicles

Grand Rapids, MI

No Photo

2027 Hyundai Kona Essential

Holland, MI

UnscoredInsufficient · 3
$28,654Mileage not verified

Comparison: 3 similar vehicles

Holland, MI

No Photo

2027 Toyota Corolla Hatchback SE

Kalamazoo, MI

UnscoredInsufficient · 0
$28,671Mileage not verified

Kalamazoo, 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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Independent, evidence-backed pricing intelligence for every major US metro

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