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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. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 13, 2026

6M+

Unique vehicles analyzed

as of October 13, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

164 listings found

2027 BMW 4 Series 430i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series 430i

D'Iberville, MS

Fair PriceModerate · 25
$69,630Mileage not verified

Market: $57,895 – $75,680

Comparison: 25 similar vehicles

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

D'Iberville, MS

2027 BMW 4 Series 430i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series 430i

Jackson, MS

Fair PriceLimited · 17
$70,900Mileage not verified

Market: $57,895 – $71,899

Comparison: 17 similar vehicles

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

Jackson, MS

2027 BMW 4 Series M440i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series M440i

D'Iberville, MS

UnscoredLimited · 5
$80,050Mileage not verified

Comparison: 5 similar vehicles

D'Iberville, MS

2027 Mercedes-Benz CLE 300

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Mercedes-Benz CLE 300

Ridgeland, MS

UnscoredInsufficient · 4
$80,155Mileage not verified

Comparison: 4 similar vehicles

Ridgeland, MS

2027 BMW 4 Series M440i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series M440i

D'Iberville, MS

UnscoredLimited · 5
$81,995Mileage not verified

Comparison: 5 similar vehicles

D'Iberville, MS

2027 BMW 4 Series M440i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series M440i

D'Iberville, MS

UnscoredLimited · 5
$83,000Mileage not verified

Comparison: 5 similar vehicles

D'Iberville, MS

2027 BMW 4 Series M440i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series M440i

Meridian, MS

Fair PriceLimited · 19
$84,630Mileage not verified

Market: $73,163 – $87,023

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Meridian, MS

2027 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LT

Picayune, MS

Fair PriceModerate · 37
$98,499Mileage not verified

Market: $81,816 – $113,000

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Picayune, MS

2027 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 3LT

Lucedale, MS

Fair PriceModerate · 31
$101,515Mileage not verified

Market: $94,433 – $139,931

Comparison: 31 similar vehicles

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

Lucedale, MS

2027 BMW M4 Convertible M4

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW M4 Convertible M4

D'Iberville, MS

UnscoredInsufficient · 0
$104,550Mileage not verified

D'Iberville, MS

2027 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LT

Biloxi, MS

UnscoredInsufficient · 3
$108,325Mileage not verified

Comparison: 3 similar vehicles

Biloxi, MS

2027 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 3LT

Collins, MS

Fair PriceModerate · 31
$111,360Mileage not verified

Market: $94,433 – $139,931

Comparison: 31 similar vehicles

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

Collins, MS

2027 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LT

Hattiesburg, MS

OverpricedRobust · 62
$117,675Mileage not verified

Market: $81,816 – $114,817

Comparison: 62 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Hattiesburg, MS

2027 Chevrolet Corvette 1LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 1LZ

Southaven, MS

UnscoredInsufficient · 4
$129,329Mileage not verified

Comparison: 4 similar vehicles

Southaven, MS

2027 Chevrolet Corvette 2LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LZ

Biloxi, MS

UnscoredLimited · 7
$165,820Mileage not verified

Comparison: 7 similar vehicles

Biloxi, MS

2027 Mercedes-Benz SL Maybach Monogram Series

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Mercedes-Benz SL Maybach Monogram Series

Ridgeland, MS

UnscoredInsufficient · 0
$240,880Mileage not verified

Ridgeland, MS

2026 Mazda MX-5 Miata Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Sport

Gulfport, MS

Fair PriceLimited · 12
$31,773Mileage not verified

Market: $31,522 – $33,613

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Gulfport, MS

2026 Mazda MX-5 Miata Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Sport

Starkville, MS

UnscoredLimited · 9
$32,520Mileage not verified

Comparison: 9 similar vehicles

Starkville, MS

2026 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost Premium

Grenada, MS

Fair PriceLimited · 15
$34,9239,177 mi

Market: $31,394 – $42,152

Comparison: 15 similar vehicles

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

Grenada, MS

2026 Mazda MX-5 Miata Club

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Club

Gulfport, MS

UnscoredInsufficient · 0
$36,615Mileage not verified

Gulfport, MS

2026 Mazda MX-5 Miata Club

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Club

Gulfport, MS

UnscoredInsufficient · 0
$37,210Mileage not verified

Gulfport, MS

2026 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Grand Touring

Starkville, MS

UnscoredInsufficient · 4
$37,765Mileage not verified

Comparison: 4 similar vehicles

Starkville, MS

2026 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Grand Touring

Starkville, MS

UnscoredInsufficient · 4
$39,280Mileage not verified

Comparison: 4 similar vehicles

Starkville, MS

2026 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Grand Touring

Starkville, MS

UnscoredInsufficient · 4
$39,280Mileage not verified

Comparison: 4 similar vehicles

Starkville, MS

2026 BMW Z4 30i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 BMW Z4 30i

Senatobia, MS

UnscoredLimited · 5
$48,29214,453 mi

Comparison: 5 similar vehicles

Senatobia, MS

2026 Ford Mustang EcoBoost

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost

D'iberville, MS

OverpricedLimited · 14
$48,360Mileage not verified

Market: $31,220 – $38,210

Comparison: 14 similar vehicles

Priced ~27% above the typical market range for similar vehicles (based on current market benchmarks)

