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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 3, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

4,762 listings found

2001 Chrysler Sebring LX

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

2001 Chrysler Sebring LX

Colfax, WI

UnscoredInsufficient · 0
$1,300192,952 mi

Colfax, WI

2006 GMC Sierra 1500 SLE1

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

2006 GMC Sierra 1500 SLE1

Colfax, WI

UnscoredInsufficient · 0
$1,999288,918 mi

Colfax, WI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Harris, MN

Unscored
$2,750227,828 mi

Comparison: 5 similar vehicles

Harris, MN

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Rush City, MN

UnscoredInsufficient · 0
$2,995216,344 mi

Rush City, MN

2005 Ford Freestyle Limited

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

2005 Ford Freestyle Limited

Stacy, MN

UnscoredInsufficient · 0
$2,995177,548 mi

Stacy, MN

2004 Nissan Murano SL AWD

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

2004 Nissan Murano SL AWD

Stacy, MN

UnscoredInsufficient · 0
$2,995169,226 mi

Stacy, MN

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Forest Lake, MN

Unscored
$2,999143,366 mi

Comparison: 5 similar vehicles

Forest Lake, MN

2010 Nissan Versa S

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

2010 Nissan Versa S

Forest Lake, MN

UnscoredInsufficient · 0
$2,999161,096 mi

Forest Lake, MN

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Colfax, WI

UnscoredInsufficient · 3
$2,999307,214 mi

Comparison: 3 similar vehicles

Colfax, WI

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Rice Lake, WI

UnscoredInsufficient · 3
$2,999260,871 mi

Comparison: 3 similar vehicles

Rice Lake, WI

2015 Ford Focus SE

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

2015 Ford Focus SE

Harris, MN

UnscoredInsufficient · 4
$3,165131,010 mi

Comparison: 4 similar vehicles

Harris, MN

2006 Honda Civic EX

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

2006 Honda Civic EX

Harris, MN

Unscored
$3,165265,601 mi

Comparison: 5 similar vehicles

Harris, MN

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Harris, MN

Unscored
$3,450143,653 mi

Comparison: 5 similar vehicles

Harris, MN

2014 Ford Focus SE

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

2014 Ford Focus SE

Turtle Lake, WI

UnscoredInsufficient · 3
$3,495215,980 mi

Comparison: 3 similar vehicles

Turtle Lake, WI

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Forest Lake, MN

UnscoredInsufficient · 3
$3,499140,375 mi

Comparison: 3 similar vehicles

Forest Lake, MN

2009 Subaru Forester X Premium Package

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

2009 Subaru Forester X Premium Package

Harris, MN

UnscoredInsufficient · 0
$3,820162,722 mi

Harris, MN

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Menomonie, WI

Unscored
$3,849217,241 mi

Comparison: 27 similar vehicles

Menomonie, WI

2004 Saab 9-3 Arc

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

2004 Saab 9-3 Arc

Hayward, WI

UnscoredInsufficient · 0
$3,900130,036 mi

Hayward, WI

2013 Chevrolet Malibu 2SA

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

2013 Chevrolet Malibu 2SA

Rush City, MN

UnscoredInsufficient · 0
$3,995218,299 mi

Rush City, MN

2012 Kia Sedona EX

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

2012 Kia Sedona EX

Stacy, MN

UnscoredInsufficient · 0
$3,995200,954 mi

Stacy, MN

2011 Chrysler Town & Country Limited

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

2011 Chrysler Town & Country Limited

Forest Lake, MN

UnscoredInsufficient · 0
$3,995168,785 mi

Forest Lake, MN

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Rush City, MN

Unscored
$3,995243,962 mi

Comparison: 6 similar vehicles

Rush City, MN

2008 Nissan Quest S

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

2008 Nissan Quest S

Rush City, MN

UnscoredInsufficient · 0
$3,995154,696 mi

Rush City, MN

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Forest Lake, MN

UnscoredInsufficient · 0
$3,995250,352 mi

Forest Lake, MN

2001 Lexus ES 300

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

2001 Lexus ES 300

Rush City, MN

UnscoredInsufficient · 0
$3,995112,121 mi

Rush City, MN

