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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

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

2000 Lexus RX 300

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

2000 Lexus RX 300

Bedford, VA

UnscoredLimited · 5
$1,595253,546 mi

Comparison: 5 similar vehicles

Bedford, VA

2013 Ford Escape SE

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

2013 Ford Escape SE

Bedford, VA

UnscoredInsufficient · 4
$1,700277,156 mi

Comparison: 4 similar vehicles

Bedford, VA

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Bedford, VA

UnscoredModerate · 26
$1,700209,275 mi

Comparison: 26 similar vehicles

Bedford, VA

2008 Ford Escape XLS

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

2008 Ford Escape XLS

Bedford, VA

UnscoredInsufficient · 0
$1,700221,022 mi

Bedford, VA

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Bedford, VA

UnscoredInsufficient · 0
$1,700228,663 mi

Bedford, VA

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Bedford, VA

UnscoredLimited · 8
$1,700214,359 mi

Comparison: 8 similar vehicles

Bedford, VA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Bedford, VA

UnscoredInsufficient · 4
$1,700282,564 mi

Comparison: 4 similar vehicles

Bedford, VA

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Bedford, VA

UnscoredLimited · 8
$1,700288,237 mi

Comparison: 8 similar vehicles

Bedford, VA

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

Bedford, VA

UnscoredInsufficient · 4
$1,700Mileage not verified

Comparison: 4 similar vehicles

Bedford, VA

1998 Nissan Pathfinder SE

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

1998 Nissan Pathfinder SE

Bedford, VA

UnscoredInsufficient · 0
$1,700250,650 mi

Bedford, VA

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Bedford, VA

UnscoredLimited · 17
$1,795184,001 mi

Comparison: 17 similar vehicles

Bedford, VA

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Richmond, VA

UnscoredLimited · 8
$1,950Mileage not verified

Comparison: 8 similar vehicles

Richmond, VA

2006 Mercury Mountaineer Luxury

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

2006 Mercury Mountaineer Luxury

Fredericksburg, VA

UnscoredInsufficient · 0
$1,995179,865 mi

Fredericksburg, VA

1998 Ford Expedition EDDIE BAUER

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

1998 Ford Expedition EDDIE BAUER

Fredericksburg, VA

UnscoredInsufficient · 0
$1,999232,000 mi

Fredericksburg, VA

2012 Nissan JUKE SL

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

2012 Nissan JUKE SL

Bedford, VA

UnscoredLimited · 6
$2,200197,848 mi

Comparison: 6 similar vehicles

Bedford, VA

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Bedford, VA

UnscoredInsufficient · 0
$2,200144,028 mi

Bedford, VA

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Bedford, VA

Salvage title
$2,29571,105 mi

Bedford, VA

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Bedford, VA

UnscoredLimited · 12
$2,295227,099 mi

Comparison: 12 similar vehicles

Bedford, VA

2007 Hyundai Tucson Limited

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

2007 Hyundai Tucson Limited

Bedford, VA

UnscoredInsufficient · 0
$2,295317,998 mi

Bedford, VA

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

Bedford, VA

Salvage title
$2,295158,700 mi

Bedford, VA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Bedford, VA

Salvage title
$2,295225,386 mi

Bedford, VA

2000 Ford Explorer LIMITED

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

2000 Ford Explorer LIMITED

Bedford, VA

UnscoredInsufficient · 0
$2,395184,909 mi

Bedford, VA

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

Cloverdale, VA

UnscoredLimited · 13
$2,399194,258 mi

Comparison: 13 similar vehicles

Cloverdale, VA

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Bedford, VA

UnscoredLimited · 5
$2,495171,633 mi

Comparison: 5 similar vehicles

Bedford, VA

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Bedford, VA

UnscoredLimited · 14
$2,495311,341 mi

Comparison: 14 similar vehicles

Bedford, VA

No Photo

2006 Toyota Highlander Limited Hybrid

Danville, VA

UnscoredInsufficient · 4
$2,495403,511 mi

