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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 4, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.0M new·2.7M used·Processed daily

Cited in Wall Street sell-side equity research, April 2026

Or explore the market

49,489 listings found

No Photo

2027 Kia Seltos LX

Inver Grove Heights, MN

UnscoredInsufficient · 3
$25,720Mileage not verified

Comparison: 3 similar vehicles

Inver Grove Heights, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredInsufficient · 4
$26,380Mileage not verified

Comparison: 4 similar vehicles

Duluth, MN

No Photo

2027 Nissan KICKS S

Burnsville, MN

UnscoredInsufficient · 0
$26,565Mileage not verified

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 4
$26,665Mileage not verified

Comparison: 4 similar vehicles

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 4
$26,665Mileage not verified

Comparison: 4 similar vehicles

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 4
$26,665Mileage not verified

Comparison: 4 similar vehicles

Burnsville, MN

No Photo

2027 Kia Seltos LX

Lakeville, MN

Fair PriceModerate · 24
$26,770Mileage not verified

Market: $25,720$27,949

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Kia Seltos S

Inver Grove Heights, MN

Fair PriceModerate · 28
$27,031Mileage not verified

Market: $27,031$31,843

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Inver Grove Heights, MN

No Photo

2027 Chevrolet Bolt LT

Glenwood, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Glenwood, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$27,340Mileage not verified

Comparison: 4 similar vehicles

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Rochester, MN

UnscoredInsufficient · 4
$27,345Mileage not verified

Comparison: 4 similar vehicles

Rochester, MN

No Photo

2027 Kia Seltos S

Inver Grove Heights, MN

Fair PriceModerate · 28
$27,454Mileage not verified

Market: $27,031$31,843

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Inver Grove Heights, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredInsufficient · 4
$27,480Mileage not verified

Comparison: 4 similar vehicles

Duluth, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Great DealLimited · 18
$27,558Mileage not verified

Market: $27,745$33,049

Comparison: 18 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 51 days listed (based on current market benchmarks)

Waite Park, MN

No Photo

2027 Nissan KICKS SV

Burnsville, MN

Fair PriceModerate · 20
$27,615Mileage not verified

Market: $27,615$29,315

Comparison: 20 similar vehicles

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

Burnsville, MN

No Photo

2027 Nissan KICKS SV

Wayzata, MN

Fair PriceModerate · 22
$27,615Mileage not verified

Market: $27,615$29,315

Comparison: 22 similar vehicles

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

Wayzata, MN

No Photo

2027 Kia Seltos S

Golden Valley, MN

Great DealModerate · 44
$27,621Mileage not verified

Market: $27,822$32,957

Comparison: 44 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 41 days listed (based on current market benchmarks)

Golden Valley, MN

No Photo

2027 Chevrolet Bolt LT

Lakeville, MN

Great DealModerate · 29
$27,730Mileage not verified

Market: $27,830$33,086

Comparison: 29 similar vehicles

Lakeville, MN

No Photo

2027 Kia Seltos S

Rochester, MN

Great DealLimited · 16
$27,745Mileage not verified

Market: $30,135$33,500

Comparison: 16 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 43 days listed (based on current market benchmarks)

Rochester, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$27,745Mileage not verified

Market: $27,558$33,049

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Waite Park, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$27,745Mileage not verified

Market: $27,558$33,049

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Waite Park, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$27,745Mileage not verified

Market: $27,558$33,049

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Waite Park, MN

No Photo

2027 Mitsubishi Outlander Sport ES

White Bear Lake, MN

UnscoredLimited · 8
$27,765Mileage not verified

Comparison: 8 similar vehicles

White Bear Lake, MN

No Photo

2027 Mitsubishi Outlander Sport ES

Burnsville, MN

UnscoredInsufficient · 4
$27,765Mileage not verified

Comparison: 4 similar vehicles

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport ES

White Bear Lake, MN

UnscoredLimited · 8
$27,765Mileage not verified

Comparison: 8 similar vehicles

White Bear Lake, MN

No Photo

2027 Kia Seltos LX

Burnsville, MN

Fair PriceModerate · 26
$27,777Mileage not verified

Market: $25,720$27,980

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Burnsville, MN

No Photo

2027 Kia Seltos S

Wayzata, MN

Fair PriceModerate · 44
$27,822Mileage not verified

Market: $27,621$32,957

Comparison: 44 similar vehicles

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

Wayzata, MN

No Photo

2027 Chevrolet Bolt LT

Faribault, MN

Fair PriceLimited · 12
$27,830Mileage not verified

Market: $27,730$32,736

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Faribault, MN

No Photo

2027 Kia Seltos S

Wayzata, MN

Fair PriceModerate · 44
$27,837Mileage not verified

Market: $27,621$32,957

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Wayzata, MN

No Photo

2027 Kia Seltos LX

Wayzata, MN

UnscoredInsufficient · 3
$27,842Mileage not verified

Comparison: 3 similar vehicles

Wayzata, MN

No Photo

2027 Kia Seltos LX

Golden Valley, MN

UnscoredInsufficient · 3
$27,921Mileage not verified

Comparison: 3 similar vehicles

Golden Valley, MN

No Photo

2027 Kia Seltos LX

Burnsville, MN

Fair PriceModerate · 26
$27,937Mileage not verified

Market: $25,720$27,980

Comparison: 26 similar vehicles

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

Burnsville, MN

No Photo

2027 Kia Seltos LX

White Bear Lake, MN

Fair PriceModerate · 26
$27,949Mileage not verified

Market: $25,720$27,980

Comparison: 26 similar vehicles

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

White Bear Lake, MN

No Photo

2027 Kia Seltos LX

Elk River, MN

OverpricedModerate · 24
$27,980Mileage not verified

Market: $25,720$27,949

Comparison: 24 similar vehicles

Elk River, MN

No Photo

2027 Nissan KICKS SV

Wayzata, MN

Fair PriceModerate · 22
$27,990Mileage not verified

Market: $27,615$29,315

Comparison: 22 similar vehicles

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

Wayzata, MN

No Photo

2027 Nissan KICKS SV

Eden Prairie, MN

Fair PriceRobust · 84
$27,990Mileage not verified

Market: $27,615$29,340

Comparison: 84 similar vehicles

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

Eden Prairie, MN

No Photo

2027 Chevrolet Equinox LT

Rogers, MN

Great DealLimited · 19
$27,995Mileage not verified

Market: $28,095$33,930

Comparison: 19 similar vehicles

Rogers, MN

No Photo

2027 Chevrolet Bolt LT

Rogers, MN

Fair PriceModerate · 32
$27,999Mileage not verified

Market: $27,730$33,086

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Rogers, MN

No Photo

2027 Chevrolet Bolt LT

Rogers, MN

Fair PriceModerate · 32
$27,999Mileage not verified

Market: $27,730$33,086

Comparison: 32 similar vehicles

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

Rogers, MN

No Photo

2027 Chevrolet Equinox LT

Rogers, MN

Fair PriceLimited · 19
$28,095Mileage not verified

Market: $27,995$33,930

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Rogers, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 72
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 72 similar vehicles

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

Lakeville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 72
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 72
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Hyundai Kona Essential

Burnsville, MN

UnscoredLimited · 5
$28,109Mileage not verified

Comparison: 5 similar vehicles

Burnsville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 72
$28,196Mileage not verified

Market: $28,100$31,299

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$28,201Mileage not verified

Market: $27,558$33,049

Comparison: 18 similar vehicles

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

Waite Park, MN

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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