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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

9,304 listings found

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Palatka, FL

UnscoredInsufficient · 4
$1,280Mileage not verified

Comparison: 4 similar vehicles

Palatka, FL

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Chiefland, FL

UnscoredLimited · 6
$2,552163,231 mi

Comparison: 6 similar vehicles

Chiefland, FL

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Ocala, FL

UnscoredLimited · 14
$2,800215,515 mi

Comparison: 14 similar vehicles

Ocala, FL

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Dunnellon, FL

UnscoredLimited · 7
$2,80067,900 mi

Comparison: 7 similar vehicles

Dunnellon, FL

2014 Kia Sorento EX

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

2014 Kia Sorento EX

Chiefland, FL

UnscoredModerate · 31
$2,968194,064 mi

Comparison: 31 similar vehicles

Chiefland, FL

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Ocala, FL

UnscoredInsufficient · 0
$2,995211,404 mi

Ocala, FL

2002 Subaru Forester L

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

2002 Subaru Forester L

Dunnellon, FL

UnscoredInsufficient · 0
$2,995242,911 mi

Dunnellon, FL

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Chiefland, FL

UnscoredLimited · 6
$3,052202,533 mi

Comparison: 6 similar vehicles

Chiefland, FL

2009 GMC Acadia SLT1

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

2009 GMC Acadia SLT1

Micanopy, FL

UnscoredLimited · 7
$3,100187,549 mi

Comparison: 7 similar vehicles

Micanopy, FL

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Gainesville, FL

UnscoredInsufficient · 0
$3,500129,312 mi

Gainesville, FL

2006 GMC Yukon SL

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

2006 GMC Yukon SL

Ocala, FL

UnscoredInsufficient · 0
$3,500264,696 mi

Ocala, FL

2005 Honda CR-V LX

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

2005 Honda CR-V LX

Interlachen, FL

UnscoredInsufficient · 3
$3,500255,213 mi

Comparison: 3 similar vehicles

Interlachen, FL

2004 Honda Element EX

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

2004 Honda Element EX

Interlachen, FL

UnscoredLimited · 5
$3,500240,888 mi

Comparison: 5 similar vehicles

Interlachen, FL

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Dunnellon, FL

UnscoredInsufficient · 4
$3,701133,000 mi

Comparison: 4 similar vehicles

Dunnellon, FL

2004 Honda Element LX

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

2004 Honda Element LX

Gainesville, FL

UnscoredInsufficient · 0
$3,800Mileage not verified

Gainesville, FL

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Middleburg, FL

UnscoredLimited · 19
$3,900188,526 mi

Comparison: 19 similar vehicles

Middleburg, FL

2009 Nissan Xterra X

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

2009 Nissan Xterra X

Ocala, FL

UnscoredInsufficient · 0
$3,999137,750 mi

Ocala, FL

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Gainesville, FL

UnscoredLimited · 6
$4,000245,568 mi

Comparison: 6 similar vehicles

Gainesville, FL

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Gainesville, FL

UnscoredLimited · 6
$4,000286,116 mi

Comparison: 6 similar vehicles

Gainesville, FL

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Interlachen, FL

UnscoredLimited · 5
$4,000227,670 mi

Comparison: 5 similar vehicles

Interlachen, FL

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Micanopy, FL

UnscoredLimited · 11
$4,100157,647 mi

Comparison: 11 similar vehicles

Micanopy, FL

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

Ocala, FL

UnscoredLimited · 7
$4,219323,428 mi

Comparison: 7 similar vehicles

Ocala, FL

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Chiefland, FL

UnscoredInsufficient · 0
$4,252110,495 mi

Chiefland, FL

No Photo

2011 Hyundai Tucson GLS

Gainesville, FL

UnscoredLimited · 10
$4,490207,400 mi

Comparison: 10 similar vehicles

Gainesville, FL

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

Ocala, FL

UnscoredInsufficient · 0
$4,495273,199 mi

Ocala, FL

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Ocala, FL

UnscoredLimited · 12
$4,500222,845 mi

Comparison: 12 similar vehicles

Ocala, FL

2010 Land Rover LR4 Base

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

