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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

54 listings found

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Turtle Lake, WI

UnscoredLimited · 6
$10,99586,752 mi

Comparison: 6 similar vehicles

Turtle Lake, WI

2004 Mazda RX-8 - MT

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

2004 Mazda RX-8 - MT

Chippewa Falls, WI

UnscoredInsufficient · 0
$12,36898,298 mi

Chippewa Falls, 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

Stillwater, MN

UnscoredLimited · 5
$12,999100,540 mi

Comparison: 5 similar vehicles

Stillwater, MN

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Eau Claire, WI

UnscoredInsufficient · 0
$12,999124,001 mi

Eau Claire, WI

2016 Chevrolet Camaro 2LT

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

2016 Chevrolet Camaro 2LT

Stillwater, MN

UnscoredInsufficient · 0
$13,59575,221 mi

Stillwater, MN

2014 Dodge Challenger Rallye Redline

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

2014 Dodge Challenger Rallye Redline

Eau Claire, WI

UnscoredInsufficient · 0
$13,99984,933 mi

Eau Claire, WI

2017 Honda Civic LX-P

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

2017 Honda Civic LX-P

Hudson, WI

UnscoredInsufficient · 0
$15,347123,394 mi

Hudson, WI

2004 Pontiac GTO Base

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

2004 Pontiac GTO Base

Rice Lake, WI

UnscoredInsufficient · 0
$15,99583,063 mi

Rice Lake, WI

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Stillwater, MN

UnscoredInsufficient · 0
$16,99943,806 mi

Stillwater, MN

2017 Honda Civic LX-P

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

2017 Honda Civic LX-P

Hudson, WI

UnscoredInsufficient · 3
$17,34584,960 mi

Comparison: 3 similar vehicles

Hudson, WI

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Stillwater, MN

UnscoredInsufficient · 0
$17,35082,314 mi

Stillwater, MN

2017 Honda Civic LX

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

2017 Honda Civic LX

Hudson, WI

UnscoredInsufficient · 4
$18,67266,000 mi

Comparison: 4 similar vehicles

Hudson, WI

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Altoona, WI

UnscoredInsufficient · 0
$19,99557,164 mi

Altoona, WI

2019 Cadillac ATS Coupe Luxury

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

2019 Cadillac ATS Coupe Luxury

Stillwater, MN

UnscoredInsufficient · 0
$22,00544,750 mi

Stillwater, MN

2002 Chevrolet Monte Carlo SS

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

2002 Chevrolet Monte Carlo SS

Osseo, WI

UnscoredInsufficient · 0
$22,14813,932 mi

Osseo, WI

2017 Dodge Challenger Scat Pack

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

2017 Dodge Challenger Scat Pack

Rice Lake, WI

UnscoredInsufficient · 0
$23,150111,275 mi

Rice Lake, 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

Menomonie, WI

UnscoredLimited · 7
$23,33184,694 mi

Comparison: 7 similar vehicles

Menomonie, 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

Menomonie, WI

UnscoredInsufficient · 0
$23,33335,237 mi

Menomonie, WI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Eau Claire, WI

UnscoredInsufficient · 0
$23,39840,675 mi

Eau Claire, WI

2017 Chevrolet Camaro 2LT

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

2017 Chevrolet Camaro 2LT

Red Wing, MN

UnscoredInsufficient · 4
$24,34738,986 mi

Comparison: 4 similar vehicles

Red Wing, MN

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Rice Lake, WI

UnscoredInsufficient · 0
$25,33797,672 mi

Rice Lake, WI

2023 Toyota GR86 Premium

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

2023 Toyota GR86 Premium

Hudson, WI

UnscoredInsufficient · 0
$31,34511,181 mi

Hudson, WI

2023 Chevrolet Camaro 2LT

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

2023 Chevrolet Camaro 2LT

Red Wing, MN

UnscoredInsufficient · 0
$32,34923,512 mi

Red Wing, MN

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Stillwater, MN

UnscoredInsufficient · 0
$32,3505,395 mi

Stillwater, MN

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Menomonie, WI

UnscoredLimited · 8
$33,35926,288 mi

Comparison: 8 similar vehicles

Menomonie, WI

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Hastings, MN

UnscoredInsufficient · 3
$35,33218,510 mi

Comparison: 3 similar vehicles

Hastings, MN

2019 Chevrolet Camaro 1SS

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

2019 Chevrolet Camaro 1SS

Hudson, WI

UnscoredInsufficient · 3
$35,59710,751 mi

Comparison: 3 similar vehicles

Hudson, WI

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Menomonie, WI

Fair PriceLimited · 14
$36,33110,457 mi

Market: $35,332 – $58,000

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

Menomonie, WI

2025 Subaru BRZ Series.Purple

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

2025 Subaru BRZ Series.Purple

