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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 9, 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

196 listings found

No Photo

2027 Chevrolet Bolt LT

Madison, MS

UnscoredInsufficient · 0
$27,971Mileage not verified

Madison, MS

No Photo

2027 Chevrolet Bolt LT

Madison, MS

UnscoredInsufficient · 0
$28,995Mileage not verified

Madison, MS

No Photo

2027 Chevrolet Bolt LT

Amory, MS

UnscoredInsufficient · 0
$29,394Mileage not verified

Amory, MS

No Photo

2027 Chevrolet Bolt LT

Biloxi, MS

UnscoredInsufficient · 0
$30,911Mileage not verified

Biloxi, MS

No Photo

2027 Chevrolet Bolt RS

Tupelo, MS

UnscoredInsufficient · 0
$33,420Mileage not verified

Tupelo, MS

No Photo

2027 Hyundai IONIQ 5 SE

Starkville, MS

UnscoredInsufficient · 0
$40,123Mileage not verified

Starkville, MS

No Photo

2027 Hyundai IONIQ 5 SE

Gulfport, MS

UnscoredInsufficient · 0
$40,375Mileage not verified

Gulfport, MS

No Photo

2027 Hyundai IONIQ 5 SEL

Starkville, MS

UnscoredInsufficient · 0
$42,760Mileage not verified

Starkville, MS

No Photo

2027 Hyundai IONIQ 5 SEL

Columbus, MS

UnscoredInsufficient · 0
$46,239Mileage not verified

Columbus, MS

No Photo

2027 Cadillac OPTIQ Luxury

Ridgeland, MS

UnscoredInsufficient · 0
$54,318Mileage not verified

Ridgeland, MS

No Photo

2027 Cadillac OPTIQ Sport

Ridgeland, MS

UnscoredInsufficient · 0
$60,443Mileage not verified

Ridgeland, MS

No Photo

2027 BMW iX3 50

D'Iberville, MS

UnscoredInsufficient · 0
$65,825Mileage not verified

D'Iberville, MS

No Photo

2027 BMW iX3 50

Jackson, MS

UnscoredInsufficient · 0
$68,075Mileage not verified

Jackson, MS

No Photo

2027 BMW iX3 50

D'Iberville, MS

UnscoredInsufficient · 0
$68,075Mileage not verified

D'Iberville, MS

No Photo

2027 Audi Q6 e-tron Premium

Jackson, MS

UnscoredInsufficient · 0
$69,630Mileage not verified

Jackson, MS

No Photo

2027 BMW iX3 50

D'Iberville, MS

UnscoredInsufficient · 0
$70,875Mileage not verified

D'Iberville, MS

No Photo

2027 BMW iX3 50

Jackson, MS

UnscoredInsufficient · 0
$71,175Mileage not verified

Jackson, MS

No Photo

2027 Cadillac LYRIQ Signature Sport

Hattiesburg, MS

UnscoredInsufficient · 0
$76,875Mileage not verified

Hattiesburg, MS

No Photo

2027 BMW i5 40

D'Iberville, MS

UnscoredInsufficient · 0
$80,810Mileage not verified

D'Iberville, MS

No Photo

2027 Cadillac LYRIQ V Premium

Ridgeland, MS

UnscoredInsufficient · 0
$90,138Mileage not verified

Ridgeland, MS

No Photo

2026 Chevrolet Equinox EV 1LT

Gulfport, MS

UnscoredInsufficient · 0
$29,9987,981 mi

Gulfport, MS

No Photo

2026 Toyota bZ XLE

Grenada, MS

UnscoredInsufficient · 0
$36,622Mileage not verified

Grenada, MS

No Photo

2026 Nissan LEAF SV+

Oxford, MS

UnscoredInsufficient · 0
$36,660Mileage not verified

Oxford, MS

No Photo

2026 Toyota bZ XLE

Hattiesburg, MS

UnscoredInsufficient · 0
$38,612Mileage not verified

Hattiesburg, MS

No Photo

2026 Kia EV6 Light L/R

Southaven, MS

UnscoredInsufficient · 0
$38,612Mileage not verified

Southaven, MS

No Photo

2026 Toyota bZ XLE

Brookhaven, MS

UnscoredInsufficient · 0
$38,756Mileage not verified

Brookhaven, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Fulton, MS

