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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

236 listings found

1999 Saturn S-Series Base

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

1999 Saturn S-Series Base

Wrightstown, WI

UnscoredInsufficient · 0
$4,995107,205 mi

Wrightstown, WI

2009 Honda Civic EX-L

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

2009 Honda Civic EX-L

Green Bay, WI

UnscoredInsufficient · 0
$4,999194,042 mi

Green Bay, WI

2000 Chevrolet Monte Carlo SS

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

2000 Chevrolet Monte Carlo SS

Menasha, WI

UnscoredInsufficient · 0
$5,000155,173 mi

Menasha, WI

2013 Scion tC Base

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

2013 Scion tC Base

Port Washington, WI

UnscoredInsufficient · 0
$6,500170,906 mi

Port Washington, WI

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

2013 Hyundai Elantra Coupe SE

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

2013 Hyundai Elantra Coupe SE

Plymouth, WI

UnscoredInsufficient · 0
$7,144132,517 mi

Plymouth, WI

2001 Cadillac Eldorado ETC

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

2001 Cadillac Eldorado ETC

Menasha, WI

UnscoredInsufficient · 0
$7,50093,529 mi

Menasha, WI

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Seymour, WI

UnscoredLimited · 8
$7,69987,551 mi

Comparison: 8 similar vehicles

Seymour, WI

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Wrightstown, WI

UnscoredLimited · 14
$7,995123,627 mi

Comparison: 14 similar vehicles

Wrightstown, WI

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Fond du Lac, WI

UnscoredInsufficient · 0
$7,995141,249 mi

Fond du Lac, WI

2015 Kia Forte Koup EX

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

2015 Kia Forte Koup EX

Appleton, WI

UnscoredInsufficient · 0
$8,49578,746 mi

Appleton, WI

2008 Toyota Camry Solara SE

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

2008 Toyota Camry Solara SE

Menasha, WI

UnscoredInsufficient · 0
$8,995121,420 mi

Menasha, 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

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Oostburg, WI

Salvage title
$9,99995,000 mi

Oostburg, WI

1998 Mitsubishi 3000 GT Base

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

1998 Mitsubishi 3000 GT Base

Green Bay, WI

UnscoredInsufficient · 0
$11,995170,284 mi

Green Bay, 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

2015 Hyundai Genesis Coupe R-Spec

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

2015 Hyundai Genesis Coupe R-Spec

Fond du Lac, WI

UnscoredInsufficient · 0
$12,99542,300 mi

Fond du Lac, 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

2006 Mazda RX-8 AT

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

2006 Mazda RX-8 AT

Appleton, WI

UnscoredInsufficient · 0
$13,39759,856 mi

Appleton, WI

2014 Honda Civic EX-L

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

2014 Honda Civic EX-L

Green Bay, WI

UnscoredInsufficient · 3
$13,93192,116 mi

Comparison: 3 similar vehicles

Green Bay, WI

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Green Bay, WI

UnscoredLimited · 8
$13,99093,173 mi

Comparison: 8 similar vehicles

Green Bay, WI

2012 Honda Civic EX

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

2012 Honda Civic EX

Cedarburg, WI

UnscoredInsufficient · 3
$13,99090,138 mi

Comparison: 3 similar vehicles

Cedarburg, WI

2016 Honda Civic LX

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

2016 Honda Civic LX

Appleton, WI

Fair PriceModerate · 32
$13,99589,629 mi

Market: $8,000 – $15,990

Comparison: 32 similar vehicles

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

Appleton, WI

2015 Audi A5 Premium Plus

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

2015 Audi A5 Premium Plus

De Pere, WI

UnscoredInsufficient · 0
$13,99574,500 mi

De Pere, WI

2014 Cadillac ELR Base

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

2014 Cadillac ELR Base

Green Bay, WI

UnscoredInsufficient · 0
$13,995104,561 mi

Green Bay, WI

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Fond du Lac, WI

UnscoredLimited · 9
$13,99564,216 mi

Comparison: 9 similar vehicles

Fond du Lac, WI

2013 Honda Civic LX

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

2013 Honda Civic LX

West Bend, WI

OverpricedLimited · 17
$14,37564,633 mi

Market: $9,203 – $12,990

