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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 its local comparable market, 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 local 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 · August 28, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Local + regional

Comparable analysis

3.1M new·2.6M used·Processed daily

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

Or explore the market

49,013 listings found

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 0
$24,870Mileage not verified

Comparison scope: Burnsville, MN area

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 0
$24,870Mileage not verified

Comparison scope: Burnsville, MN area

Burnsville, MN

No Photo

2027 Mitsubishi Outlander Sport S

Burnsville, MN

UnscoredInsufficient · 0
$24,870Mileage not verified

Comparison scope: Burnsville, MN area

Burnsville, MN

No Photo

2027 Kia Seltos LX

Inver Grove Heights, MN

UnscoredInsufficient · 3
$25,720Mileage not verified

Comparison: 3 similar vehicles in Inver Grove Heights, MN area

Inver Grove Heights, MN

No Photo

2027 Mitsubishi Outlander Sport ES

Burnsville, MN

UnscoredLimited · 5
$25,970Mileage not verified

Comparison: 5 similar vehicles in Burnsville, MN area

Burnsville, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredLimited · 5
$26,280Mileage not verified

Comparison: 5 similar vehicles in Duluth, MN area

Duluth, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredLimited · 5
$26,380Mileage not verified

Comparison: 5 similar vehicles in Duluth, MN area

Duluth, MN

No Photo

2027 Chevrolet Bolt LT

Monticello, MN

Great DealLimited · 16
$26,625Mileage not verified

Market: $26,735$31,416

Comparison: 16 similar vehicles in Monticello, MN area

Monticello, MN

No Photo

2027 Chevrolet Bolt LT

Brooklyn Center, MN

Fair PriceLimited · 13
$26,735Mileage not verified

Market: $26,625$31,416

Comparison: 13 similar vehicles in Brooklyn Center, MN area

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

Brooklyn Center, MN

No Photo

2027 Kia Seltos LX

Lakeville, MN

Fair PriceModerate · 26
$26,770Mileage not verified

Market: $25,720$28,763

Comparison: 26 similar vehicles in Lakeville, MN area

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

Lakeville, MN

No Photo

2027 Kia Seltos S

Inver Grove Heights, MN

Fair PriceModerate · 29
$27,031Mileage not verified

Market: $27,031$31,843

Comparison: 29 similar vehicles in Inver Grove Heights, MN area

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

Inver Grove Heights, MN

No Photo

2027 Chevrolet Bolt LT

Rochester, MN

UnscoredInsufficient · 4
$27,345Mileage not verified

Comparison: 4 similar vehicles in Rochester, MN area

Rochester, MN

No Photo

2027 Chevrolet Bolt LT

St. Cloud, MN

Fair PriceLimited · 11
$27,345Mileage not verified

Market: $26,625$31,416

Comparison: 11 similar vehicles in St. Cloud, MN area

Fairly priced — in line with the typical market range in the St. Cloud market for similar vehicles · 120 days listed (based on current market benchmarks)

St. Cloud, MN

No Photo

2027 Mitsubishi Outlander Sport ES

Burnsville, MN

UnscoredLimited · 5
$27,470Mileage not verified

Comparison: 5 similar vehicles in Burnsville, MN area

Burnsville, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredLimited · 5
$27,480Mileage not verified

Comparison: 5 similar vehicles in Duluth, MN area

Duluth, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Great DealLimited · 18
$27,558Mileage not verified

Market: $28,435$34,030

Comparison: 18 similar vehicles in Waite Park, MN area

Competitively priced ~3% below the typical range in the Waite Park market compared to similar vehicles · 44 days listed (based on current market benchmarks)

Waite Park, MN

No Photo

2027 Kia Seltos S

Brooklyn Park, MN

Great DealLimited · 15
$27,621Mileage not verified

Market: $29,321$32,721

Comparison: 15 similar vehicles in Brooklyn Park, MN area

Competitively priced ~6% below the typical range in the Brooklyn Park market compared to similar vehicles · 34 days listed (based on current market benchmarks)

Brooklyn Park, MN

No Photo

2027 Hyundai Kona SE

Burnsville, MN

UnscoredInsufficient · 0
$27,690Mileage not verified

Comparison scope: Burnsville, MN area

Burnsville, MN

No Photo

2027 Kia Seltos LX

Inver Grove Heights, MN

UnscoredInsufficient · 3
$27,739Mileage not verified

Comparison: 3 similar vehicles in Inver Grove Heights, MN area

Inver Grove Heights, MN

No Photo

2027 Kia Seltos S

Rochester, MN

Great DealLimited · 15
$27,745Mileage not verified

Market: $30,135$33,500

Comparison: 15 similar vehicles in Rochester, MN area

Competitively priced ~8% below the typical range in the Rochester market compared to similar vehicles · 36 days listed (based on current market benchmarks)

Rochester, MN

No Photo

2027 Kia Seltos S

Mankato, MN

Great DealLimited · 13
$27,746Mileage not verified

Market: $29,402$32,999

Comparison: 13 similar vehicles in Mankato, MN area

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

Mankato, MN

No Photo

2027 Kia Seltos LX

Wayzata, MN

UnscoredInsufficient · 4
$27,777Mileage not verified

Comparison: 4 similar vehicles in Wayzata, MN area

Wayzata, MN

No Photo

2027 Kia Seltos S

Wayzata, MN

Fair PriceModerate · 45
$27,822Mileage not verified

Market: $27,621$33,035

Comparison: 45 similar vehicles in Wayzata, MN area

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

Wayzata, MN

No Photo

2027 Chevrolet Bolt LT

Faribault, MN

UnscoredInsufficient · 4
$27,830Mileage not verified

Comparison: 4 similar vehicles in Faribault, MN area

Faribault, MN

No Photo

2027 Kia Seltos S

Wayzata, MN

Fair PriceModerate · 45
$27,837Mileage not verified

Market: $27,621$33,035

Comparison: 45 similar vehicles in Wayzata, MN area

Fairly priced — in line with the typical market range in the Wayzata market for similar vehicles · 44 days listed (based on current market benchmarks)

