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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 20, 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)

2014 Nissan Murano S

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

2014 Nissan Murano S

Houston, TX

UnscoredInsufficient · 4
$1,299170,405 mi

Comparison: 4 similar vehicles

Houston, TX

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Houston, TX

UnscoredLimited · 7
$1,299226,901 mi

Comparison: 7 similar vehicles

Houston, TX

2005 Chevrolet Equinox LS

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

2005 Chevrolet Equinox LS

Houston, TX

UnscoredInsufficient · 3
$1,399300,399 mi

Comparison: 3 similar vehicles

Houston, TX

2004 BMW X3 2.5i

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

2004 BMW X3 2.5i

Houston, TX

Salvage title
$1,499181,946 mi

Houston, TX

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

Houston, TX

Salvage title
$1,599211,638 mi

Houston, TX

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Houston, TX

UnscoredLimited · 7
$1,599179,595 mi

Comparison: 7 similar vehicles

Houston, TX

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

Houston, TX

UnscoredLimited · 8
$1,599305,559 mi

Comparison: 8 similar vehicles

Houston, TX

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Houston, TX

UnscoredInsufficient · 3
$1,599244,230 mi

Comparison: 3 similar vehicles

Houston, TX

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Houston, TX

UnscoredInsufficient · 0
$1,650182,534 mi

Houston, TX

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Houston, TX

UnscoredInsufficient · 0
$1,699161,000 mi

Houston, TX

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Houston, TX

UnscoredInsufficient · 4
$1,699168,147 mi

Comparison: 4 similar vehicles

Houston, TX

2007 Nissan Murano S

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

2007 Nissan Murano S

Houston, TX

UnscoredInsufficient · 4
$1,799173,418 mi

Comparison: 4 similar vehicles

Houston, TX

2003 Jeep Liberty Renegade

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

2003 Jeep Liberty Renegade

Houston, TX

UnscoredInsufficient · 0
$1,799206,832 mi

Houston, TX

2009 Saturn VUE XE

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

2009 Saturn VUE XE

Houston, TX

UnscoredInsufficient · 0
$1,850105,428 mi

Houston, TX

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

Houston, TX

UnscoredInsufficient · 4
$1,899233,205 mi

Comparison: 4 similar vehicles

Houston, TX

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Houston, TX

UnscoredInsufficient · 0
$1,899206,620 mi

Houston, TX

2007 Toyota RAV4 Limited

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

2007 Toyota RAV4 Limited

Houston, TX

UnscoredLimited · 6
$1,900285,285 mi

Comparison: 6 similar vehicles

Houston, TX

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Houston, TX

UnscoredLimited · 5
$1,999251,025 mi

Comparison: 5 similar vehicles

Houston, TX

No Photo

2012 Kia Sorento LX

Houston, TX

UnscoredInsufficient · 3
$1,999254,614 mi

Comparison: 3 similar vehicles

Houston, TX

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

Houston, TX

UnscoredInsufficient · 0
$1,999270,446 mi

Houston, TX

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Houston, TX

Salvage title
$1,999203,000 mi

Houston, TX

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Houston, TX

UnscoredLimited · 6
$1,999268,389 mi

Comparison: 6 similar vehicles

Houston, TX

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Houston, TX

UnscoredInsufficient · 3
$1,999262,672 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Houston, TX

UnscoredLimited · 8
$2,199209,830 mi

Comparison: 8 similar vehicles

Houston, TX

2014 Kia Sportage LX

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

2014 Kia Sportage LX

Houston, TX

UnscoredInsufficient · 3
$2,250150,512 mi

Comparison: 3 similar vehicles

Houston, TX

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Houston, TX

UnscoredLimited · 9
$2,250196,303 mi

Comparison: 9 similar vehicles

Houston, TX

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

Houston, TX

UnscoredLimited · 5
$2,299168,248 mi

Comparison: 5 similar vehicles

Houston, TX

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Houston, TX

UnscoredInsufficient · 4
$2,350196,956 mi

Comparison: 4 similar vehicles

Houston, TX

2013 Dodge Journey Crew

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

2013 Dodge Journey Crew

Houston, TX

UnscoredInsufficient · 0
$2,399152,700 mi

Houston, TX

2007 BMW X5 4.8i

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

2007 BMW X5 4.8i

Houston, TX

UnscoredInsufficient · 0
$2,499176,725 mi

Houston, TX

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Houston, TX

UnscoredLimited · 9
$2,500Mileage not verified

Comparison: 9 similar vehicles

Houston, TX

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Houston, TX

UnscoredLimited · 6
$2,500227,950 mi

Comparison: 6 similar vehicles

Houston, TX

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Houston, TX

UnscoredLimited · 10
$2,500168,396 mi

Comparison: 10 similar vehicles

Houston, TX

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

Houston, TX

UnscoredInsufficient · 0
$2,500165,226 mi

Houston, TX

2010 Honda CR-V LX

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

2010 Honda CR-V LX

Houston, TX

UnscoredInsufficient · 4
$2,500114,971 mi

Comparison: 4 similar vehicles

Houston, TX

2010 Nissan Pathfinder SE

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

2010 Nissan Pathfinder SE

Houston, TX

UnscoredInsufficient · 3
$2,500147,000 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Houston, TX

UnscoredInsufficient · 3
$2,500178,497 mi

Comparison: 3 similar vehicles

Houston, TX

2004 Mazda Tribute LX

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

2004 Mazda Tribute LX

Houston, TX

UnscoredInsufficient · 0
$2,550170,468 mi

Houston, TX

2012 Ford Flex Limited

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

2012 Ford Flex Limited

Houston, TX

UnscoredInsufficient · 0
$2,599158,023 mi

Houston, TX

2015 Nissan Pathfinder Platinum

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

2015 Nissan Pathfinder Platinum

Houston, TX

UnscoredLimited · 5
$2,699176,561 mi

Comparison: 5 similar vehicles

Houston, TX

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Houston, TX

UnscoredLimited · 14
$2,699157,001 mi

Comparison: 14 similar vehicles

Houston, TX

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Houston, TX

UnscoredInsufficient · 3
$2,750230,206 mi

Comparison: 3 similar vehicles

Houston, TX

2013 GMC Acadia Denali

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

2013 GMC Acadia Denali

Houston, TX

UnscoredInsufficient · 4
$2,750229,106 mi

Comparison: 4 similar vehicles

Houston, TX

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

Houston, TX

UnscoredLimited · 5
$2,750160,597 mi

Comparison: 5 similar vehicles

Houston, TX

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Houston, TX

UnscoredInsufficient · 0
$2,799179,328 mi

Houston, TX

2012 Nissan Pathfinder Silver Edition

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

2012 Nissan Pathfinder Silver Edition

Richmond, TX

UnscoredInsufficient · 0
$2,800210,000 mi

Richmond, TX

2011 Hyundai Santa Fe Limited

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

2011 Hyundai Santa Fe Limited

Houston, TX

UnscoredLimited · 5
$2,800202,239 mi

Comparison: 5 similar vehicles

Houston, TX

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Houston, TX

UnscoredLimited · 9
$2,850122,975 mi

Comparison: 9 similar vehicles

Houston, TX

2014 Nissan Pathfinder Platinum

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

2014 Nissan Pathfinder Platinum

Houston, TX

UnscoredLimited · 9
$2,850200,691 mi

Comparison: 9 similar vehicles

Houston, TX

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Houston, TX

UnscoredInsufficient · 3
$2,850202,384 mi

Comparison: 3 similar vehicles

Houston, TX

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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