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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

50,000+ listings found(add a location or filter to narrow results)

2006 Nissan Murano S

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

2006 Nissan Murano S

Dalton, GA

UnscoredInsufficient · 0
$1,995143,419 mi

Dalton, GA

2009 Acura MDX Base

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

2009 Acura MDX Base

Lilburn, GA

UnscoredLimited · 7
$2,000203,979 mi

Comparison: 7 similar vehicles

Lilburn, GA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Dalton, GA

UnscoredLimited · 5
$2,300217,524 mi

Comparison: 5 similar vehicles

Dalton, GA

2005 Mazda Tribute s

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

2005 Mazda Tribute s

Acworth, GA

UnscoredInsufficient · 3
$2,485161,371 mi

Comparison: 3 similar vehicles

Acworth, GA

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Smyrna, GA

UnscoredInsufficient · 0
$2,495Mileage not verified

Smyrna, GA

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lilburn, GA

UnscoredModerate · 27
$2,500199,409 mi

Comparison: 27 similar vehicles

Lilburn, GA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Dalton, GA

UnscoredModerate · 35
$2,500191,622 mi

Comparison: 35 similar vehicles

Dalton, GA

2008 INFINITI FX 35

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

2008 INFINITI FX 35

Tucker, GA

UnscoredInsufficient · 0
$2,500167,711 mi

Tucker, GA

2007 Acura MDX Technology Package

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

2007 Acura MDX Technology Package

Lilburn, GA

UnscoredInsufficient · 0
$2,500198,659 mi

Lilburn, GA

2006 Land Rover LR3 HSE

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

2006 Land Rover LR3 HSE

Dalton, GA

UnscoredInsufficient · 0
$2,500238,455 mi

Dalton, GA

2002 Toyota Sequoia SR5

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

2002 Toyota Sequoia SR5

Cedartown, GA

UnscoredInsufficient · 0
$2,500326,329 mi

Cedartown, GA

2010 Hyundai Veracruz Limited

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

2010 Hyundai Veracruz Limited

Morrow, GA

UnscoredInsufficient · 0
$2,600209,277 mi

Morrow, GA

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Dalton, GA

UnscoredLimited · 8
$2,700224,116 mi

Comparison: 8 similar vehicles

Dalton, GA

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Acworth, GA

UnscoredInsufficient · 0
$2,720338,237 mi

Acworth, GA

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Douglasville, GA

UnscoredInsufficient · 0
$2,800179,221 mi

Douglasville, GA

No Photo

2015 Chevrolet Equinox 1LT

Roswell, GA

UnscoredLimited · 11
$2,825204,700 mi

Comparison: 11 similar vehicles

Roswell, GA

2002 Honda CR-V LX

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

2002 Honda CR-V LX

Dallas, GA

UnscoredInsufficient · 3
$2,849231,512 mi

Comparison: 3 similar vehicles

Dallas, GA

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Dalton, GA

UnscoredInsufficient · 4
$2,900164,230 mi

Comparison: 4 similar vehicles

Dalton, GA

2010 Nissan Murano SL

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

2010 Nissan Murano SL

Dalton, GA

UnscoredInsufficient · 3
$2,900201,925 mi

Comparison: 3 similar vehicles

Dalton, GA

2009 Chevrolet Traverse LTZ

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

2009 Chevrolet Traverse LTZ

Dalton, GA

UnscoredInsufficient · 3
$2,900273,211 mi

Comparison: 3 similar vehicles

Dalton, GA

2009 Nissan Murano S

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

2009 Nissan Murano S

Dalton, GA

UnscoredLimited · 7
$2,900224,188 mi

Comparison: 7 similar vehicles

Dalton, GA

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Dalton, GA

UnscoredLimited · 13
$2,900226,856 mi

Comparison: 13 similar vehicles

Dalton, GA

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Roswell, GA

UnscoredInsufficient · 0
$2,900185,868 mi

Roswell, GA

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Dallas, GA

UnscoredInsufficient · 0
$2,900208,000 mi

Dallas, GA

2001 Toyota Sequoia SR5

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

2001 Toyota Sequoia SR5

Dalton, GA

UnscoredInsufficient · 0
$2,900323,055 mi

Dalton, GA

2003 Mazda Tribute LX

