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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 21, 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

491 listings found

2011 Chevrolet Cruze 1FL

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

2011 Chevrolet Cruze 1FL

St. Cloud, MN

UnscoredInsufficient · 0
$1,799272,108 mi

St. Cloud, MN

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

St. Cloud, MN

UnscoredLimited · 6
$2,299Mileage not verified

Comparison: 6 similar vehicles

St. Cloud, MN

2002 Toyota Prius Base

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

2002 Toyota Prius Base

Alexandria, MN

UnscoredInsufficient · 0
$2,495257,000 mi

Alexandria, MN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

St. Cloud, MN

UnscoredInsufficient · 3
$2,499235,434 mi

Comparison: 3 similar vehicles

St. Cloud, MN

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

St. Cloud, MN

UnscoredInsufficient · 0
$2,499Mileage not verified

St. Cloud, MN

2005 Honda Accord LX

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

2005 Honda Accord LX

St. Cloud, MN

UnscoredInsufficient · 0
$2,499244,546 mi

St. Cloud, MN

2002 Saturn S-Series SL1

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

2002 Saturn S-Series SL1

Royalton, MN

UnscoredInsufficient · 0
$2,95085,000 mi

Royalton, MN

2006 Audi A4 Base

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

2006 Audi A4 Base

Parkers Prairie, MN

UnscoredInsufficient · 4
$2,995183,231 mi

Comparison: 4 similar vehicles

Parkers Prairie, MN

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

St. Cloud, MN

UnscoredModerate · 25
$2,999196,478 mi

Comparison: 25 similar vehicles

St. Cloud, MN

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999201,316 mi

Pequot Lakes, MN

2009 Mazda MAZDA3 i Touring

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

2009 Mazda MAZDA3 i Touring

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999152,636 mi

Pequot Lakes, MN

2010 Subaru Legacy 2.5i

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

2010 Subaru Legacy 2.5i

Parkers Prairie, MN

UnscoredInsufficient · 0
$3,250196,000 mi

Parkers Prairie, MN

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Alexandria, MN

UnscoredInsufficient · 4
$3,495145,000 mi

Comparison: 4 similar vehicles

Alexandria, MN

2006 Honda Civic EX

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

2006 Honda Civic EX

St. Cloud, MN

UnscoredInsufficient · 4
$3,499255,619 mi

Comparison: 4 similar vehicles

St. Cloud, 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

Waite Park, MN

UnscoredInsufficient · 3
$3,500208,471 mi

Comparison: 3 similar vehicles

Waite Park, MN

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

St. Cloud, MN

UnscoredInsufficient · 0
$3,849193,133 mi

St. Cloud, MN

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Parkers Prairie, MN

UnscoredInsufficient · 0
$3,995174,580 mi

Parkers Prairie, MN

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Glenwood, MN

UnscoredLimited · 14
$3,998152,385 mi

Comparison: 14 similar vehicles

Glenwood, MN

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Glenwood, MN

UnscoredInsufficient · 0
$3,998159,034 mi

Glenwood, MN

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

St. Cloud, MN

UnscoredLimited · 7
$3,999201,825 mi

Comparison: 7 similar vehicles

St. Cloud, MN

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

St. Cloud, MN

UnscoredLimited · 14
$3,999122,425 mi

Comparison: 14 similar vehicles

St. Cloud, MN

2007 Toyota Corolla LE

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

2007 Toyota Corolla LE

St. Cloud, MN

UnscoredInsufficient · 0
$4,074228,010 mi

St. Cloud, MN

No Photo

2012 Chevrolet Cruze LS

Nelson, MN

UnscoredLimited · 5
$4,495180,509 mi

Comparison: 5 similar vehicles

Nelson, MN

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

St. Cloud, MN

Salvage title
$4,500184,544 mi

St. Cloud, MN

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

St. Cloud, MN

UnscoredInsufficient · 0
$4,574187,155 mi

St. Cloud, MN

2007 Kia Spectra EX

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

2007 Kia Spectra EX

