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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

130 listings found

2008 Buick LaCrosse CX

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

2008 Buick LaCrosse CX

Cambridge, MN

Salvage title
$1,999353,543 mi

Cambridge, 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 · 3
$2,995216,344 mi

Comparison: 3 similar vehicles

Rush City, MN

2009 Kia Optima LX

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

2009 Kia Optima LX

Cambridge, MN

UnscoredInsufficient · 0
$2,999251,614 mi

Cambridge, MN

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

UnscoredLimited · 5
$3,165265,601 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

UnscoredModerate · 26
$3,495215,980 mi

Comparison: 26 similar vehicles

Turtle Lake, WI

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Harris, MN

UnscoredLimited · 6
$3,500162,958 mi

Comparison: 6 similar vehicles

Harris, MN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Cambridge, MN

UnscoredInsufficient · 3
$3,595207,943 mi

Comparison: 3 similar vehicles

Cambridge, MN

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Cambridge, MN

UnscoredLimited · 16
$3,800103,626 mi

Comparison: 16 similar vehicles

Cambridge, MN

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

2018 Ford Focus SE

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

2018 Ford Focus SE

Cambridge, MN

UnscoredInsufficient · 4
$3,999195,919 mi

Comparison: 4 similar vehicles

Cambridge, MN

2013 Ford Focus SE

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

2013 Ford Focus SE

Cambridge, MN

UnscoredLimited · 5
$3,999162,633 mi

Comparison: 5 similar vehicles

Cambridge, 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 Lake, WI

UnscoredLimited · 5
$3,999210,411 mi

Comparison: 5 similar vehicles

Rice Lake, WI

2011 Nissan Versa S

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

2011 Nissan Versa S

Cambridge, MN

UnscoredInsufficient · 0
$3,999157,475 mi

Cambridge, MN

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Cambridge, MN

UnscoredInsufficient · 0
$3,999189,875 mi

Cambridge, MN

2015 Ford Fusion Energi Titanium

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

2015 Ford Fusion Energi Titanium

Harris, MN

UnscoredInsufficient · 0
$4,000150,042 mi

Harris, MN

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

UnscoredLimited · 15
$4,399269,071 mi

Comparison: 15 similar vehicles

Rice Lake, WI

2014 Nissan Altima S

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

2014 Nissan Altima S

Cambridge, MN

UnscoredLimited · 6
$4,500179,952 mi

Comparison: 6 similar vehicles

Cambridge, MN

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

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Cambridge, MN

UnscoredLimited · 6
$4,995189,500 mi

Comparison: 6 similar vehicles

Cambridge, MN

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Cambridge, MN

UnscoredLimited · 9
$4,995161,184 mi

Comparison: 9 similar vehicles

Cambridge, MN

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

2003 Nissan Altima S

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

2003 Nissan Altima S

Pine City, MN

UnscoredInsufficient · 0
$4,99599,859 mi

Pine City, MN

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Cambridge, MN

UnscoredLimited · 5
$4,999160,793 mi

Comparison: 5 similar vehicles

Cambridge, MN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Cambridge, MN

UnscoredInsufficient · 0
$4,999150,681 mi

Cambridge, MN

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Cambridge, MN

UnscoredInsufficient · 3
$4,999195,065 mi

Comparison: 3 similar vehicles

Cambridge, MN

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Harris, MN

UnscoredInsufficient · 0
$5,000102,494 mi

Harris, MN

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Cambridge, MN

UnscoredInsufficient · 4
$5,495140,633 mi

Comparison: 4 similar vehicles

Cambridge, MN

2014 Ford Taurus SE

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

2014 Ford Taurus SE

Rush City, MN

UnscoredInsufficient · 0
$5,495192,450 mi

Rush City, MN

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Cambridge, MN

UnscoredLimited · 5
$5,49997,590 mi

Comparison: 5 similar vehicles

Cambridge, MN

2015 Buick Regal Base

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

2015 Buick Regal Base

Harris, MN

UnscoredInsufficient · 0
$5,500159,123 mi

Harris, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Cambridge, MN

UnscoredLimited · 19
$5,595171,407 mi

Comparison: 19 similar vehicles

Cambridge, MN

2005 Buick LaCrosse CX

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

2005 Buick LaCrosse CX

Rice Lake, WI

UnscoredInsufficient · 0
$5,699161,000 mi

Rice Lake, WI

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Turtle Lake, WI

UnscoredLimited · 9
$5,995120,529 mi

Comparison: 9 similar vehicles

Turtle Lake, WI

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Cambridge, MN

UnscoredLimited · 10
$5,995126,580 mi

Comparison: 10 similar vehicles

Cambridge, MN

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Pine City, MN

UnscoredLimited · 16
$5,995127,423 mi

Comparison: 16 similar vehicles

Pine City, MN

2012 Toyota Camry LE

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

2012 Toyota Camry LE

North Branch, MN

UnscoredLimited · 10
$5,995249,642 mi

Comparison: 10 similar vehicles

North Branch, MN

2013 Toyota Corolla L

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

2013 Toyota Corolla L

Harris, MN

UnscoredInsufficient · 0
$6,000141,634 mi

Harris, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Pine City, MN

UnscoredLimited · 7
$6,495163,000 mi

Comparison: 7 similar vehicles

Pine City, MN

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Frederic, WI

UnscoredInsufficient · 3
$6,695Mileage not verified

Comparison: 3 similar vehicles

Frederic, WI

2016 Buick Verano 1SH

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

2016 Buick Verano 1SH

Rice Lake, WI

UnscoredInsufficient · 0
$6,950152,592 mi

Rice Lake, WI

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Rice Lake, WI

UnscoredLimited · 14
$6,990149,632 mi

Comparison: 14 similar vehicles

Rice Lake, WI

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Rush City, MN

UnscoredLimited · 6
$6,995141,200 mi

Comparison: 6 similar vehicles

Rush City, MN

2014 Kia Optima LX

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

2014 Kia Optima LX

Rush City, MN

UnscoredInsufficient · 0
$6,995145,620 mi

Rush City, MN

2013 Honda Accord EX

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

2013 Honda Accord EX

Cambridge, MN

UnscoredInsufficient · 0
$6,995201,500 mi

Cambridge, MN

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

North Branch, MN

UnscoredInsufficient · 0
$6,995108,000 mi

North Branch, MN

2003 Toyota Corolla S

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

2003 Toyota Corolla S

Osceola, WI

UnscoredInsufficient · 0
$6,995149,005 mi

Osceola, WI

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Pine City, MN

UnscoredModerate · 32
$7,495136,650 mi

Comparison: 32 similar vehicles

Pine City, 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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