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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

4,398 listings found

2006 Volkswagen Touareg 3.2

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

2006 Volkswagen Touareg 3.2

Tallahassee, FL

UnscoredInsufficient · 0
$2,500208,000 mi

Tallahassee, FL

No Photo

1999 Nissan Pathfinder XE

Thomasville, GA

UnscoredInsufficient · 0
$2,700Mileage not verified

Thomasville, GA

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Tallahassee, FL

UnscoredLimited · 8
$2,995277,162 mi

Comparison: 8 similar vehicles

Tallahassee, FL

No Photo

2014 Jeep Cherokee Latitude

Tallahassee, FL

UnscoredLimited · 10
$3,500225,946 mi

Comparison: 10 similar vehicles

Tallahassee, FL

No Photo

2007 Jeep Grand Cherokee Laredo

Tallahassee, FL

UnscoredInsufficient · 0
$3,500169,004 mi

Tallahassee, FL

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Crawfordville, FL

UnscoredLimited · 6
$3,500184,221 mi

Comparison: 6 similar vehicles

Crawfordville, FL

2008 Hyundai Santa Fe GLS

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

2008 Hyundai Santa Fe GLS

Quincy, FL

UnscoredLimited · 11
$3,552235,978 mi

Comparison: 11 similar vehicles

Quincy, FL

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Quincy, FL

UnscoredModerate · 24
$3,684163,963 mi

Comparison: 24 similar vehicles

Quincy, FL

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Tallahassee, FL

UnscoredLimited · 5
$3,782159,752 mi

Comparison: 5 similar vehicles

Tallahassee, FL

No Photo

2014 Jeep Compass Sport

Tallahassee, FL

UnscoredLimited · 7
$3,995172,441 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Crawfordville, FL

UnscoredLimited · 6
$3,995210,542 mi

Comparison: 6 similar vehicles

Crawfordville, FL

2014 Nissan Rogue SV

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

2014 Nissan Rogue SV

Tallahassee, FL

UnscoredLimited · 5
$3,995222,511 mi

Comparison: 5 similar vehicles

Tallahassee, FL

No Photo

2008 Jeep Liberty Sport

Tallahassee, FL

UnscoredInsufficient · 0
$3,995195,393 mi

Tallahassee, FL

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Tallahassee, FL

UnscoredInsufficient · 0
$3,995170,680 mi

Tallahassee, FL

2008 Buick Enclave CX

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

2008 Buick Enclave CX

Tallahassee, FL

UnscoredInsufficient · 0
$3,995260,870 mi

Tallahassee, FL

No Photo

2007 Honda Pilot LX

Tallahassee, FL

UnscoredInsufficient · 0
$3,995199,968 mi

Tallahassee, FL

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Tallahassee, FL

UnscoredInsufficient · 3
$3,995166,954 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2005 Chevrolet Equinox LS

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

2005 Chevrolet Equinox LS

Tallahassee, FL

UnscoredInsufficient · 0
$3,995186,878 mi

Tallahassee, FL

2005 Hyundai Tucson GL

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

2005 Hyundai Tucson GL

Crawfordville, FL

UnscoredInsufficient · 0
$3,995174,111 mi

Crawfordville, FL

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Tallahassee, FL

UnscoredInsufficient · 0
$3,995253,488 mi

Tallahassee, FL

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Tallahassee, FL

UnscoredInsufficient · 0
$3,995217,679 mi

Tallahassee, FL

No Photo

2011 Hyundai Veracruz Limited

Tallahassee, FL

UnscoredInsufficient · 0
$4,250100,089 mi

Tallahassee, FL

2010 Jeep Grand Cherokee Laredo

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

2010 Jeep Grand Cherokee Laredo

Tallahassee, FL

UnscoredInsufficient · 0
$4,300170,842 mi

Tallahassee, FL

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Tallahassee, FL

UnscoredInsufficient · 3
$4,549158,357 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2012 Dodge Durango SXT

