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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

38 listings found

2000 Pontiac Grand Prix GT

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

2000 Pontiac Grand Prix GT

Oshkosh, WI

UnscoredInsufficient · 0
$6,850184,804 mi

Oshkosh, WI

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Waupun, WI

UnscoredLimited · 7
$8,999116,000 mi

Comparison: 7 similar vehicles

Waupun, WI

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Wisconsin Rapids, WI

UnscoredLimited · 8
$10,800106,075 mi

Comparison: 8 similar vehicles

Wisconsin Rapids, WI

2002 Cadillac Eldorado ETC

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

2002 Cadillac Eldorado ETC

Oshkosh, WI

UnscoredInsufficient · 0
$12,99073,399 mi

Oshkosh, WI

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Waupun, WI

UnscoredLimited · 7
$12,999147,000 mi

Comparison: 7 similar vehicles

Waupun, WI

2005 Ford Mustang GT Deluxe

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

2005 Ford Mustang GT Deluxe

Oshkosh, WI

UnscoredLimited · 5
$14,50071,138 mi

Comparison: 5 similar vehicles

Oshkosh, WI

2018 Audi A5 Coupe Premium

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

2018 Audi A5 Coupe Premium

Waupun, WI

UnscoredInsufficient · 0
$14,999114,000 mi

Waupun, WI

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Waupun, WI

UnscoredLimited · 7
$16,99986,000 mi

Comparison: 7 similar vehicles

Waupun, WI

2018 Dodge Challenger GT

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

2018 Dodge Challenger GT

Oshkosh, WI

UnscoredLimited · 9
$22,58875,253 mi

Comparison: 9 similar vehicles

Oshkosh, WI

2015 Ford Mustang GT

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

2015 Ford Mustang GT

Portage, WI

UnscoredInsufficient · 3
$22,89776,545 mi

Comparison: 3 similar vehicles

Portage, WI

2017 Dodge Challenger R/T

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

2017 Dodge Challenger R/T

New Lisbon, WI

Fair PriceModerate · 25
$24,38960,516 mi

Market: $15,995 – $25,369

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

New Lisbon, WI

2022 Ford Mustang EcoBoost Premium

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

2022 Ford Mustang EcoBoost Premium

Stevens Point, WI

UnscoredInsufficient · 0
$24,49435,261 mi

Stevens Point, WI

2018 Chevrolet Camaro 1SS

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

2018 Chevrolet Camaro 1SS

New Lisbon, WI

UnscoredInsufficient · 0
$26,38933,141 mi

New Lisbon, WI

2018 BMW M2 Coupe Base

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

2018 BMW M2 Coupe Base

Weyauwega, WI

UnscoredInsufficient · 4
$26,990103,505 mi

Comparison: 4 similar vehicles

Weyauwega, WI

2013 Ford Mustang GT Premium

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

2013 Ford Mustang GT Premium

Princeton, WI

UnscoredInsufficient · 0
$27,39426,139 mi

Princeton, WI

2010 Chevrolet Camaro 1SS

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

2010 Chevrolet Camaro 1SS

Waupun, WI

UnscoredInsufficient · 0
$27,89816,411 mi

Waupun, WI

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Baraboo, WI

UnscoredInsufficient · 0
$28,407Mileage not verified

Baraboo, WI

2019 Dodge Challenger Scat Pack

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

2019 Dodge Challenger Scat Pack

Stevens Point, WI

UnscoredInsufficient · 0
$28,90021,130 mi

Stevens Point, WI

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Auburndale, WI

UnscoredLimited · 6
$29,99525,052 mi

Comparison: 6 similar vehicles

Auburndale, WI

2021 BMW 4 Series M440i

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

2021 BMW 4 Series M440i

Weyauwega, WI

UnscoredLimited · 6
$33,99074,402 mi

Comparison: 6 similar vehicles

Weyauwega, WI

2020 Ford Mustang GT Premium

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

2020 Ford Mustang GT Premium

Portage, WI

UnscoredInsufficient · 0
$34,89750,037 mi

Portage, WI

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Oshkosh, WI

Fair PriceRobust · 71
$36,972Mileage not verified

Market: $35,428 – $88,866

Comparison: 71 similar vehicles

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

Oshkosh, WI

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

Oshkosh, WI

Fair PriceLimited · 17
$38,811Mileage not verified

Market: $37,998 – $48,354

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 103 days listed (based on current market benchmarks)

