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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

342 listings found

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Murphysboro, IL

UnscoredInsufficient · 0
$2,595220,896 mi

Murphysboro, IL

2007 Saturn ION 2

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

2007 Saturn ION 2

Murphysboro, IL

UnscoredInsufficient · 0
$2,995162,852 mi

Murphysboro, IL

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Murphysboro, IL

UnscoredInsufficient · 0
$2,995244,046 mi

Murphysboro, IL

2004 Ford Taurus SE

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

2004 Ford Taurus SE

Murphysboro, IL

UnscoredInsufficient · 3
$2,995101,833 mi

Comparison: 3 similar vehicles

Murphysboro, IL

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Murphysboro, IL

Unscored
$2,995260,221 mi

Comparison: 8 similar vehicles

Murphysboro, IL

2002 Ford Taurus LX

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

2002 Ford Taurus LX

Murphysboro, IL

UnscoredInsufficient · 0
$2,99595,212 mi

Murphysboro, IL

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Murphysboro, IL

UnscoredInsufficient · 0
$3,595168,512 mi

Murphysboro, IL

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Murphysboro, IL

Unscored
$3,595186,077 mi

Comparison: 7 similar vehicles

Murphysboro, IL

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Murphysboro, IL

Unscored
$3,595198,239 mi

Comparison: 8 similar vehicles

Murphysboro, IL

2006 Honda Civic EX

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

2006 Honda Civic EX

Murphysboro, IL

UnscoredInsufficient · 4
$3,595191,931 mi

Comparison: 4 similar vehicles

Murphysboro, IL

2005 Chevrolet Impala LS

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

2005 Chevrolet Impala LS

Murphysboro, IL

Unscored
$3,595158,706 mi

Comparison: 6 similar vehicles

Murphysboro, IL

2003 Mercedes-Benz C-Class C240

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

2003 Mercedes-Benz C-Class C240

Murphysboro, IL

UnscoredInsufficient · 0
$3,595181,575 mi

Murphysboro, IL

2012 Mitsubishi i-MiEV ES

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

2012 Mitsubishi i-MiEV ES

Murphysboro, IL

UnscoredInsufficient · 0
$3,795152,036 mi

Murphysboro, IL

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Murphysboro, IL

Unscored
$3,795184,149 mi

Comparison: 8 similar vehicles

Murphysboro, IL

2008 Nissan Versa S

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

2008 Nissan Versa S

Murphysboro, IL

UnscoredInsufficient · 0
$3,795173,542 mi

Murphysboro, IL

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Murphysboro, IL

UnscoredInsufficient · 0
$3,795195,900 mi

Murphysboro, IL

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Murphysboro, IL

UnscoredInsufficient · 0
$3,795170,950 mi

Murphysboro, IL

2016 Chevrolet Sonic LS

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

2016 Chevrolet Sonic LS

Murphysboro, IL

Unscored
$3,995178,025 mi

Comparison: 6 similar vehicles

Murphysboro, IL

2014 Volkswagen Golf TDI

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

2014 Volkswagen Golf TDI

Murphysboro, IL

UnscoredInsufficient · 0
$3,995236,919 mi

Murphysboro, IL

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Murphysboro, IL

Unscored
$3,995181,899 mi

Comparison: 5 similar vehicles

Murphysboro, IL

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Murphysboro, IL

UnscoredInsufficient · 0
$3,995207,441 mi

Murphysboro, IL

2009 Honda Civic EX

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

2009 Honda Civic EX

Murphysboro, IL

Unscored
$3,995208,687 mi

Comparison: 5 similar vehicles

Murphysboro, IL

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Murphysboro, IL

UnscoredInsufficient · 0
$3,995180,069 mi

Murphysboro, IL

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Murphysboro, IL

UnscoredInsufficient · 0
$3,995167,295 mi

Murphysboro, IL

2009 Nissan Versa S

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

2009 Nissan Versa S

Murphysboro, IL

UnscoredInsufficient · 3
$3,995176,985 mi

Comparison: 3 similar vehicles

Murphysboro, IL

2009 Honda Civic HYBRID

