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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 6, 2026

5.9M+

Unique vehicles analyzed

as of October 6, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

307 listings found

2027 MINI Convertible S

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

2027 MINI Convertible S

Des Moines, IA

UnscoredInsufficient · 0
$46,175Mileage not verified

Des Moines, IA

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

Urbandale, IA

Fair PriceLimited · 12
$66,125Mileage not verified

Market: $62,650 – $75,295

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Urbandale, IA

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

North Liberty, IA

Fair PriceRobust · 144
$73,270Mileage not verified

Market: $52,422 – $77,082

Comparison: 144 similar vehicles

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

North Liberty, IA

2027 Chevrolet Corvette 1LT

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

2027 Chevrolet Corvette 1LT

Guttenberg, IA

Fair PriceRobust · 109
$88,145Mileage not verified

Market: $71,348 – $112,564

Comparison: 109 similar vehicles

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

Guttenberg, IA

2027 Mercedes-Benz CLE 450

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

2027 Mercedes-Benz CLE 450

Iowa City, IA

Fair PriceRobust · 187
$88,385Mileage not verified

Market: $53,546 – $93,689

Comparison: 187 similar vehicles

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

Iowa City, IA

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Fort Madison, IA

Fair PriceRobust · 121
$92,299Mileage not verified

Market: $77,200 – $122,115

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Fort Madison, IA

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Norwalk, IA

UnscoredLimited · 9
$98,300Mileage not verified

Comparison: 9 similar vehicles

Norwalk, IA

2027 Mercedes-Benz CLE AMG 53

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

2027 Mercedes-Benz CLE AMG 53

Iowa City, IA

Fair PriceRobust · 205
$98,500Mileage not verified

Market: $50,955 – $113,239

Comparison: 205 similar vehicles

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

Iowa City, IA

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Ankeny, IA

UnscoredLimited · 7
$109,370Mileage not verified

Comparison: 7 similar vehicles

Ankeny, IA

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Urbandale, IA

UnscoredLimited · 7
$109,810Mileage not verified

Comparison: 7 similar vehicles

Urbandale, IA

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Fort Madison, IA

Fair PriceRobust · 68
$115,120Mileage not verified

Market: $98,008 – $149,810

Comparison: 68 similar vehicles

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

Fort Madison, IA

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Norwalk, IA

UnscoredLimited · 9
$118,555Mileage not verified

Comparison: 9 similar vehicles

Norwalk, IA

2027 Chevrolet Corvette 2LZ

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

2027 Chevrolet Corvette 2LZ

Council Bluffs, IA

Fair PriceLimited · 11
$150,455Mileage not verified

Market: $142,594 – $164,843

Comparison: 11 similar vehicles

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

Council Bluffs, IA

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

Iowa City, IA

Fair PriceModerate · 42
$36,820Mileage not verified

Market: $36,714 – $40,565

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

Iowa City, IA

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

West Burlington, IA

Fair PriceRobust · 102
$39,265Mileage not verified

Market: $36,714 – $41,125

Comparison: 102 similar vehicles

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

West Burlington, IA

2026 MINI Convertible S

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

2026 MINI Convertible S

Des Moines, IA

UnscoredInsufficient · 0
$40,900544 mi

Des Moines, IA

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

Maquoketa, IA

UnscoredLimited · 7
$43,324Mileage not verified

Comparison: 7 similar vehicles

Maquoketa, IA

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

Iowa Falls, IA

UnscoredInsufficient · 3
$43,499Mileage not verified

Comparison: 3 similar vehicles

Iowa Falls, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Oskaloosa, IA

UnscoredLimited · 6
$44,000Mileage not verified

Comparison: 6 similar vehicles

Oskaloosa, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Le Mars, IA

OverpricedRobust · 70
$44,411Mileage not verified

Market: $18,250 – $40,375

Comparison: 70 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Le Mars, IA

2026 MINI Convertible John Cooper Works

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

2026 MINI Convertible John Cooper Works

Davenport, IA

UnscoredInsufficient · 0
$45,0951,994 mi

Davenport, IA

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

Independence, IA

UnscoredInsufficient · 3
$45,128Mileage not verified

Comparison: 3 similar vehicles

Independence, IA

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

Dubuque, IA

UnscoredLimited · 5
$46,431Mileage not verified

Comparison: 5 similar vehicles

Dubuque, IA

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

Shell Rock, IA

UnscoredInsufficient · 4
$46,680Mileage not verified

Comparison: 4 similar vehicles

Shell Rock, IA

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

Emmetsburg, IA

Fair PriceRobust · 96
$47,534Mileage not verified

Market: $34,289 – $52,090

Comparison: 96 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 300 days listed (based on current market benchmarks)

Emmetsburg, IA

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

Britt, IA

Fair PriceRobust · 97
$49,600Mileage not verified

Market: $34,289 – $59,120

Comparison: 97 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 262 days listed (based on current market benchmarks)