Oshkosh, WI

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

Baraboo, WI

Fair PriceLimited · 15
$40,848Mileage not verified

Market: $38,392 – $45,009

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 377 days listed (based on current market benchmarks)

Baraboo, WI

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

Arlington, WI

Fair PriceLimited · 14
$41,039Mileage not verified

Market: $36,234 – $52,854

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 384 days listed (based on current market benchmarks)

Arlington, WI

2024 Nissan Z Performance

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

2024 Nissan Z Performance

Oshkosh, WI

Fair PriceLimited · 17
$41,9547,427 mi

Market: $40,311 – $44,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Oshkosh, WI

2021 Ford Mustang Mach 1

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

2021 Ford Mustang Mach 1

Hortonville, WI

UnscoredInsufficient · 3
$47,19421,643 mi

Comparison: 3 similar vehicles

Hortonville, WI

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

Portage, WI

UnscoredLimited · 8
$47,669Mileage not verified

Comparison: 8 similar vehicles

Portage, WI

2017 Dodge Challenger SRT

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

2017 Dodge Challenger SRT

Hortonville, WI

UnscoredInsufficient · 0
$48,99935,751 mi

Hortonville, WI

2017 Chevrolet Corvette 1LT

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

2017 Chevrolet Corvette 1LT

Waupun, WI

UnscoredInsufficient · 0
$54,29628,288 mi

Waupun, WI

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

Wisconsin Rapids, WI

Fair PriceRobust · 284
$57,711Mileage not verified

Market: $53,075 – $177,467

Comparison: 284 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Wisconsin Rapids, WI

2027 Nissan Z Performance

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

2027 Nissan Z Performance

Stevens Point, WI

Fair PriceModerate · 28
$58,069Mileage not verified

Market: $55,421 – $88,866

Comparison: 28 similar vehicles

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

Stevens Point, WI

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

Reedsburg, WI

Fair PriceRobust · 318
$59,945115 mi

Market: $51,690 – $177,467

Comparison: 318 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Reedsburg, WI

2024 Ford Mustang Dark Horse

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

2024 Ford Mustang Dark Horse

Portage, WI

Fair PriceModerate · 30
$65,5509,700 mi

Market: $56,777 – $88,866

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 414 days listed (based on current market benchmarks)

Portage, WI

2025 Chevrolet Corvette 2LT

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

2025 Chevrolet Corvette 2LT

Waupaca, WI

Great DealModerate · 39
$68,9884,998 mi

Market: $70,599 – $88,866

Comparison: 39 similar vehicles

Competitively priced ~2% below the typical range compared to similar vehicles · 25 days listed (based on current market benchmarks)

Waupaca, WI

2025 Chevrolet Corvette 2LT

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

2025 Chevrolet Corvette 2LT

Mauston, WI

Fair PriceModerate · 49
$75,2176,657 mi

Market: $68,988 – $88,866

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Mauston, WI

2023 Chevrolet Corvette 3LT

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

2023 Chevrolet Corvette 3LT

Mauston, WI

Fair PriceRobust · 65
$77,2173,267 mi

Market: $69,995 – $118,995

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Mauston, WI

2026 Ford Mustang Dark Horse

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

2026 Ford Mustang Dark Horse

New Lisbon, WI

Fair PriceRobust · 220
$118,979Mileage not verified

Market: $69,270 – $180,310

Comparison: 220 similar vehicles

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

New Lisbon, WI

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

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 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, and exports.
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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