Wayzata, MN

No Photo

2027 Kia Seltos LX

Burnsville, MN

Fair PriceModerate · 28
$27,842Mileage not verified

Market: $25,720$28,763

Comparison: 28 similar vehicles in Burnsville, MN area

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

Burnsville, MN

No Photo

2027 Kia Seltos LX

Golden Valley, MN

UnscoredInsufficient · 4
$27,921Mileage not verified

Comparison: 4 similar vehicles in Golden Valley, MN area

Golden Valley, MN

No Photo

2027 Kia Seltos LX

Burnsville, MN

Fair PriceModerate · 28
$27,937Mileage not verified

Market: $25,720$28,763

Comparison: 28 similar vehicles in Burnsville, MN area

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

Burnsville, MN

No Photo

2027 Kia Seltos LX

White Bear Lake, MN

Fair PriceModerate · 28
$27,949Mileage not verified

Market: $25,720$28,763

Comparison: 28 similar vehicles in White Bear Lake, MN area

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

White Bear Lake, MN

No Photo

2027 Kia Seltos LX

Elk River, MN

Fair PriceModerate · 26
$27,980Mileage not verified

Market: $25,720$28,763

Comparison: 26 similar vehicles in Elk River, MN area

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

Elk River, MN

No Photo

2027 Chevrolet Bolt LT

Rogers, MN

Fair PriceLimited · 15
$27,999Mileage not verified

Market: $26,625$31,416

Comparison: 15 similar vehicles in Rogers, MN area

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

Rogers, MN

No Photo

2027 Mitsubishi Outlander Sport ES

Burnsville, MN

UnscoredLimited · 5
$28,065Mileage not verified

Comparison: 5 similar vehicles in Burnsville, MN area

Burnsville, MN

No Photo

2027 Chevrolet Equinox LT

Rogers, MN

Great DealModerate · 22
$28,095Mileage not verified

Market: $28,995$33,930

Comparison: 22 similar vehicles in Rogers, MN area

Competitively priced ~3% below the typical range in the Rogers market compared to similar vehicles · 71 days listed (based on current market benchmarks)

Rogers, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 84
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 84 similar vehicles in Lakeville, MN area

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

Lakeville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 84
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 84 similar vehicles in Lakeville, MN area

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

Lakeville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 84
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 84 similar vehicles in Lakeville, MN area

Fairly priced — in line with the typical market range in the Lakeville market for similar vehicles · 23 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 84
$28,100Mileage not verified

Market: $28,100$31,299

Comparison: 84 similar vehicles in Lakeville, MN area

Fairly priced — in line with the typical market range in the Lakeville market for similar vehicles · 23 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Chevrolet Bolt LT

Zumbrota, MN

UnscoredLimited · 7
$28,121Mileage not verified

Comparison: 7 similar vehicles in Zumbrota, MN area

Zumbrota, MN

No Photo

2027 Kia Seltos S

Lakeville, MN

Fair PriceRobust · 84
$28,196Mileage not verified

Market: $28,100$31,299

Comparison: 84 similar vehicles in Lakeville, MN area

Fairly priced — in line with the typical market range in the Lakeville market for similar vehicles · 23 days listed (based on current market benchmarks)

Lakeville, MN

No Photo

2027 Kia Seltos LX

Duluth, MN

UnscoredLimited · 5
$28,236Mileage not verified

Comparison: 5 similar vehicles in Duluth, MN area

Duluth, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$28,340Mileage not verified

Comparison: 4 similar vehicles in Cold Spring, MN area

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$28,340Mileage not verified

Comparison: 4 similar vehicles in Cold Spring, MN area

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$28,340Mileage not verified

Comparison: 4 similar vehicles in Cold Spring, MN area

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$28,340Mileage not verified

Comparison: 4 similar vehicles in Cold Spring, MN area

Cold Spring, MN

No Photo

2027 Chevrolet Bolt LT

Cold Spring, MN

UnscoredInsufficient · 4
$28,340Mileage not verified

Comparison: 4 similar vehicles in Cold Spring, MN area

Cold Spring, MN

No Photo

2027 Kia Seltos S

Duluth, MN

Great DealLimited · 17
$28,358Mileage not verified

Market: $28,880$32,446

Comparison: 17 similar vehicles in Duluth, MN area

Competitively priced ~2% below the typical range in the Duluth market compared to similar vehicles · 29 days listed (based on current market benchmarks)

Duluth, MN

No Photo

2027 Honda HR-V LX

Minneapolis, MN

UnscoredLimited · 8
$28,371Mileage not verified

Comparison: 8 similar vehicles in Minneapolis, MN area

Minneapolis, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$28,435Mileage not verified

Market: $27,558$34,030

Comparison: 18 similar vehicles in Waite Park, MN area

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

Waite Park, MN

No Photo

2027 Kia Seltos S

Waite Park, MN

Fair PriceLimited · 18
$28,435Mileage not verified

Market: $27,558$34,030

Comparison: 18 similar vehicles in Waite Park, MN area

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

Waite Park, MN

No Photo

2027 Hyundai Kona Essential

Minneapolis, MN

UnscoredLimited · 5
$28,450Mileage not verified

Comparison: 5 similar vehicles in Minneapolis, MN area

Minneapolis, 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 local comparable vehicles; days-on-lot velocity is shown as a separate demand signal, not a ranking input. Listings labeled Great Deal sit below the comparable range; Fair Price sits within it.
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 local comparables?
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 in the local and regional market. 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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