Britt, IA

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

Waterloo, IA

UnscoredInsufficient · 3
$50,130Mileage not verified

Comparison: 3 similar vehicles

Waterloo, IA

2026 MINI Convertible John Cooper Works

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

2026 MINI Convertible John Cooper Works

Des Moines, IA

UnscoredInsufficient · 0
$52,520Mileage not verified

Des Moines, IA

2026 BMW Z4 30i

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

2026 BMW Z4 30i

Davenport, IA

UnscoredLimited · 6
$54,9911,375 mi

Comparison: 6 similar vehicles

Davenport, IA

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

Ankeny, IA

Fair PriceLimited · 12
$61,537Mileage not verified

Market: $52,996 – $172,885

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 258 days listed (based on current market benchmarks)

Ankeny, IA

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

Fort Dodge, IA

Fair PriceLimited · 16
$63,054Mileage not verified

Market: $58,643 – $172,885

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Fort Dodge, IA

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

Mason City, IA

Fair PriceRobust · 93
$65,485Mileage not verified

Market: $51,897 – $177,467

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Mason City, IA

2026 Chevrolet Corvette 1LT

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

2026 Chevrolet Corvette 1LT

Cedar Falls, IA

Fair PriceModerate · 30
$73,4805,028 mi

Market: $68,297 – $77,297

Comparison: 30 similar vehicles

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

Cedar Falls, IA

2026 Chevrolet Corvette 2LT

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

2026 Chevrolet Corvette 2LT

Norwalk, IA

UnscoredLimited · 7
$96,175Mileage not verified

Comparison: 7 similar vehicles

Norwalk, IA

2026 Chevrolet Corvette 3LZ

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

2026 Chevrolet Corvette 3LZ

Norwalk, IA

UnscoredInsufficient · 4
$161,640Mileage not verified

Comparison: 4 similar vehicles

Norwalk, IA

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

North Liberty, IA

Fair PriceRobust · 99
$31,88725,694 mi

Market: $29,390 – $40,773

Comparison: 99 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

North Liberty, IA

2025 BMW 4 Series 430i

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

2025 BMW 4 Series 430i

Davenport, IA

Fair PriceRobust · 51
$38,14241,388 mi

Market: $36,908 – $57,800

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Davenport, IA

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

Ottumwa, IA

Fair PriceRobust · 68
$49,4993,452 mi

Market: $39,950 – $115,983

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Ottumwa, IA

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

Iowa City, IA

Fair PriceRobust · 115
$52,38011,723 mi

Market: $34,995 – $115,983

Comparison: 115 similar vehicles

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

Iowa City, IA

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

Davenport, IA

UnscoredInsufficient · 4
$55,996Mileage not verified

Comparison: 4 similar vehicles

Davenport, IA

2025 Chevrolet Corvette 1LT

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

2025 Chevrolet Corvette 1LT

Sioux Center, IA

UnscoredInsufficient · 0
$71,0491,868 mi

Sioux Center, IA

2025 Chevrolet Corvette 3LT

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

2025 Chevrolet Corvette 3LT

Maquoketa, IA

Fair PriceLimited · 16
$77,4908,500 mi

Market: $65,752 – $89,337

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Maquoketa, IA

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

Independence, IA

Fair PriceRobust · 67
$27,47559,176 mi

Market: $21,494 – $34,489

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Independence, IA

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

Dubuque, IA

Fair PriceRobust · 98
$29,20634,831 mi

Market: $21,494 – $34,489

Comparison: 98 similar vehicles

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

Dubuque, IA

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

Mason City, IA

Fair PriceModerate · 25
$29,67258,402 mi

Market: $27,475 – $29,715

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 257 days listed (based on current market benchmarks)

Mason City, IA

2024 MINI Convertible S

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

2024 MINI Convertible S

Des Moines, IA

Fair PriceModerate · 26
$31,9009,701 mi

Market: $30,540 – $36,540

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Des Moines, IA

2024 Audi A5 Cabriolet Prestige

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

2024 Audi A5 Cabriolet Prestige

Johnston, IA

UnscoredInsufficient · 0
$58,07012,362 mi

Johnston, IA

2024 Mercedes-Benz CLE 300

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

2024 Mercedes-Benz CLE 300

Pleasant Hill, IA

UnscoredLimited · 6
$61,1795,508 mi

Comparison: 6 similar vehicles

Pleasant Hill, IA

2024 Chevrolet Corvette 2LT

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

2024 Chevrolet Corvette 2LT

West Burlington, IA

Fair PriceRobust · 82
$78,0476,382 mi

Market: $63,408 – $81,990

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

West Burlington, IA

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

Union, IA

Fair PriceLimited · 18
$22,85049,816 mi

Market: $22,180 – $25,411

Comparison: 18 similar vehicles

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

Union, IA

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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