UnscoredInsufficient · 0
$39,260Mileage not verified

Fulton, MS

No Photo

2026 Chevrolet Blazer EV LT

Madison, MS

UnscoredInsufficient · 0
$39,424Mileage not verified

Madison, MS

No Photo

2026 Chevrolet Blazer EV LT

Madison, MS

UnscoredInsufficient · 0
$39,424Mileage not verified

Madison, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Grenada, MS

UnscoredInsufficient · 0
$39,510Mileage not verified

Grenada, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Olive Branch, MS

UnscoredInsufficient · 4
$39,645Mileage not verified

Comparison: 4 similar vehicles

Olive Branch, MS

No Photo

2026 Toyota bZ XLE

Grenada, MS

UnscoredInsufficient · 0
$40,362Mileage not verified

Grenada, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Flowood, MS

UnscoredLimited · 8
$42,335Mileage not verified

Comparison: 8 similar vehicles

Flowood, MS

No Photo

2026 Honda Prologue EX

Southaven, MS

UnscoredInsufficient · 0
$42,455Mileage not verified

Southaven, MS

No Photo

2026 Hyundai IONIQ 5 SEL

Olive Branch, MS

UnscoredInsufficient · 0
$42,539Mileage not verified

Olive Branch, MS

No Photo

2026 Kia EV6 Wind

Southaven, MS

UnscoredInsufficient · 0
$42,688Mileage not verified

Southaven, MS

No Photo

2026 Honda Prologue Touring

Gulfport, MS

UnscoredLimited · 5
$42,718Mileage not verified

Comparison: 5 similar vehicles

Gulfport, MS

No Photo

2026 Toyota bZ XLE

Greenville, MS

UnscoredInsufficient · 0
$42,764Mileage not verified

Greenville, MS

No Photo

2026 Hyundai IONIQ 5 SEL

Olive Branch, MS

UnscoredInsufficient · 0
$43,020Mileage not verified

Olive Branch, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Jackson, MS

UnscoredLimited · 8
$43,080Mileage not verified

Comparison: 8 similar vehicles

Jackson, MS

No Photo

2026 Nissan LEAF Platinum+

Southaven, MS

UnscoredInsufficient · 0
$43,470Mileage not verified

Southaven, MS

No Photo

2026 Toyota bZ XLE

Oxford, MS

UnscoredInsufficient · 3
$43,612Mileage not verified

Comparison: 3 similar vehicles

Oxford, MS

No Photo

2026 Toyota bZ XLE

Moss Point, MS

UnscoredLimited · 7
$43,637Mileage not verified

Comparison: 7 similar vehicles

Moss Point, MS

No Photo

2026 Toyota bZ XLE

Oxford, MS

UnscoredInsufficient · 3
$43,661Mileage not verified

Comparison: 3 similar vehicles

Oxford, MS

No Photo

2026 Ford Mustang Mach-E Select AWD

Hattiesburg, MS

UnscoredInsufficient · 0
$43,743Mileage not verified

Hattiesburg, MS

No Photo

2026 Toyota bZ Woodland

Hattiesburg, MS

UnscoredInsufficient · 0
$44,273Mileage not verified

Hattiesburg, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Flowood, MS

UnscoredLimited · 8
$44,275Mileage not verified

Comparison: 8 similar vehicles

Flowood, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Jackson, MS

UnscoredLimited · 8
$44,275Mileage not verified

Comparison: 8 similar vehicles

Jackson, MS

No Photo

2026 Ford Mustang Mach-E Select RWD

Jackson, MS

UnscoredLimited · 8
$44,275Mileage not verified

Comparison: 8 similar vehicles

Jackson, MS

No Photo

2026 Chevrolet Equinox EV RS

Corinth, MS

UnscoredInsufficient · 0
$44,353Mileage not verified

Corinth, MS

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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