D'iberville, MS

2026 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost Premium

Olive Branch, MS

OverpricedLimited · 12
$49,570Mileage not verified

Market: $36,424 – $48,002

Comparison: 12 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Olive Branch, MS

2026 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang GT Premium

Brookhaven, MS

Fair PriceRobust · 123
$64,492Mileage not verified

Market: $50,044 – $127,804

Comparison: 123 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Brookhaven, MS

2026 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang GT Premium

Laurel, MS

Fair PriceRobust · 184
$65,163Mileage not verified

Market: $48,889 – $127,804

Comparison: 184 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 213 days listed (based on current market benchmarks)

Laurel, MS

2026 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang GT Premium

Tupelo, MS

UnscoredInsufficient · 4
$66,954Mileage not verified

Comparison: 4 similar vehicles

Tupelo, MS

2026 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang GT Premium

Brookhaven, MS

Fair PriceRobust · 123
$68,615Mileage not verified

Market: $50,044 – $127,804

Comparison: 123 similar vehicles

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

Brookhaven, MS

2026 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 3LT

Tupelo, MS

Fair PriceLimited · 16
$85,6251,453 mi

Market: $77,000 – $95,937

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Tupelo, MS

2026 Mercedes-Benz CLE 450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mercedes-Benz CLE 450

Ridgeland, MS

UnscoredLimited · 8
$87,235Mileage not verified

Comparison: 8 similar vehicles

Ridgeland, MS

2026 Mercedes-Benz CLE AMG 53

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mercedes-Benz CLE AMG 53

Ridgeland, MS

UnscoredInsufficient · 0
$89,00711,050 mi

Ridgeland, MS

2025 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Ford Mustang EcoBoost Premium

Greenwood, MS

Fair PriceModerate · 20
$32,36033,081 mi

Market: $30,980 – $39,287

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Greenwood, MS

2025 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Ford Mustang EcoBoost Premium

Flowood, MS

Fair PriceModerate · 34
$32,72526,010 mi

Market: $30,898 – $34,124

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Flowood, MS

2025 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Ford Mustang EcoBoost Premium

Natchez, MS

Fair PriceModerate · 28
$32,79230,791 mi

Market: $32,360 – $39,287

Comparison: 28 similar vehicles

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

Natchez, MS

2025 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Ford Mustang GT Premium

Vicksburg, MS

Fair PriceLimited · 15
$60,203275 mi

Market: $52,284 – $64,668

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 385 days listed (based on current market benchmarks)

Vicksburg, MS

2025 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Chevrolet Corvette 3LZ

Grenada, MS

UnscoredInsufficient · 0
$129,425Mileage not verified

Grenada, MS

2024 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang EcoBoost Premium

Natchez, MS

Fair PriceLimited · 19
$26,93642,064 mi

Market: $25,413 – $29,338

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Natchez, MS

2024 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang EcoBoost Premium

Meridian, MS

Fair PriceModerate · 32
$26,98543,373 mi

Market: $24,988 – $31,900

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Meridian, MS

2024 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang EcoBoost Premium

Olive Branch, MS

OverpricedLimited · 14
$29,14145,419 mi

Market: $24,988 – $28,998

Comparison: 14 similar vehicles

Olive Branch, MS

2024 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Mazda MX-5 Miata Grand Touring

New Albany, MS

UnscoredLimited · 5
$30,5793,175 mi

Comparison: 5 similar vehicles

New Albany, MS

2024 Ford Mustang EcoBoost

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang EcoBoost

Southaven, MS

UnscoredInsufficient · 0
$31,41342,216 mi

Southaven, MS

2024 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang GT Premium

Natchez, MS

Fair PriceLimited · 14
$43,74937,596 mi

Market: $43,900 – $45,436

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 32 days listed (based on current market benchmarks)

Natchez, MS

2024 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Ford Mustang GT Premium

D'Iberville, MS

Fair PriceModerate · 26
$43,90035,428 mi

Market: $43,749 – $47,354

Comparison: 26 similar vehicles

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

D'Iberville, MS

2024 Mercedes-Benz CLE 450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Mercedes-Benz CLE 450

Moss Point, MS

UnscoredInsufficient · 0
$63,2298,153 mi

Moss Point, MS

2024 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 3LT

Southaven, MS

UnscoredInsufficient · 0
$77,3253,397 mi

Southaven, MS

2024 Porsche 911 Turbo S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Porsche 911 Turbo S

Jackson, MS

UnscoredInsufficient · 0
$295,0008,437 mi

Jackson, MS

2023 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Ford Mustang EcoBoost Premium

Petal, MS

UnscoredInsufficient · 0
$21,00030,158 mi

Petal, 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 is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. 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.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
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 priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price 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. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as 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. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
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?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. 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.

Related questions

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