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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

352 listings found

1999 Volvo S70 Base

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

1999 Volvo S70 Base

Cudahy, WI

UnscoredInsufficient · 0
$2,895159,167 mi

Cudahy, WI

2009 Kia Sportage EX

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

2009 Kia Sportage EX

Cudahy, WI

UnscoredInsufficient · 0
$3,995159,890 mi

Cudahy, WI

2009 Mitsubishi Outlander ES

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

2009 Mitsubishi Outlander ES

Cudahy, WI

UnscoredInsufficient · 0
$4,495163,731 mi

Cudahy, WI

2007 Nissan Altima S

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

2007 Nissan Altima S

Cudahy, WI

Unscored
$4,495156,387 mi

Comparison: 5 similar vehicles

Cudahy, WI

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Cudahy, WI

UnscoredInsufficient · 3
$4,995156,436 mi

Comparison: 3 similar vehicles

Cudahy, WI

2011 Kia Sedona LX

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

2011 Kia Sedona LX

Cudahy, WI

UnscoredInsufficient · 0
$5,495148,469 mi

Cudahy, WI

2014 Nissan Murano S

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

2014 Nissan Murano S

Cudahy, WI

Unscored
$5,995146,375 mi

Comparison: 9 similar vehicles

Cudahy, WI

2013 Dodge Grand Caravan SE

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

2013 Dodge Grand Caravan SE

Cudahy, WI

UnscoredInsufficient · 4
$5,995131,709 mi

Comparison: 4 similar vehicles

Cudahy, WI

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Cudahy, WI

Fair PriceModerate · 41
$5,99590,364 mi

Market: $3,495 – $9,995

Comparison: 41 similar vehicles

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

Cudahy, WI

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Cudahy, WI

UnscoredInsufficient · 4
$5,995128,901 mi

Comparison: 4 similar vehicles

Cudahy, WI

2009 Mazda MAZDA6 i Touring

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

2009 Mazda MAZDA6 i Touring

Cudahy, WI

UnscoredInsufficient · 0
$5,995136,506 mi

Cudahy, WI

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Cudahy, WI

Fair PriceLimited · 10
$5,995117,656 mi

Market: $2,750 – $8,375

Comparison: 10 similar vehicles

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

Cudahy, WI

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Cudahy, WI

UnscoredInsufficient · 4
$5,995155,104 mi

Comparison: 4 similar vehicles

Cudahy, WI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Cudahy, WI

Fair PriceRobust · 54
$6,495100,337 mi

Market: $2,995 – $14,350

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Cudahy, WI

2014 Chrysler Town & Country S

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

2014 Chrysler Town & Country S

Cudahy, WI

Unscored
$6,495156,663 mi

Comparison: 5 similar vehicles

Cudahy, WI

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Cudahy, WI

Fair PriceLimited · 18
$6,49596,488 mi

Market: $1,600 – $7,995

Comparison: 18 similar vehicles

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

Cudahy, WI

2012 Subaru Impreza 2.0I Premium

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

2012 Subaru Impreza 2.0I Premium

Cudahy, WI

Unscored
$6,495144,657 mi

Comparison: 13 similar vehicles

Cudahy, WI

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Cudahy, WI

Unscored
$6,495139,887 mi

Comparison: 16 similar vehicles

Cudahy, WI

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Cudahy, WI

Unscored
$6,495184,436 mi

Comparison: 40 similar vehicles

Cudahy, WI

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Cudahy, WI

Fair PriceLimited · 10
$6,49592,021 mi

Market: $2,750 – $8,375

Comparison: 10 similar vehicles

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

Cudahy, WI

2020 Nissan Rogue S

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

2020 Nissan Rogue S

Cudahy, WI

Unscored
$6,99596,582 mi

Comparison: 53 similar vehicles

Cudahy, WI

2015 Hyundai Tucson SE

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

2015 Hyundai Tucson SE

Cudahy, WI

Unscored
$6,995148,859 mi

Comparison: 14 similar vehicles

Cudahy, WI

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Cudahy, WI

Unscored
$6,995211,090 mi

Comparison: 25 similar vehicles

Cudahy, WI

2011 Ford Flex Limited

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

2011 Ford Flex Limited

Cudahy, WI

UnscoredInsufficient · 0
$6,995141,083 mi

Cudahy, WI

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Cudahy, WI

Unscored
$6,995100,219 mi

Comparison: 10 similar vehicles