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

2012 Dodge Durango SXT

Tallahassee, FL

UnscoredInsufficient · 0
$4,626238,022 mi

Tallahassee, FL

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Tallahassee, FL

UnscoredLimited · 5
$4,900Mileage not verified

Comparison: 5 similar vehicles

Tallahassee, FL

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Crawfordville, FL

UnscoredInsufficient · 4
$4,995229,431 mi

Comparison: 4 similar vehicles

Crawfordville, FL

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Tallahassee, FL

UnscoredInsufficient · 3
$4,995185,508 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2014 Mitsubishi Outlander Sport ES

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

2014 Mitsubishi Outlander Sport ES

Crawfordville, FL

UnscoredLimited · 8
$4,995143,106 mi

Comparison: 8 similar vehicles

Crawfordville, FL

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Tallahassee, FL

UnscoredInsufficient · 0
$4,995140,432 mi

Tallahassee, FL

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Tallahassee, FL

UnscoredLimited · 8
$4,995196,595 mi

Comparison: 8 similar vehicles

Tallahassee, FL

2010 Mazda CX-9 Sport

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

2010 Mazda CX-9 Sport

Tallahassee, FL

UnscoredInsufficient · 0
$4,995148,751 mi

Tallahassee, FL

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Crawfordville, FL

UnscoredInsufficient · 4
$4,995162,462 mi

Comparison: 4 similar vehicles

Crawfordville, FL

2009 Nissan Murano S

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

2009 Nissan Murano S

Tallahassee, FL

UnscoredInsufficient · 0
$4,995156,786 mi

Tallahassee, FL

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Crawfordville, FL

UnscoredInsufficient · 0
$4,995208,200 mi

Crawfordville, FL

2007 Toyota Highlander Hybrid

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

2007 Toyota Highlander Hybrid

Tallahassee, FL

UnscoredInsufficient · 0
$4,995150,899 mi

Tallahassee, FL

2005 Cadillac Escalade Base

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

2005 Cadillac Escalade Base

Crawfordville, FL

UnscoredLimited · 8
$4,995204,212 mi

Comparison: 8 similar vehicles

Crawfordville, FL

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Tallahassee, FL

UnscoredInsufficient · 0
$4,995181,349 mi

Tallahassee, FL

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Quincy, FL

UnscoredLimited · 9
$5,068146,519 mi

Comparison: 9 similar vehicles

Quincy, FL

2012 Hyundai Tucson GL

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

2012 Hyundai Tucson GL

Tallahassee, FL

UnscoredInsufficient · 0
$5,250188,181 mi

Tallahassee, FL

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Tallahassee, FL

UnscoredLimited · 9
$5,400130,161 mi

Comparison: 9 similar vehicles

Tallahassee, FL

2016 Subaru Crosstrek Premium

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

2016 Subaru Crosstrek Premium

Tallahassee, FL

UnscoredLimited · 5
$5,500219,777 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2013 Volvo XC90 3.2

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

2013 Volvo XC90 3.2

Tallahassee, FL

UnscoredInsufficient · 0
$5,500172,446 mi

Tallahassee, FL

No Photo

2008 Subaru Forester 2.5 XT Limited

Tallahassee, FL

UnscoredInsufficient · 0
$5,500138,440 mi

Tallahassee, FL

2013 Hyundai Santa Fe Limited

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

2013 Hyundai Santa Fe Limited

Tallahassee, FL

UnscoredInsufficient · 0
$5,900203,000 mi

Tallahassee, FL

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Tallahassee, FL

UnscoredInsufficient · 0
$5,900224,753 mi

Tallahassee, FL

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Tallahassee, FL

UnscoredInsufficient · 0
$5,900148,349 mi

Tallahassee, FL

2008 Chevrolet Tahoe LT

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

2008 Chevrolet Tahoe LT

Tallahassee, FL

UnscoredInsufficient · 0
$5,988259,337 mi

Tallahassee, FL

2014 Ford Escape SE

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

2014 Ford Escape SE

Tallahassee, FL

UnscoredModerate · 39
$5,995158,887 mi

Comparison: 39 similar vehicles

Tallahassee, FL

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Tallahassee, FL

UnscoredLimited · 14
$5,995164,954 mi

Comparison: 14 similar vehicles

Tallahassee, 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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