St. Cloud, MN

UnscoredInsufficient · 0
$4,900115,152 mi

St. Cloud, MN

2012 BMW 7 Series 750i

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

2012 BMW 7 Series 750i

Little Falls, MN

UnscoredInsufficient · 0
$4,950178,991 mi

Little Falls, MN

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Glenwood, MN

UnscoredInsufficient · 4
$4,989144,679 mi

Comparison: 4 similar vehicles

Glenwood, MN

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Glenwood, MN

UnscoredLimited · 8
$4,989134,732 mi

Comparison: 8 similar vehicles

Glenwood, MN

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Glenwood, MN

Fair PriceLimited · 10
$4,989111,606 mi

Market: $1,659 – $6,975

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Glenwood, MN

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Glenwood, MN

UnscoredInsufficient · 3
$4,989141,698 mi

Comparison: 3 similar vehicles

Glenwood, MN

2014 Chevrolet Sonic LS

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

2014 Chevrolet Sonic LS

St. Cloud, MN

Salvage title
$4,99083,537 mi

St. Cloud, MN

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Parkers Prairie, MN

UnscoredLimited · 13
$4,995177,920 mi

Comparison: 13 similar vehicles

Parkers Prairie, MN

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Brainerd, MN

UnscoredInsufficient · 0
$4,995142,650 mi

Brainerd, MN

2019 Ford Fusion S

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

2019 Ford Fusion S

St. Cloud, MN

UnscoredInsufficient · 0
$4,999Mileage not verified

St. Cloud, MN

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

New London, MN

UnscoredLimited · 8
$4,999171,500 mi

Comparison: 8 similar vehicles

New London, MN

2008 BMW 5 Series 528xi

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

2008 BMW 5 Series 528xi

Pequot Lakes, MN

UnscoredInsufficient · 0
$4,999165,618 mi

Pequot Lakes, MN

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Glenwood, MN

UnscoredInsufficient · 0
$5,340164,628 mi

Glenwood, MN

2015 Nissan Altima S

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

2015 Nissan Altima S

St. Cloud, MN

UnscoredLimited · 18
$5,340217,980 mi

Comparison: 18 similar vehicles

St. Cloud, MN

2011 Chevrolet Cruze LTZ

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

2011 Chevrolet Cruze LTZ

Glenwood, MN

UnscoredInsufficient · 4
$5,340116,127 mi

Comparison: 4 similar vehicles

Glenwood, MN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Waite Park, MN

UnscoredLimited · 9
$5,349106,265 mi

Comparison: 9 similar vehicles

Waite Park, MN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Little Falls, MN

UnscoredLimited · 6
$5,350125,232 mi

Comparison: 6 similar vehicles

Little Falls, MN

2015 Ford Focus SE

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

2015 Ford Focus SE

Rice, MN

Fair PriceModerate · 22
$5,495117,280 mi

Market: $3,165 – $16,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 174 days listed (based on current market benchmarks)

Rice, MN

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, MN

UnscoredInsufficient · 3
$5,495155,169 mi

Comparison: 3 similar vehicles

Rice, MN

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Brainerd, MN

UnscoredInsufficient · 0
$5,499174,516 mi

Brainerd, MN

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Rice, MN

UnscoredLimited · 16
$5,500160,955 mi

Comparison: 16 similar vehicles

Rice, MN

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

St. Cloud, MN

UnscoredInsufficient · 3
$5,500175,891 mi

Comparison: 3 similar vehicles

St. Cloud, MN

2010 Chevrolet Malibu 1LS

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

2010 Chevrolet Malibu 1LS

St. Cloud, MN

Salvage title
$5,500111,583 mi

St. Cloud, MN

2010 BMW 7 Series 750i

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

2010 BMW 7 Series 750i

St. Cloud, MN

UnscoredInsufficient · 0
$5,500211,265 mi

St. Cloud, MN

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Glenwood, MN

UnscoredInsufficient · 4
$5,598120,639 mi

Comparison: 4 similar vehicles

Glenwood, MN

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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