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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

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

2007 Hyundai Tucson GLS

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

2007 Hyundai Tucson GLS

Santa Clarita, CA

UnscoredInsufficient · 0
$1,490144,317 mi

Santa Clarita, CA

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Ventura, CA

UnscoredInsufficient · 0
$1,888154,000 mi

Ventura, CA

2005 Chevrolet TrailBlazer LT

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

2005 Chevrolet TrailBlazer LT

Ventura, CA

UnscoredInsufficient · 0
$1,888139,745 mi

Ventura, CA

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990226,588 mi

Santa Clarita, CA

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Canyon Country, CA

UnscoredInsufficient · 0
$1,995186,651 mi

Canyon Country, CA

2002 Mercury Mountaineer Base

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

2002 Mercury Mountaineer Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290217,005 mi

Santa Clarita, CA

2001 Dodge Durango SLT

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

2001 Dodge Durango SLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290164,297 mi

Santa Clarita, CA

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

Los Angeles, CA

UnscoredInsufficient · 0
$2,500183,150 mi

Los Angeles, CA

2002 Saturn VUE Base

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

2002 Saturn VUE Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690151,300 mi

Santa Clarita, CA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,799260,123 mi

Los Angeles, CA

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990147,032 mi

Santa Clarita, CA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990199,145 mi

Santa Clarita, CA

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990174,751 mi

Santa Clarita, CA

2004 Dodge Durango ST

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

2004 Dodge Durango ST

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990147,320 mi

Santa Clarita, CA

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990137,244 mi

Santa Clarita, CA

2002 Hyundai Santa Fe LX

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

2002 Hyundai Santa Fe LX

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990130,051 mi

Santa Clarita, CA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,995216,198 mi

Los Angeles, CA

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Torrance, CA

UnscoredLimited · 6
$2,999161,288 mi

Comparison: 6 similar vehicles

Torrance, CA

2003 Hummer H2 Base

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

2003 Hummer H2 Base

Los Angeles, CA

UnscoredLimited · 16
$3,000222,727 mi

Comparison: 16 similar vehicles

Los Angeles, CA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290183,084 mi

Santa Clarita, CA

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290151,225 mi

Santa Clarita, CA

2003 Ford Expedition XLT Value

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

2003 Ford Expedition XLT Value

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290201,690 mi

Santa Clarita, CA

2003 Ford Expedition XLT Value

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

2003 Ford Expedition XLT Value

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290161,681 mi

Santa Clarita, CA

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

East Los Angeles, CA

UnscoredInsufficient · 0
$3,300119,800 mi

East Los Angeles, CA

2017 Ford Explorer Utility Police Interceptor

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

2017 Ford Explorer Utility Police Interceptor

Los Angeles, CA

UnscoredLimited · 16
$3,391202,180 mi

Comparison: 16 similar vehicles

Los Angeles, CA

2002 Ford Excursion Limited

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

2002 Ford Excursion Limited

Santa Clarita, CA

UnscoredInsufficient · 0
$3,490177,913 mi

Santa Clarita, CA

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Lancaster, CA

UnscoredInsufficient · 3
$3,495Mileage not verified

Comparison: 3 similar vehicles

Lancaster, CA

2005 Lincoln Aviator Luxury

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

2005 Lincoln Aviator Luxury

Los Angeles, CA

UnscoredInsufficient · 0
$3,496252,457 mi

Los Angeles, CA

2002 Toyota Highlander Base

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

2002 Toyota Highlander Base

Whittier, CA

UnscoredInsufficient · 3
$3,500197,000 mi

Comparison: 3 similar vehicles

Whittier, CA

2000 Mercedes-Benz M-Class ML430

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

2000 Mercedes-Benz M-Class ML430

Los Angeles, CA

UnscoredInsufficient · 0
$3,697198,998 mi

Los Angeles, CA

2009 Nissan Murano S

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

2009 Nissan Murano S

Canyon Country, CA

UnscoredInsufficient · 0
$3,875Mileage not verified

Canyon Country, CA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Canyon Country, CA

UnscoredInsufficient · 3
$3,875Mileage not verified

Comparison: 3 similar vehicles

Canyon Country, CA

2007 Acura RDX Base

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

2007 Acura RDX Base

Santa Clarita, CA

UnscoredInsufficient · 0
$3,880177,921 mi

Santa Clarita, CA

2012 Nissan Murano SV

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

2012 Nissan Murano SV

Los Angeles, CA

UnscoredInsufficient · 0
$3,888131,006 mi

Los Angeles, CA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

East Los Angeles, CA

UnscoredInsufficient · 3
$3,900123,200 mi

Comparison: 3 similar vehicles

East Los Angeles, CA

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

Covina, CA

UnscoredInsufficient · 4
$3,925187,245 mi

Comparison: 4 similar vehicles

Covina, CA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Los Angeles, CA

UnscoredInsufficient · 0
$3,950132,462 mi

Los Angeles, CA

2008 BMW X5 3.0si

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

2008 BMW X5 3.0si

Santa Clarita, CA

UnscoredInsufficient · 4
$3,990188,529 mi

Comparison: 4 similar vehicles

Santa Clarita, CA

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

Santa Clarita, CA

UnscoredInsufficient · 0
$3,990168,490 mi

Santa Clarita, CA

2009 Ford Flex SEL

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

2009 Ford Flex SEL

South Gate, CA

UnscoredInsufficient · 0
$3,995183,164 mi

South Gate, CA

2007 Ford Escape XLS

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

2007 Ford Escape XLS

East Los Angeles, CA

UnscoredInsufficient · 0
$3,995189,136 mi

East Los Angeles, CA

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Lancaster, CA

UnscoredInsufficient · 0
$3,995188,351 mi

Lancaster, CA

2003 Jeep Liberty LIMITED

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

2003 Jeep Liberty LIMITED

Canyon Country, CA

UnscoredInsufficient · 0
$3,995166,042 mi

Canyon Country, CA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Lomita, CA

UnscoredLimited · 6
$3,999162,317 mi

Comparison: 6 similar vehicles

Lomita, CA

2008 Saturn Outlook XE

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

2008 Saturn Outlook XE

Los Angeles, CA

UnscoredInsufficient · 0
$3,999135,271 mi

Los Angeles, CA

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Torrance, CA

UnscoredInsufficient · 0
$3,999170,000 mi

Torrance, CA

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

Los Angeles, CA

UnscoredInsufficient · 0
$3,99993,470 mi

Los Angeles, CA

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

Los Angeles, CA

UnscoredInsufficient · 3
$3,999157,329 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2003 GMC Envoy SLE

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

2003 GMC Envoy SLE

Los Angeles, CA

UnscoredInsufficient · 0
$3,999162,712 mi

Los Angeles, CA

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Los Angeles, CA

UnscoredInsufficient · 0
$4,000143,234 mi

Los Angeles, CA

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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