Comparison: 4 similar vehicles

Danville, VA

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Fredericksburg, VA

UnscoredInsufficient · 4
$2,500Mileage not verified

Comparison: 4 similar vehicles

Fredericksburg, VA

2007 Acura RDX Base

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

2007 Acura RDX Base

Stafford, VA

UnscoredLimited · 11
$2,500222,238 mi

Comparison: 11 similar vehicles

Stafford, VA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Norton, VA

UnscoredInsufficient · 4
$2,500204,870 mi

Comparison: 4 similar vehicles

Norton, VA

2005 Jeep Liberty Renegade

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

2005 Jeep Liberty Renegade

Chantilly, VA

UnscoredInsufficient · 3
$2,699130,529 mi

Comparison: 3 similar vehicles

Chantilly, VA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Bedford, VA

UnscoredInsufficient · 3
$2,700249,217 mi

Comparison: 3 similar vehicles

Bedford, VA

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Bedford, VA

Salvage title
$2,700106,169 mi

Bedford, VA

2013 Cadillac SRX Premium Collection

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

2013 Cadillac SRX Premium Collection

Bedford, VA

UnscoredInsufficient · 0
$2,700133,950 mi

Bedford, VA

2013 Nissan Pathfinder SL

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

2013 Nissan Pathfinder SL

Bedford, VA

UnscoredInsufficient · 4
$2,700194,174 mi

Comparison: 4 similar vehicles

Bedford, VA

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Bedford, VA

UnscoredLimited · 17
$2,700227,129 mi

Comparison: 17 similar vehicles

Bedford, VA

2012 GMC Terrain SLT-2

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

2012 GMC Terrain SLT-2

Bedford, VA

Salvage title
$2,700100,720 mi

Bedford, VA

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

Bedford, VA

Salvage title
$2,700186,109 mi

Bedford, VA

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Bedford, VA

Salvage title
$2,700188,402 mi

Bedford, VA

2010 Lincoln MKT EcoBoost

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

2010 Lincoln MKT EcoBoost

Bedford, VA

UnscoredInsufficient · 0
$2,700210,891 mi

Bedford, VA

2010 Honda Element EX

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

2010 Honda Element EX

Bedford, VA

Salvage title
$2,700210,987 mi

Bedford, VA

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Bedford, VA

Salvage title
$2,700Mileage not verified

Bedford, VA

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

Bedford, VA

Salvage title
$2,700153,108 mi

Bedford, VA

2007 Jeep Compass Limited

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

2007 Jeep Compass Limited

Bedford, VA

UnscoredInsufficient · 0
$2,700204,229 mi

Bedford, VA

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Bedford, VA

UnscoredLimited · 10
$2,700173,382 mi

Comparison: 10 similar vehicles

Bedford, VA

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Bedford, VA

UnscoredLimited · 12
$2,700235,213 mi

Comparison: 12 similar vehicles

Bedford, VA

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Bedford, VA

UnscoredInsufficient · 4
$2,700206,688 mi

Comparison: 4 similar vehicles

Bedford, VA

2007 Suzuki SX4 Convenience Pkg

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

2007 Suzuki SX4 Convenience Pkg

Bedford, VA

UnscoredInsufficient · 0
$2,700178,977 mi

Bedford, VA

2006 Honda Element LX

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

2006 Honda Element LX

Bedford, VA

Salvage title
$2,700Mileage not verified

Bedford, VA

2006 Honda CR-V EX

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

2006 Honda CR-V EX

Bedford, VA

UnscoredModerate · 30
$2,700189,556 mi

Comparison: 30 similar vehicles

Bedford, VA

2005 Lexus RX 330

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

2005 Lexus RX 330

Bedford, VA

UnscoredLimited · 15
$2,700Mileage not verified

Comparison: 15 similar vehicles

Bedford, VA

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 manage their profile, 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, exports, and enhanced merchandising.
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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