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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

3,948 listings found

No Photo

2027 Honda HR-V LX

Bismarck, ND

UnscoredInsufficient · 0
$29,169Mileage not verified

Bismarck, ND

No Photo

2027 Nissan KICKS SV

Bismarck, ND

UnscoredLimited · 8
$29,264Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Nissan KICKS SV

Bismarck, ND

UnscoredLimited · 8
$29,264Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Nissan KICKS SV

Bismarck, ND

UnscoredLimited · 8
$29,264Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Nissan KICKS SV

Bismarck, ND

UnscoredLimited · 8
$29,264Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Nissan KICKS SV

Bismarck, ND

UnscoredLimited · 8
$29,264Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Volkswagen Jetta SE

Bismarck, ND

UnscoredInsufficient · 4
$29,550Mileage not verified

Comparison: 4 similar vehicles

Bismarck, ND

No Photo

2027 Honda HR-V LX

Bismarck, ND

UnscoredInsufficient · 0
$29,603Mileage not verified

Bismarck, ND

No Photo

2027 Volkswagen Jetta SE

Bismarck, ND

UnscoredInsufficient · 4
$30,045Mileage not verified

Comparison: 4 similar vehicles

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Great DealLimited · 12
$30,184Mileage not verified

Market: $30,629$33,549

Comparison: 12 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 49 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Toyota Corolla Hatchback XSE

Bismarck, ND

UnscoredInsufficient · 0
$30,489Mileage not verified

Bismarck, ND

No Photo

2027 Volkswagen Jetta SE

Bismarck, ND

UnscoredInsufficient · 4
$30,540Mileage not verified

Comparison: 4 similar vehicles

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Fair PriceLimited · 12
$30,629Mileage not verified

Market: $30,184$33,549

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Hyundai Kona SEL Sport

Mandan, ND

UnscoredInsufficient · 0
$30,904Mileage not verified

Mandan, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

Great DealLimited · 10
$30,944Mileage not verified

Market: $31,298$31,378

Comparison: 10 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 47 days listed (based on current market benchmarks)

Bismarck, ND

No Photo

2027 Hyundai Kona SEL Sport

Bismarck, ND

UnscoredInsufficient · 0
$31,044Mileage not verified

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Fair PriceLimited · 12
$31,084Mileage not verified

Market: $30,184$33,549

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

Fair PriceLimited · 10
$31,298Mileage not verified

Market: $30,944$31,378

Comparison: 10 similar vehicles

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

Bismarck, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

Fair PriceLimited · 10
$31,298Mileage not verified

Market: $30,944$31,378

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Bismarck, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

Fair PriceLimited · 10
$31,298Mileage not verified

Market: $30,944$31,378

Comparison: 10 similar vehicles

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

Bismarck, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

Fair PriceLimited · 10
$31,298Mileage not verified

Market: $30,944$31,378

Comparison: 10 similar vehicles

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

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Great DealLimited · 14
$31,331Mileage not verified

Market: $32,744$34,794

Comparison: 14 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 25 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Honda HR-V Sport

Bismarck, ND

OverpricedLimited · 10
$31,378Mileage not verified

Market: $30,944$31,298

Comparison: 10 similar vehicles

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Fair PriceLimited · 12
$31,629Mileage not verified

Market: $30,184$33,549

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Chevrolet Bolt RS

Bismarck, ND

UnscoredInsufficient · 0
$31,889Mileage not verified

Bismarck, ND

No Photo

2027 Nissan Sentra SR

Bismarck, ND

UnscoredInsufficient · 0
$31,924Mileage not verified

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$32,515Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$32,515Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$32,515Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

Fair PriceModerate · 27
$32,515Mileage not verified

Market: $31,331$35,924

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Bismarck, ND

No Photo

2027 Hyundai Kona SEL Premium

Mandan, ND

UnscoredInsufficient · 0
$32,554Mileage not verified

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$32,744Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Honda HR-V EX-L

Bismarck, ND

UnscoredInsufficient · 0
$32,898Mileage not verified

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$32,973Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Honda HR-V EX-L

Bismarck, ND

UnscoredInsufficient · 0
$32,998Mileage not verified

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Fair PriceLimited · 12
$33,084Mileage not verified

Market: $30,184$33,549

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Kia Seltos S

Mandan, ND

Fair PriceLimited · 12
$33,104Mileage not verified

Market: $30,184$33,549

Comparison: 12 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

Fair PriceModerate · 27
$33,482Mileage not verified

Market: $31,331$35,924

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Bismarck, ND

No Photo

2027 Kia Seltos S

Mandan, ND

OverpricedLimited · 12
$33,549Mileage not verified

Market: $30,184$33,104

Comparison: 12 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$33,789Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$33,789Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$34,284Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Mandan, ND

No Photo

2027 Volkswagen Taos SE

Bismarck, ND

UnscoredInsufficient · 0
$34,320Mileage not verified

Bismarck, ND

No Photo

2027 Volkswagen Taos SE

Bismarck, ND

UnscoredInsufficient · 0
$34,320Mileage not verified

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$34,694Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$34,794Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Mandan, ND

Fair PriceLimited · 14
$34,794Mileage not verified

Market: $31,331$34,794

Comparison: 14 similar vehicles

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

Mandan, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$35,466Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$35,466Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

No Photo

2027 Chevrolet Equinox LT

Bismarck, ND

UnscoredLimited · 8
$35,466Mileage not verified

Comparison: 8 similar vehicles

Bismarck, ND

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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