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

2003 Mazda Tribute LX

Dalton, GA

UnscoredInsufficient · 0
$2,949226,712 mi

Dalton, GA

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Suwanee, GA

UnscoredInsufficient · 3
$2,950206,840 mi

Comparison: 3 similar vehicles

Suwanee, GA

2007 Ford Escape Limited

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

2007 Ford Escape Limited

Dalton, GA

UnscoredInsufficient · 0
$2,950226,597 mi

Dalton, GA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Buford, GA

UnscoredLimited · 10
$2,995182,237 mi

Comparison: 10 similar vehicles

Buford, GA

2011 Hyundai Veracruz GLS

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

2011 Hyundai Veracruz GLS

Dalton, GA

UnscoredInsufficient · 0
$2,995270,060 mi

Dalton, GA

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Dalton, GA

UnscoredInsufficient · 0
$2,995174,840 mi

Dalton, GA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Dalton, GA

UnscoredInsufficient · 0
$2,995236,331 mi

Dalton, GA

2008 Audi Q7 Premium

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

2008 Audi Q7 Premium

Dalton, GA

UnscoredInsufficient · 0
$2,995225,085 mi

Dalton, GA

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Roswell, GA

UnscoredLimited · 8
$2,995261,422 mi

Comparison: 8 similar vehicles

Roswell, GA

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Dalton, GA

UnscoredInsufficient · 4
$2,995214,120 mi

Comparison: 4 similar vehicles

Dalton, GA

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Atlanta, GA

UnscoredLimited · 5
$2,995204,793 mi

Comparison: 5 similar vehicles

Atlanta, GA

2003 Toyota 4Runner Sport

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

2003 Toyota 4Runner Sport

Dalton, GA

UnscoredLimited · 12
$2,995247,592 mi

Comparison: 12 similar vehicles

Dalton, GA

2001 Mazda Tribute LX

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

2001 Mazda Tribute LX

Dalton, GA

UnscoredInsufficient · 0
$2,995242,309 mi

Dalton, GA

2000 Isuzu Rodeo LS

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

2000 Isuzu Rodeo LS

Dalton, GA

UnscoredInsufficient · 0
$2,995161,751 mi

Dalton, GA

2000 Toyota 4Runner SR5

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

2000 Toyota 4Runner SR5

Dalton, GA

UnscoredInsufficient · 0
$2,995292,193 mi

Dalton, GA

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

Norcross, GA

UnscoredInsufficient · 3
$2,999194,870 mi

Comparison: 3 similar vehicles

Norcross, GA

2005 Lincoln Navigator Luxury

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

2005 Lincoln Navigator Luxury

Duluth, GA

UnscoredInsufficient · 0
$2,999Mileage not verified

Duluth, GA

2004 Ford Escape XLS

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

2004 Ford Escape XLS

Union City, GA

UnscoredInsufficient · 0
$2,999232,006 mi

Union City, GA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Douglasville, GA

UnscoredLimited · 8
$3,000309,864 mi

Comparison: 8 similar vehicles

Douglasville, GA

2015 Mitsubishi Outlander SE

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

2015 Mitsubishi Outlander SE

Decatur, GA

UnscoredInsufficient · 0
$3,000205,000 mi

Decatur, GA

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Marietta, GA

UnscoredLimited · 6
$3,000206,616 mi

Comparison: 6 similar vehicles

Marietta, GA

2008 Acura MDX Technology & Entertainment Package

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

2008 Acura MDX Technology & Entertainment Package

Acworth, GA

UnscoredInsufficient · 0
$3,000251,739 mi

Acworth, GA

2005 Chevrolet TrailBlazer LT

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

2005 Chevrolet TrailBlazer LT

Cedartown, GA

UnscoredInsufficient · 3
$3,000281,941 mi

Comparison: 3 similar vehicles

Cedartown, GA

2009 Nissan Murano LE

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

2009 Nissan Murano LE

Lake City, GA

UnscoredInsufficient · 0
$3,099194,325 mi

Lake City, GA

2000 Ford Expedition EDDIE BAUER

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

2000 Ford Expedition EDDIE BAUER

Atlanta, GA

UnscoredInsufficient · 0
$3,195206,500 mi

Atlanta, GA

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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