1994 Toyota Camry

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

1994 Toyota Camry

Frederic, WI

UnscoredInsufficient · 0
$3,995Mileage not verified

Frederic, WI

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Rice Lake, WI

Unscored
$3,999210,411 mi

Comparison: 6 similar vehicles

Rice Lake, WI

2009 Subaru Forester 2.5X Limited

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

2009 Subaru Forester 2.5X Limited

Forest Lake, MN

UnscoredInsufficient · 0
$3,999173,094 mi

Forest Lake, MN

2008 Pontiac G6 1SV

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

2008 Pontiac G6 1SV

Forest Lake, MN

UnscoredInsufficient · 0
$3,999117,903 mi

Forest Lake, MN

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Forest Lake, MN

UnscoredInsufficient · 4
$3,999157,913 mi

Comparison: 4 similar vehicles

Forest Lake, MN

2017 Kia Soul +

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

2017 Kia Soul +

Barron, WI

Unscored
$4,118164,476 mi

Comparison: 5 similar vehicles

Barron, WI

1999 Chevrolet Suburban Base

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

1999 Chevrolet Suburban Base

Hayward, WI

UnscoredInsufficient · 0
$4,200189,273 mi

Hayward, WI

2012 Chevrolet Malibu 2LZ

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

2012 Chevrolet Malibu 2LZ

Rice Lake, WI

UnscoredInsufficient · 0
$4,399171,000 mi

Rice Lake, WI

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Rice Lake, WI

Unscored
$4,399269,071 mi

Comparison: 20 similar vehicles

Rice Lake, WI

2004 Toyota RAV4 Base

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

2004 Toyota RAV4 Base

Stacy, MN

UnscoredInsufficient · 0
$4,495157,845 mi

Stacy, MN

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Forest Lake, MN

UnscoredInsufficient · 0
$4,49985,310 mi

Forest Lake, MN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Barron, WI

Unscored
$4,623136,027 mi

Comparison: 22 similar vehicles

Barron, WI

2017 Ford Focus SE

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

2017 Ford Focus SE

Harris, MN

Unscored
$4,670141,861 mi

Comparison: 5 similar vehicles

Harris, MN

2008 GMC Acadia SLT2

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

2008 GMC Acadia SLT2

Menomonie, WI

UnscoredInsufficient · 4
$4,895143,040 mi

Comparison: 4 similar vehicles

Menomonie, WI

2014 Honda Accord Sport

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

2014 Honda Accord Sport

Harris, MN

UnscoredInsufficient · 0
$4,970193,677 mi

Harris, MN

2012 Chevrolet Malibu Fleet

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

2012 Chevrolet Malibu Fleet

Rice Lake, WI

UnscoredInsufficient · 0
$4,990164,580 mi

Rice Lake, WI

2013 Buick Verano 1SD

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

2013 Buick Verano 1SD

Rush City, MN

Salvage title
$4,995208,265 mi

Rush City, MN

2012 Kia Forte EX

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

2012 Kia Forte EX

Rush City, MN

UnscoredInsufficient · 0
$4,995141,524 mi

Rush City, MN

2007 Chevrolet Monte Carlo LT

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

2007 Chevrolet Monte Carlo LT

Rush City, MN

UnscoredInsufficient · 0
$4,99598,373 mi

Rush City, MN

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Frederic, WI

Unscored
$4,995248,869 mi

Comparison: 10 similar vehicles

Frederic, WI

1996 Chrysler Sebring

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

1996 Chrysler Sebring

Turtle Lake, WI

UnscoredInsufficient · 0
$4,995150,160 mi

Turtle Lake, WI

2011 Chevrolet Cruze LTZ

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

2011 Chevrolet Cruze LTZ

Forest Lake, MN

UnscoredInsufficient · 4
$4,997175,415 mi

Comparison: 4 similar vehicles

Forest Lake, MN

2011 Honda CR-V EX

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

2011 Honda CR-V EX

Rice Lake, WI

Unscored
$4,999228,000 mi

Comparison: 11 similar vehicles

Rice Lake, WI

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Rice Lake, WI

UnscoredInsufficient · 0
$4,999184,000 mi

Rice Lake, WI

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Forest Lake, MN

UnscoredInsufficient · 4
$4,999151,968 mi

Comparison: 4 similar vehicles

Forest Lake, MN

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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