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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

43,406 listings found

1999 Chevrolet Malibu LS

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

1999 Chevrolet Malibu LS

Milwaukee, WI

UnscoredInsufficient · 0
$1,098140,605 mi

Milwaukee, WI

2009 Mazda MAZDA5 Touring

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

2009 Mazda MAZDA5 Touring

Iron Ridge, WI

UnscoredInsufficient · 0
$1,500198,155 mi

Iron Ridge, WI

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Milwaukee, WI

UnscoredLimited · 7
$1,500122,302 mi

Comparison: 7 similar vehicles

Milwaukee, WI

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Milwaukee, WI

UnscoredLimited · 6
$1,535128,990 mi

Comparison: 6 similar vehicles

Milwaukee, WI

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Oak Creek, WI

UnscoredLimited · 7
$1,598145,688 mi

Comparison: 7 similar vehicles

Oak Creek, WI

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Milwaukee, WI

UnscoredModerate · 37
$1,636205,934 mi

Comparison: 37 similar vehicles

Milwaukee, WI

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Greenfield, WI

UnscoredInsufficient · 3
$1,636229,754 mi

Comparison: 3 similar vehicles

Greenfield, WI

2005 Hyundai Tucson GL

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

2005 Hyundai Tucson GL

Milwaukee, WI

UnscoredInsufficient · 0
$1,636143,862 mi

Milwaukee, WI

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Oak Creek, WI

UnscoredInsufficient · 3
$1,636216,879 mi

Comparison: 3 similar vehicles

Oak Creek, WI

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Milwaukee, WI

UnscoredLimited · 6
$1,795111,227 mi

Comparison: 6 similar vehicles

Milwaukee, WI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Waukesha, WI

UnscoredLimited · 9
$1,990197,151 mi

Comparison: 9 similar vehicles

Waukesha, WI

2004 Pontiac Vibe Base

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

2004 Pontiac Vibe Base

Whitewater, WI

UnscoredLimited · 8
$1,995276,878 mi

Comparison: 8 similar vehicles

Whitewater, WI

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Waukesha, WI

UnscoredLimited · 16
$1,998154,690 mi

Comparison: 16 similar vehicles

Waukesha, WI

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Iron Ridge, WI

UnscoredLimited · 13
$2,000219,570 mi

Comparison: 13 similar vehicles

Iron Ridge, WI

2008 Ford E-Series Econoline Van Commercial

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

2008 Ford E-Series Econoline Van Commercial

Omro, WI

UnscoredLimited · 5
$2,000230,000 mi

Comparison: 5 similar vehicles

Omro, WI

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Iron Ridge, WI

UnscoredLimited · 5
$2,000187,942 mi

Comparison: 5 similar vehicles

Iron Ridge, WI

2004 Subaru Outback LIMITED

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

2004 Subaru Outback LIMITED

Iron Ridge, WI

UnscoredInsufficient · 0
$2,000183,936 mi

Iron Ridge, WI

2010 Ford Fusion S

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

2010 Ford Fusion S

Oak Creek, WI

UnscoredInsufficient · 0
$2,098238,602 mi

Oak Creek, WI

2007 Nissan Altima SL

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

2007 Nissan Altima SL

Oak Creek, WI

UnscoredInsufficient · 0
$2,098226,393 mi

Oak Creek, WI

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Oak Creek, WI

UnscoredLimited · 7
$2,098201,944 mi

Comparison: 7 similar vehicles

Oak Creek, WI

2002 Honda Civic EX

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

2002 Honda Civic EX

Milwaukee, WI

UnscoredLimited · 10
$2,098277,245 mi

Comparison: 10 similar vehicles

Milwaukee, WI

2005 Honda Civic Hybrid CVT

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

2005 Honda Civic Hybrid CVT

Milwaukee, WI

UnscoredInsufficient · 0
$2,100177,120 mi

Milwaukee, WI

2002 Chrysler Town & Country LX

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

2002 Chrysler Town & Country LX

Whitewater, WI

UnscoredInsufficient · 0
$2,195120,272 mi

Whitewater, WI

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Milwaukee, WI

UnscoredModerate · 29
$2,200Mileage not verified

Comparison: 29 similar vehicles

Milwaukee, WI

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Milwaukee, WI

UnscoredRobust · 57
$2,230116,407 mi