Comparison: 17 similar vehicles

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

West Bend, WI

2012 Audi TT Premium Plus

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

2012 Audi TT Premium Plus

Green Bay, WI

UnscoredInsufficient · 0
$14,49590,775 mi

Green Bay, 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

2015 Honda Civic Si

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

2015 Honda Civic Si

Appleton, WI

Fair PriceLimited · 10
$14,995110,019 mi

Market: $14,495 – $18,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 238 days listed (based on current market benchmarks)

Appleton, WI

2001 Chevrolet Monte Carlo SS

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

2001 Chevrolet Monte Carlo SS

Menasha, WI

UnscoredInsufficient · 0
$14,99582,605 mi

Menasha, 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

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Appleton, WI

Fair PriceLimited · 11
$15,28999,401 mi

Market: $10,837 – $18,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Appleton, WI

2014 Cadillac ELR Base

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

2014 Cadillac ELR Base

Cedarburg, WI

UnscoredInsufficient · 0
$15,99055,790 mi

Cedarburg, WI

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Green Bay, WI

Fair PriceModerate · 44
$15,999106,190 mi

Market: $8,134 – $18,779

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 179 days listed (based on current market benchmarks)

Green Bay, WI

2005 INFINITI G35 Coupe Base

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

2005 INFINITI G35 Coupe Base

West Bend, WI

UnscoredInsufficient · 0
$15,99965,842 mi

West Bend, WI

2019 Honda Civic Si

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

2019 Honda Civic Si

Plymouth, WI

UnscoredLimited · 16
$16,429123,005 mi

Comparison: 16 similar vehicles

Plymouth, WI

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Menasha, WI

UnscoredInsufficient · 4
$16,90098,227 mi

Comparison: 4 similar vehicles

Menasha, WI

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Appleton, WI

UnscoredInsufficient · 0
$16,98989,084 mi

Appleton, 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

2004 Chevrolet Corvette Base

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

2004 Chevrolet Corvette Base

Pulaski, WI

UnscoredInsufficient · 0
$17,11560,171 mi

Pulaski, WI

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Kaukauna, WI

UnscoredInsufficient · 0
$17,3549,128 mi

Kaukauna, WI

2019 Honda Civic EX

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

2019 Honda Civic EX

Menasha, WI

Fair PriceModerate · 21
$17,99561,195 mi

Market: $14,995 – $20,990

Comparison: 21 similar vehicles

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

Menasha, WI

2017 Honda Civic EX-T

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

2017 Honda Civic EX-T

Menasha, WI

UnscoredLimited · 8
$17,99567,766 mi

Comparison: 8 similar vehicles

Menasha, WI

2013 Nissan 370Z Coupe Base

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

2013 Nissan 370Z Coupe Base

Fond du Lac, WI

UnscoredInsufficient · 0
$17,99578,185 mi

Fond du Lac, WI

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Fond Du Lac, WI

OverpricedLimited · 11
$18,38455,256 mi

Market: $15,999 – $17,612

Comparison: 11 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Fond Du Lac, WI

2020 Dodge Challenger GT

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

2020 Dodge Challenger GT

Sheboygan, WI

Great DealLimited · 14
$18,39963,552 mi

Market: $20,214 – $23,412

Comparison: 14 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 75 days listed (based on current market benchmarks)

Sheboygan, WI

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Plymouth, WI

UnscoredInsufficient · 3
$18,49975,619 mi

Comparison: 3 similar vehicles

Plymouth, WI

2019 BMW 2 Series 230i

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

2019 BMW 2 Series 230i

Wrightstown, WI

UnscoredInsufficient · 0
$18,99584,636 mi

Wrightstown, WI

2017 INFINITI Q60 Coupe Premium

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

2017 INFINITI Q60 Coupe Premium

Appleton, WI

UnscoredLimited · 7
$18,99575,479 mi

Comparison: 7 similar vehicles

Appleton, 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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