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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 8, 2026

5.9M+

Unique vehicles analyzed

as of October 8, 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

246 listings found

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

Bentonville, AR

Fair PriceLimited · 10
$75,889Mileage not verified

Market: $67,039 – $81,889

Comparison: 10 similar vehicles

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

Bentonville, AR

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

Bentonville, AR

Fair PriceModerate · 27
$76,264Mileage not verified

Market: $59,745 – $77,216

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 10
$76,639Mileage not verified

Market: $67,039 – $81,889

Comparison: 10 similar vehicles

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

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 10
$76,639Mileage not verified

Market: $67,039 – $81,889

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 10
$76,639Mileage not verified

Market: $67,039 – $81,889

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

OverpricedLimited · 10
$81,889Mileage not verified

Market: $67,039 – $76,639

Comparison: 10 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Bentonville, AR

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

Fayetteville, AR

UnscoredLimited · 8
$85,309Mileage not verified

Comparison: 8 similar vehicles

Fayetteville, AR

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

Little Rock, AR

Fair PriceLimited · 11
$89,019Mileage not verified

Market: $76,894 – $91,274

Comparison: 11 similar vehicles

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

Little Rock, AR

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

Bentonville, AR

UnscoredInsufficient · 3
$90,609Mileage not verified

Comparison: 3 similar vehicles

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$99,089Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

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

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$99,776Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$100,984Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

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

Bentonville, AR

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Benton, AR

UnscoredInsufficient · 4
$102,204Mileage not verified

Comparison: 4 similar vehicles

Benton, AR

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

Bentonville, AR

Fair PriceLimited · 14
$102,249Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

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

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$102,944Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$103,724Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 13
$104,004Mileage not verified

Market: $96,194 – $104,974

Comparison: 13 similar vehicles

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

Bentonville, AR

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

Bentonville, AR

Fair PriceLimited · 14
$104,694Mileage not verified

Market: $96,194 – $104,974

Comparison: 14 similar vehicles

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

Bentonville, AR

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Malvern, AR

UnscoredInsufficient · 3
$104,790Mileage not verified

Comparison: 3 similar vehicles

Malvern, AR

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

Bentonville, AR

OverpricedLimited · 14
$104,974Mileage not verified

Market: $96,194 – $104,694

Comparison: 14 similar vehicles

Bentonville, AR

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

Little Rock, AR

Fair PriceModerate · 36
$105,384Mileage not verified

Market: $85,419 – $106,880

Comparison: 36 similar vehicles

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

Little Rock, AR

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Van Buren, AR

Fair PriceModerate · 35
$109,115Mileage not verified

Market: $94,159 – $154,134

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Van Buren, AR

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Jonesboro, AR

Fair PriceLimited · 19
$125,619Mileage not verified

Market: $96,950 – $148,944

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Jonesboro, AR

2027 Mercedes-Benz SL Mercedes-AMG

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

2027 Mercedes-Benz SL Mercedes-AMG

Bentonville, AR

UnscoredInsufficient · 0
$127,554Mileage not verified

Bentonville, AR

2027 Chevrolet Corvette 3LT

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

2027 Chevrolet Corvette 3LT

Siloam Springs, AR

Fair PriceModerate · 36
$129,148Mileage not verified

Market: $94,159 – $154,134

Comparison: 36 similar vehicles

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

Siloam Springs, AR

2027 Chevrolet Corvette 3LZ

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

2027 Chevrolet Corvette 3LZ

Jonesboro, AR

Fair PriceLimited · 11
$155,317Mileage not verified

Market: $145,152 – $294,835

Comparison: 11 similar vehicles

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

Jonesboro, AR

2027 Mercedes-Benz SL Mercedes-AMG

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

2027 Mercedes-Benz SL Mercedes-AMG

Bentonville, AR

UnscoredInsufficient · 0
$171,529Mileage not verified

Bentonville, AR

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

Little Rock, AR

UnscoredInsufficient · 4
$31,177Mileage not verified

Comparison: 4 similar vehicles

Little Rock, AR

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

Fayetteville, AR

UnscoredInsufficient · 0
$32,574Mileage not verified

Fayetteville, AR

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

North Little Rock, AR

Fair PriceLimited · 11
$35,473Mileage not verified

Market: $35,473 – $42,279

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

North Little Rock, AR

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

North Little Rock, AR

Fair PriceLimited · 11
$35,473Mileage not verified

Market: $35,473 – $42,279

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 201 days listed (based on current market benchmarks)

North Little Rock, AR

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

Russellville, AR

Fair PriceLimited · 11
$35,773Mileage not verified

Market: $35,473 – $42,279

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Russellville, AR

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

Bentonville, AR

Fair PriceLimited · 15
$36,619Mileage not verified

Market: $35,473 – $42,279

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Bentonville, AR

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

Little Rock, AR

Fair PriceLimited · 16
$37,048Mileage not verified

Market: $37,849 – $39,714

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 84 days listed (based on current market benchmarks)

Little Rock, AR

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

Bentonville, AR

UnscoredLimited · 8
$38,114Mileage not verified

Comparison: 8 similar vehicles

Bentonville, AR

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

Bentonville, AR

UnscoredLimited · 8
$38,199Mileage not verified

Comparison: 8 similar vehicles

Bentonville, AR

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

Bentonville, AR

UnscoredLimited · 8
$38,794Mileage not verified

Comparison: 8 similar vehicles

Bentonville, AR

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

Bentonville, AR

UnscoredLimited · 8
$39,114Mileage not verified

Comparison: 8 similar vehicles

Bentonville, AR

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

Bentonville, AR

UnscoredLimited · 9
$39,119Mileage not verified

Comparison: 9 similar vehicles

Bentonville, AR

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

North Little Rock, AR

Fair PriceLimited · 17
$39,409Mileage not verified

Market: $37,048 – $39,714

Comparison: 17 similar vehicles

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

North Little Rock, AR

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

Cabot, AR

Fair PriceModerate · 26
$39,439Mileage not verified

Market: $36,566 – $50,815

Comparison: 26 similar vehicles

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

Cabot, AR

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

Bentonville, AR

UnscoredLimited · 9
$39,714Mileage not verified

Comparison: 9 similar vehicles

Bentonville, AR

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

Cabot, AR

Fair PriceModerate · 26
$42,023Mileage not verified

Market: $36,566 – $50,815

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Cabot, AR

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

Bryant, AR

Fair PriceModerate · 25
$44,516Mileage not verified

Market: $34,429 – $44,897

Comparison: 25 similar vehicles

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

Bryant, AR

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

Cabot, AR

Fair PriceModerate · 26
$44,560Mileage not verified

Market: $36,566 – $47,952

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Cabot, AR

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

Benton, AR

OverpricedModerate · 25
$44,897Mileage not verified

Market: $34,429 – $44,516

Comparison: 25 similar vehicles

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

Benton, AR

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

Cabot, AR

Fair PriceModerate · 26
$47,823Mileage not verified

Market: $36,566 – $50,815

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Cabot, AR

2026 BMW Z4 30i

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

2026 BMW Z4 30i

Hot Springs, AR

OverpricedLimited · 17
$53,55613,818 mi

Comparison: 17 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Hot Springs, AR

2026 BMW 4 Series 430i

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

2026 BMW 4 Series 430i

Little Rock, AR

UnscoredInsufficient · 4
$63,829Mileage not verified

Comparison: 4 similar vehicles

Little Rock, AR

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

Farmington, AR

OverpricedLimited · 18
$72,6951,458 mi

Market: $49,990 – $55,785

Comparison: 18 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Farmington, AR

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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