Cudahy, WI

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Cudahy, WI

Unscored
$6,995135,816 mi

Comparison: 5 similar vehicles

Cudahy, WI

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Cudahy, WI

Unscored
$6,995153,419 mi

Comparison: 11 similar vehicles

Cudahy, WI

2011 Subaru Forester X

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

2011 Subaru Forester X

Cudahy, WI

Unscored
$6,995133,427 mi

Comparison: 12 similar vehicles

Cudahy, WI

2010 Chevrolet Traverse LS

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

2010 Chevrolet Traverse LS

Cudahy, WI

Fair PriceLimited · 13
$6,99594,562 mi

Market: $2,309 – $6,999

Comparison: 13 similar vehicles

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

Cudahy, WI

2005 Mercury Mountaineer Premier

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

2005 Mercury Mountaineer Premier

Cudahy, WI

UnscoredInsufficient · 0
$6,99596,160 mi

Cudahy, WI

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Cudahy, WI

Salvage title
$6,999103,784 mi

Cudahy, WI

2016 Honda Pilot EX

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

2016 Honda Pilot EX

Cudahy, WI

Unscored
$7,362200,190 mi

Comparison: 12 similar vehicles

Cudahy, WI

2011 Mercury Mariner Base

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

2011 Mercury Mariner Base

Cudahy, WI

UnscoredInsufficient · 0
$7,495111,764 mi

Cudahy, WI

2008 Honda Accord EX-L V6

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

2008 Honda Accord EX-L V6

Cudahy, WI

Unscored
$7,595140,009 mi

Comparison: 11 similar vehicles

Cudahy, WI

2018 Mitsubishi Outlander Sport SE

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

2018 Mitsubishi Outlander Sport SE

Cudahy, WI

Unscored
$7,995144,048 mi

Comparison: 6 similar vehicles

Cudahy, WI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Cudahy, WI

Unscored
$7,995133,300 mi

Comparison: 13 similar vehicles

Cudahy, WI

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Cudahy, WI

Fair PriceModerate · 33
$7,99599,380 mi

Market: $3,295 – $8,495

Comparison: 33 similar vehicles

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

Cudahy, WI

2009 Ford Edge SE

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

2009 Ford Edge SE

Cudahy, WI

UnscoredInsufficient · 0
$7,99592,641 mi

Cudahy, WI

2009 Lexus ES 350

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

2009 Lexus ES 350

Cudahy, WI

Unscored
$7,995141,336 mi

Comparison: 7 similar vehicles

Cudahy, WI

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Cudahy, WI

Salvage title
$7,99990,208 mi

Cudahy, WI

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

Cudahy, WI

Salvage title
$7,99981,603 mi

Cudahy, WI

2014 Nissan Sentra SL

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

2014 Nissan Sentra SL

Cudahy, WI

Salvage title
$8,49985,909 mi

Cudahy, WI

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Cudahy, WI

Unscored
$8,500206,171 mi

Comparison: 34 similar vehicles

Cudahy, WI

2018 Dodge Journey SXT

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

2018 Dodge Journey SXT

Cudahy, WI

UnscoredInsufficient · 3
$8,995110,502 mi

Comparison: 3 similar vehicles

Cudahy, WI

2018 Nissan Rogue S

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

2018 Nissan Rogue S

Cudahy, WI

Unscored
$8,99594,585 mi

Comparison: 7 similar vehicles

Cudahy, WI

2016 Ford Escape Titanium

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

2016 Ford Escape Titanium

Cudahy, WI

Fair PriceLimited · 17
$8,995108,600 mi

Market: $7,799 – $12,990

Comparison: 17 similar vehicles

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

Cudahy, WI

2015 Dodge Grand Caravan SXT

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

2015 Dodge Grand Caravan SXT

Cudahy, WI

UnscoredInsufficient · 4
$8,995103,996 mi

Comparison: 4 similar vehicles

Cudahy, WI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Cudahy, WI

OverpricedModerate · 35
$8,99579,590 mi

Market: $1,599 – $7,995

Comparison: 35 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Cudahy, WI

2008 BMW 6 Series 650i

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

2008 BMW 6 Series 650i

Cudahy, WI

UnscoredInsufficient · 0
$8,99574,745 mi

Cudahy, WI

2018 Nissan Versa Sedan S Plus

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

2018 Nissan Versa Sedan S Plus

Cudahy, WI

Salvage title
$8,99963,432 mi

Cudahy, 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.
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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