2010 Land Rover LR4 Base

Gainesville, FL

UnscoredInsufficient · 0
$4,500238,508 mi

Gainesville, FL

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Interlachen, FL

UnscoredLimited · 15
$4,500228,403 mi

Comparison: 15 similar vehicles

Interlachen, FL

2006 Toyota Highlander Base

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

2006 Toyota Highlander Base

Gainesville, FL

UnscoredLimited · 5
$4,500342,679 mi

Comparison: 5 similar vehicles

Gainesville, FL

2004 Toyota RAV4 Base

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

2004 Toyota RAV4 Base

Gainesville, FL

UnscoredInsufficient · 0
$4,500246,642 mi

Gainesville, FL

2003 Mercedes-Benz M-Class ML500

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

2003 Mercedes-Benz M-Class ML500

Ocala, FL

UnscoredInsufficient · 0
$4,500202,017 mi

Ocala, FL

2002 Nissan Pathfinder SE

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

2002 Nissan Pathfinder SE

Interlachen, FL

UnscoredInsufficient · 0
$4,500145,452 mi

Interlachen, FL

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Chiefland, FL

UnscoredInsufficient · 4
$4,552130,525 mi

Comparison: 4 similar vehicles

Chiefland, FL

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Micanopy, FL

UnscoredInsufficient · 3
$4,600187,000 mi

Comparison: 3 similar vehicles

Micanopy, FL

2007 Mazda CX-9 Grand Touring

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

2007 Mazda CX-9 Grand Touring

Interlachen, FL

UnscoredInsufficient · 0
$4,800200,834 mi

Interlachen, FL

2007 Saturn VUE 2.2L

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

2007 Saturn VUE 2.2L

Ocala, FL

UnscoredInsufficient · 0
$4,819Mileage not verified

Ocala, FL

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Ocala, FL

UnscoredModerate · 41
$4,900186,087 mi

Comparison: 41 similar vehicles

Ocala, FL

2013 GMC Acadia Denali

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

2013 GMC Acadia Denali

Ocala, FL

UnscoredLimited · 5
$4,900171,521 mi

Comparison: 5 similar vehicles

Ocala, FL

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Ocala, FL

UnscoredLimited · 16
$4,900242,131 mi

Comparison: 16 similar vehicles

Ocala, FL

2016 Ford Escape SE

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

2016 Ford Escape SE

Ocala, FL

UnscoredRobust · 90
$4,995205,924 mi

Comparison: 90 similar vehicles

Ocala, FL

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Waldo, FL

UnscoredLimited · 19
$4,995131,653 mi

Comparison: 19 similar vehicles

Waldo, FL

2015 Mazda CX-5 Grand Touring

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

2015 Mazda CX-5 Grand Touring

Waldo, FL

UnscoredLimited · 10
$4,995147,990 mi

Comparison: 10 similar vehicles

Waldo, FL

2014 Mazda CX-5 Touring

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

2014 Mazda CX-5 Touring

Gainesville, FL

UnscoredLimited · 8
$4,995199,120 mi

Comparison: 8 similar vehicles

Gainesville, FL

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Dunnellon, FL

UnscoredInsufficient · 3
$4,995156,784 mi

Comparison: 3 similar vehicles

Dunnellon, FL

2011 Cadillac SRX Performance Collection

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

2011 Cadillac SRX Performance Collection

Ocala, FL

UnscoredInsufficient · 0
$4,995139,190 mi

Ocala, FL

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Ocala, FL

UnscoredInsufficient · 4
$4,995195,579 mi

Comparison: 4 similar vehicles

Ocala, FL

2008 INFINITI QX Base

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

2008 INFINITI QX Base

Crystal River, FL

UnscoredInsufficient · 0
$4,995215,719 mi

Crystal River, FL

2007 Honda Element EX

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

2007 Honda Element EX

Ocala, FL

UnscoredInsufficient · 0
$4,995212,809 mi

Ocala, FL

2007 Honda CR-V LX

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

2007 Honda CR-V LX

Gainesville, FL

UnscoredLimited · 7
$4,995185,000 mi

Comparison: 7 similar vehicles

Gainesville, FL

2006 Chevrolet TrailBlazer LT

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

2006 Chevrolet TrailBlazer LT

Wildwood, FL

UnscoredInsufficient · 0
$4,995191,263 mi

Wildwood, FL

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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