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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

4,729 listings found

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Cresco, IA

UnscoredLimited · 19
$2,200182,085 mi

Comparison: 19 similar vehicles

Cresco, IA

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Rochester, MN

UnscoredInsufficient · 3
$2,250180,740 mi

Comparison: 3 similar vehicles

Rochester, MN

2004 Honda Element EX

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

2004 Honda Element EX

Rochester, MN

UnscoredInsufficient · 3
$2,500206,685 mi

Comparison: 3 similar vehicles

Rochester, MN

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Pine Island, MN

UnscoredInsufficient · 0
$2,50090,246 mi

Pine Island, MN

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Rochester, MN

UnscoredInsufficient · 3
$2,900172,050 mi

Comparison: 3 similar vehicles

Rochester, MN

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Cresco, IA

UnscoredLimited · 5
$2,900185,993 mi

Comparison: 5 similar vehicles

Cresco, IA

2011 Mitsubishi Outlander SE

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

2011 Mitsubishi Outlander SE

Pine Island, MN

UnscoredInsufficient · 0
$2,995191,086 mi

Pine Island, MN

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Rochester, MN

UnscoredLimited · 8
$2,999192,787 mi

Comparison: 8 similar vehicles

Rochester, MN

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Rochester, MN

UnscoredLimited · 5
$2,999217,000 mi

Comparison: 5 similar vehicles

Rochester, MN

2015 Volkswagen Tiguan SEL

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

2015 Volkswagen Tiguan SEL

Rochester, MN

UnscoredInsufficient · 0
$2,999208,600 mi

Rochester, MN

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Rochester, MN

UnscoredInsufficient · 3
$2,999210,000 mi

Comparison: 3 similar vehicles

Rochester, MN

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Rochester, MN

UnscoredInsufficient · 3
$2,999189,966 mi

Comparison: 3 similar vehicles

Rochester, MN

2011 Nissan Murano SV

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

2011 Nissan Murano SV

Rochester, MN

UnscoredInsufficient · 0
$2,999199,000 mi

Rochester, MN

2009 Saturn Outlook XE

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

2009 Saturn Outlook XE

Rochester, MN

UnscoredInsufficient · 0
$2,999153,112 mi

Rochester, MN

2008 Chevrolet Suburban LT

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

2008 Chevrolet Suburban LT

Pine Island, MN

UnscoredInsufficient · 3
$2,999228,757 mi

Comparison: 3 similar vehicles

Pine Island, MN

2008 Mitsubishi Endeavor LS

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

2008 Mitsubishi Endeavor LS

Rochester, MN

UnscoredInsufficient · 0
$2,999171,000 mi

Rochester, MN

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Rochester, MN

UnscoredLimited · 11
$2,999166,000 mi

Comparison: 11 similar vehicles

Rochester, MN

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

Rochester, MN

UnscoredInsufficient · 0
$2,999173,000 mi

Rochester, MN

2010 Dodge Journey SE

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

2010 Dodge Journey SE

Northfield, MN

UnscoredInsufficient · 0
$3,037136,115 mi

Northfield, MN

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Winona, MN

UnscoredLimited · 6
$3,074101,576 mi

Comparison: 6 similar vehicles

Winona, MN

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Rochester, MN

UnscoredInsufficient · 0
$3,149304,851 mi

Rochester, MN

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Pine Island, MN

UnscoredLimited · 18
$3,495149,518 mi

Comparison: 18 similar vehicles

Pine Island, MN

2008 Jeep Grand Cherokee Overland

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

2008 Jeep Grand Cherokee Overland

Austin, MN

UnscoredInsufficient · 0
$3,495201,385 mi

Austin, MN

2005 Hyundai Santa Fe GLS

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

2005 Hyundai Santa Fe GLS

Austin, MN

UnscoredInsufficient · 0
$3,495161,539 mi

Austin, MN

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Rochester, MN

UnscoredLimited · 11
$3,499146,000 mi

Comparison: 11 similar vehicles

Rochester, MN

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Houston, MN

UnscoredLimited · 7
$3,499190,865 mi