Hudson, WI

UnscoredInsufficient · 0
$36,3456,593 mi

Hudson, WI

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Hudson, WI

UnscoredLimited · 8
$37,798Mileage not verified

Comparison: 8 similar vehicles

Hudson, WI

2023 BMW 4 Series 430i

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

2023 BMW 4 Series 430i

Hudson, WI

UnscoredInsufficient · 0
$38,34827,801 mi

Hudson, WI

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Hudson, WI

UnscoredLimited · 8
$38,418Mileage not verified

Comparison: 8 similar vehicles

Hudson, 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

Lake City, MN

Fair PriceLimited · 13
$38,990Mileage not verified

Market: $39,775 – $42,345

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 120 days listed (based on current market benchmarks)

Lake City, MN

2024 BMW 4 Series 430i

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

2024 BMW 4 Series 430i

Hudson, WI

UnscoredInsufficient · 0
$39,30420,205 mi

Hudson, 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

Rice Lake, WI

Fair PriceRobust · 86
$42,987Mileage not verified

Market: $36,234 – $51,480

Comparison: 86 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 369 days listed (based on current market benchmarks)

Rice Lake, 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

Baldwin, WI

Fair PriceModerate · 23
$44,299Mileage not verified

Market: $37,770 – $47,518

Comparison: 23 similar vehicles

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

Baldwin, 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

Red Wing, MN

Fair PriceModerate · 29
$44,828Mileage not verified

Market: $37,770 – $47,948

Comparison: 29 similar vehicles

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

Red Wing, MN

2014 Chevrolet Corvette Base

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

2014 Chevrolet Corvette Base

Menomonie, WI

UnscoredInsufficient · 4
$45,33336,939 mi

Comparison: 4 similar vehicles

Menomonie, WI

2015 Chevrolet Corvette Z51

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

2015 Chevrolet Corvette Z51

Red Wing, MN

UnscoredInsufficient · 0
$47,34026,972 mi

Red Wing, MN

2017 Chevrolet Corvette 2LT

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

2017 Chevrolet Corvette 2LT

Chippewa Falls, WI

UnscoredInsufficient · 0
$48,85751,923 mi

Chippewa Falls, 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

Rice Lake, WI

Fair PriceRobust · 86
$50,567Mileage not verified

Market: $36,234 – $51,480

Comparison: 86 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Rice Lake, WI

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Hudson, WI

Fair PriceLimited · 11
$51,345Mileage not verified

Market: $49,250 – $57,305

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 329 days listed (based on current market benchmarks)

Hudson, WI

2019 Chevrolet Corvette 1LT

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

2019 Chevrolet Corvette 1LT

Menomonie, WI

UnscoredInsufficient · 0
$52,36014,518 mi

Menomonie, WI

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

Lake City, MN

Fair PriceLimited · 12
$58,000Mileage not verified

Market: $50,820 – $114,650

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Lake City, MN

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

New Richmond, WI

Fair PriceLimited · 11
$59,890Mileage not verified

Market: $56,396 – $128,884

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

New Richmond, WI

2025 Ford Mustang Dark Horse

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

2025 Ford Mustang Dark Horse

Osseo, WI

Fair PriceLimited · 14
$69,148Mileage not verified

Market: $64,974 – $78,345

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 488 days listed (based on current market benchmarks)

Osseo, WI

2026 BMW M2 Coupe M2

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

2026 BMW M2 Coupe M2

Hudson, WI

UnscoredLimited · 8
$77,540Mileage not verified

Comparison: 8 similar vehicles

Hudson, WI

2025 Ford Mustang Dark Horse

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

2025 Ford Mustang Dark Horse

Red Wing, MN

UnscoredInsufficient · 3
$78,345Mileage not verified

Comparison: 3 similar vehicles

Red Wing, MN

2023 Dodge Challenger SRT

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

2023 Dodge Challenger SRT

New Richmond, WI

UnscoredLimited · 8
$79,7981,345 mi

Comparison: 8 similar vehicles

New Richmond, WI

2023 Chevrolet Corvette 3LT

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

2023 Chevrolet Corvette 3LT

Somerset, WI

Fair PriceLimited · 10
$84,080409 mi

Market: $69,999 – $99,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 817 days listed (based on current market benchmarks)

Somerset, 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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