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

2009 Honda Civic HYBRID

Murphysboro, IL

UnscoredInsufficient · 0
$3,995209,437 mi

Murphysboro, IL

2008 Jeep Commander Sport

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

2008 Jeep Commander Sport

Murphysboro, IL

UnscoredInsufficient · 0
$3,995215,255 mi

Murphysboro, IL

2008 Volkswagen New Beetle S

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

2008 Volkswagen New Beetle S

Murphysboro, IL

UnscoredInsufficient · 0
$3,995168,101 mi

Murphysboro, IL

2008 Kia Sorento EX

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

2008 Kia Sorento EX

Murphysboro, IL

UnscoredInsufficient · 0
$3,995184,358 mi

Murphysboro, IL

2007 Dodge Caliber SXT

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

2007 Dodge Caliber SXT

Murphysboro, IL

UnscoredInsufficient · 0
$3,995123,766 mi

Murphysboro, IL

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Murphysboro, IL

UnscoredInsufficient · 0
$3,995181,832 mi

Murphysboro, IL

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Murphysboro, IL

Unscored
$3,995158,949 mi

Comparison: 6 similar vehicles

Murphysboro, IL

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Murphysboro, IL

UnscoredInsufficient · 0
$3,995156,712 mi

Murphysboro, IL

2007 Saturn ION 2

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

2007 Saturn ION 2

Murphysboro, IL

UnscoredInsufficient · 0
$3,995113,323 mi

Murphysboro, IL

2007 Honda Accord 3.0 SE

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

2007 Honda Accord 3.0 SE

Murphysboro, IL

UnscoredInsufficient · 0
$3,995250,112 mi

Murphysboro, IL

2007 Toyota Sienna CE

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

2007 Toyota Sienna CE

Murphysboro, IL

UnscoredInsufficient · 0
$3,995204,621 mi

Murphysboro, IL

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Murphysboro, IL

UnscoredInsufficient · 0
$3,995170,120 mi

Murphysboro, IL

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

Murphysboro, IL

UnscoredInsufficient · 0
$3,995160,844 mi

Murphysboro, IL

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Murphysboro, IL

UnscoredInsufficient · 0
$3,995121,605 mi

Murphysboro, IL

2005 Toyota Matrix XR

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

2005 Toyota Matrix XR

Murphysboro, IL

UnscoredInsufficient · 3
$3,995239,268 mi

Comparison: 3 similar vehicles

Murphysboro, IL

2005 Mazda Tribute i

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

2005 Mazda Tribute i

Murphysboro, IL

UnscoredInsufficient · 0
$3,995167,046 mi

Murphysboro, IL

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Murphysboro, IL

UnscoredInsufficient · 0
$3,995179,194 mi

Murphysboro, IL

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

Murphysboro, IL

UnscoredInsufficient · 0
$3,995177,300 mi

Murphysboro, IL

2002 INFINITI I35 Luxury

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

2002 INFINITI I35 Luxury

Murphysboro, IL

UnscoredInsufficient · 0
$3,995150,390 mi

Murphysboro, IL

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Murphysboro, IL

Unscored
$4,595188,781 mi

Comparison: 19 similar vehicles

Murphysboro, IL

2011 Nissan Versa Base

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

2011 Nissan Versa Base

Murphysboro, IL

UnscoredInsufficient · 0
$4,595179,964 mi

Murphysboro, IL

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Murphysboro, IL

Unscored
$4,595178,566 mi

Comparison: 6 similar vehicles

Murphysboro, IL

2011 MINI Cooper Base

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

2011 MINI Cooper Base

Murphysboro, IL

Unscored
$4,595197,737 mi

Comparison: 8 similar vehicles

Murphysboro, IL

2010 Subaru Outback I Limited

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

2010 Subaru Outback I Limited

Murphysboro, IL

UnscoredInsufficient · 0
$4,595234,690 mi

Murphysboro, IL

2009 Ford Focus SE

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

2009 Ford Focus SE

Murphysboro, IL

Unscored
$4,595137,625 mi

Comparison: 8 similar vehicles

Murphysboro, IL

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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