Comparison: 57 similar vehicles

Milwaukee, WI

2004 Honda Civic EX

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

2004 Honda Civic EX

Greenfield, WI

UnscoredInsufficient · 0
$2,232264,883 mi

Greenfield, WI

2003 Honda Civic LX

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

2003 Honda Civic LX

Whitewater, WI

UnscoredInsufficient · 0
$2,295254,306 mi

Whitewater, WI

1998 Dodge Ram Pickup ST

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

1998 Dodge Ram Pickup ST

Waukesha, WI

UnscoredLimited · 6
$2,390143,212 mi

Comparison: 6 similar vehicles

Waukesha, WI

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Greenfield, WI

UnscoredInsufficient · 0
$2,495241,187 mi

Greenfield, WI

2003 Chevrolet Impala LS

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

2003 Chevrolet Impala LS

Greenfield, WI

UnscoredInsufficient · 0
$2,495190,176 mi

Greenfield, WI

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Whitewater, WI

UnscoredInsufficient · 0
$2,495197,641 mi

Whitewater, WI

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Jefferson, WI

UnscoredInsufficient · 0
$2,498351,506 mi

Jefferson, WI

2013 Ford Focus SE

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

2013 Ford Focus SE

Iron Ridge, WI

Fair PriceModerate · 33
$2,500109,289 mi

Market: $1,600 – $9,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Iron Ridge, WI

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Iron Ridge, WI

UnscoredLimited · 14
$2,500155,413 mi

Comparison: 14 similar vehicles

Iron Ridge, WI

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Iron Ridge, WI

UnscoredInsufficient · 0
$2,500200,194 mi

Iron Ridge, WI

2009 Chevrolet Impala Police Sedan

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

2009 Chevrolet Impala Police Sedan

Oak Creek, WI

UnscoredInsufficient · 0
$2,598160,873 mi

Oak Creek, WI

2003 Toyota Corolla CE

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

2003 Toyota Corolla CE

Milwaukee, WI

UnscoredInsufficient · 0
$2,598170,917 mi

Milwaukee, WI

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Greenfield, WI

UnscoredModerate · 30
$2,632125,321 mi

Comparison: 30 similar vehicles

Greenfield, WI

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Milwaukee, WI

UnscoredLimited · 7
$2,632150,535 mi

Comparison: 7 similar vehicles

Milwaukee, WI

2007 GMC Envoy Denali

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

2007 GMC Envoy Denali

Milwaukee, WI

UnscoredInsufficient · 0
$2,632235,375 mi

Milwaukee, WI

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Greenfield, WI

UnscoredLimited · 8
$2,632256,364 mi

Comparison: 8 similar vehicles

Greenfield, WI

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Milwaukee, WI

UnscoredInsufficient · 0
$2,632144,114 mi

Milwaukee, WI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Greenfield, WI

UnscoredModerate · 28
$2,710175,462 mi

Comparison: 28 similar vehicles

Greenfield, WI

2004 Buick Rendezvous CX AWD

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

2004 Buick Rendezvous CX AWD

Iron Ridge, WI

UnscoredInsufficient · 0
$2,800123,196 mi

Iron Ridge, WI

2001 Dodge Dakota Base

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

2001 Dodge Dakota Base

Milwaukee, WI

UnscoredInsufficient · 0
$2,850152,129 mi

Milwaukee, WI

2009 Kia Sedona LX

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

2009 Kia Sedona LX

Whitewater, WI

UnscoredInsufficient · 0
$2,895239,209 mi

Whitewater, WI

2013 Volkswagen Passat SEL

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

2013 Volkswagen Passat SEL

Waukesha, WI

Salvage title
$2,990163,745 mi

Waukesha, WI

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Pewaukee, WI

UnscoredModerate · 33
$2,990381,000 mi

Comparison: 33 similar vehicles

Pewaukee, WI

2006 Scion xA Base

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

2006 Scion xA Base

Pewaukee, WI

UnscoredInsufficient · 0
$2,990209,000 mi

Pewaukee, WI

2013 Kia Soul Base

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

2013 Kia Soul Base

Milwaukee, WI

UnscoredModerate · 25
$2,995166,638 mi

Comparison: 25 similar vehicles

Milwaukee, 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 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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