Comparison: 7 similar vehicles

Houston, MN

2014 Nissan Rogue SV

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

2014 Nissan Rogue SV

Pine Island, MN

UnscoredLimited · 6
$3,500181,680 mi

Comparison: 6 similar vehicles

Pine Island, MN

2011 Ford Explorer Base

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

2011 Ford Explorer Base

Cresco, IA

UnscoredInsufficient · 0
$3,500227,419 mi

Cresco, IA

2011 Volkswagen Tiguan S

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

2011 Volkswagen Tiguan S

Lake City, MN

UnscoredLimited · 6
$3,500145,000 mi

Comparison: 6 similar vehicles

Lake City, MN

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Rochester, MN

UnscoredLimited · 6
$3,500192,997 mi

Comparison: 6 similar vehicles

Rochester, MN

2007 Jeep Grand Cherokee Limited

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

2007 Jeep Grand Cherokee Limited

Rochester, MN

UnscoredInsufficient · 3
$3,500173,000 mi

Comparison: 3 similar vehicles

Rochester, MN

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Cresco, IA

UnscoredInsufficient · 0
$3,50083,552 mi

Cresco, IA

2011 Dodge Journey Express

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

2011 Dodge Journey Express

Rochester, MN

UnscoredInsufficient · 0
$3,695220,000 mi

Rochester, MN

2009 Nissan Murano LE

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

2009 Nissan Murano LE

Rochester, MN

UnscoredInsufficient · 0
$3,965172,370 mi

Rochester, MN

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Rochester, MN

UnscoredInsufficient · 4
$3,995162,373 mi

Comparison: 4 similar vehicles

Rochester, MN

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Rochester, MN

UnscoredLimited · 6
$3,995178,329 mi

Comparison: 6 similar vehicles

Rochester, MN

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Rochester, MN

UnscoredRobust · 51
$3,995227,359 mi

Comparison: 51 similar vehicles

Rochester, MN

2011 Buick Enclave CXL-2

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

2011 Buick Enclave CXL-2

Pine Island, MN

UnscoredInsufficient · 0
$3,995197,112 mi

Pine Island, MN

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Austin, MN

UnscoredInsufficient · 0
$3,995203,123 mi

Austin, MN

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Austin, MN

Fair PriceLimited · 19
$3,995Mileage not verified

Market: $2,999 – $8,338

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Austin, MN

2007 GMC Envoy SLT

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

2007 GMC Envoy SLT

Pine Island, MN

UnscoredInsufficient · 0
$3,995217,397 mi

Pine Island, MN

2002 Chevrolet Tracker Base

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

2002 Chevrolet Tracker Base

Pine Island, MN

UnscoredInsufficient · 0
$3,995108,012 mi

Pine Island, MN

2018 Ford Escape SE

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

2018 Ford Escape SE

Rochester, MN

UnscoredLimited · 5
$3,999250,397 mi

Comparison: 5 similar vehicles

Rochester, MN

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Pine Island, MN

UnscoredModerate · 27
$3,999161,317 mi

Comparison: 27 similar vehicles

Pine Island, MN

2016 Ford Escape Titanium

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

2016 Ford Escape Titanium

Rochester, MN

UnscoredRobust · 50
$3,999195,103 mi

Comparison: 50 similar vehicles

Rochester, MN

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Rochester, MN

UnscoredLimited · 8
$3,999235,000 mi

Comparison: 8 similar vehicles

Rochester, MN

2013 Ford Escape S

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

2013 Ford Escape S

Rochester, MN

UnscoredLimited · 7
$3,999145,917 mi

Comparison: 7 similar vehicles

Rochester, MN

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Rochester, MN

UnscoredInsufficient · 3
$3,999171,111 mi

Comparison: 3 similar vehicles

Rochester, MN

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Rochester, MN

UnscoredModerate · 43
$3,999145,000 mi

Comparison: 43 similar vehicles

Rochester, MN

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Houston, MN

UnscoredLimited · 5
$3,999197,062 mi

Comparison: 5 similar vehicles

Houston, 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. 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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