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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

5,259 listings found

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

2004 Buick Rendezvous CX

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

2004 Buick Rendezvous CX

Rosenberg, TX

UnscoredInsufficient · 0
$2,995180,241 mi

Rosenberg, TX

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Brookshire, TX

UnscoredLimited · 5
$3,700198,006 mi

Comparison: 5 similar vehicles

Brookshire, TX

2008 Mazda CX-9 Touring

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

2008 Mazda CX-9 Touring

Sugar Land, TX

UnscoredInsufficient · 0
$3,800174,225 mi

Sugar Land, TX

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Sugar Land, TX

UnscoredInsufficient · 0
$3,900181,192 mi

Sugar Land, TX

2005 Acura MDX Touring Package

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

2005 Acura MDX Touring Package

Palacios, TX

UnscoredInsufficient · 0
$3,995244,727 mi

Palacios, TX

2008 Mercedes-Benz M-Class ML320

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

2008 Mercedes-Benz M-Class ML320

Katy, TX

UnscoredInsufficient · 0
$3,999156,906 mi

Katy, TX

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Richmond, TX

UnscoredLimited · 5
$4,000210,690 mi

Comparison: 5 similar vehicles

Richmond, TX

2011 Mazda CX-9 Sport

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

2011 Mazda CX-9 Sport

Richmond, TX

UnscoredInsufficient · 0
$4,000232,200 mi

Richmond, TX

2006 Mitsubishi Endeavor LS

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

2006 Mitsubishi Endeavor LS

Richmond, TX

UnscoredInsufficient · 0
$4,000Mileage not verified

Richmond, TX

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Brookshire, TX

UnscoredLimited · 15
$4,100165,183 mi

Comparison: 15 similar vehicles

Brookshire, TX

2014 Ford Escape S

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

2014 Ford Escape S

Brookshire, TX

UnscoredLimited · 16
$4,224252,801 mi

Comparison: 16 similar vehicles

Brookshire, TX

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Sugar Land, TX

UnscoredLimited · 5
$4,300225,000 mi

Comparison: 5 similar vehicles

Sugar Land, TX

2015 Nissan Pathfinder SV

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

2015 Nissan Pathfinder SV

Richmond, TX

UnscoredInsufficient · 3
$4,500206,120 mi

Comparison: 3 similar vehicles

Richmond, TX

2011 GMC Acadia SLE

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

2011 GMC Acadia SLE

Sugar Land, TX

UnscoredLimited · 5
$4,500160,004 mi

Comparison: 5 similar vehicles

Sugar Land, TX

2006 Ford Expedition Eddie Bauer

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

2006 Ford Expedition Eddie Bauer

Richmond, TX

UnscoredInsufficient · 0
$4,750164,711 mi

Richmond, TX

2011 INFINITI FX 35

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

2011 INFINITI FX 35

Sugar Land, TX

UnscoredInsufficient · 3
$4,800220,000 mi

Comparison: 3 similar vehicles

Sugar Land, TX

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Sugar Land, TX

UnscoredLimited · 9
$4,800241,498 mi

Comparison: 9 similar vehicles

Sugar Land, TX

No Photo

2014 INFINITI QX70 Base

Sugar Land, TX

UnscoredInsufficient · 4
$4,860223,856 mi

Comparison: 4 similar vehicles

Sugar Land, TX

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Brookshire, TX

UnscoredInsufficient · 3
$4,900102,305 mi

Comparison: 3 similar vehicles

Brookshire, TX

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Brookshire, TX

UnscoredLimited · 11
$4,900169,734 mi

Comparison: 11 similar vehicles

Brookshire, TX

2011 Volkswagen Tiguan SE

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

2011 Volkswagen Tiguan SE

Richmond, TX

UnscoredInsufficient · 3
$4,900103,831 mi

Comparison: 3 similar vehicles

Richmond, TX

2014 Nissan JUKE SV

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

2014 Nissan JUKE SV

Rosenberg, TX

UnscoredLimited · 7
$4,950119,960 mi

Comparison: 7 similar vehicles

Rosenberg, TX

2014 Hyundai Tucson SE

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

2014 Hyundai Tucson SE

Katy, TX

UnscoredInsufficient · 0
$4,999180,399 mi

Katy, TX

2013 Buick Enclave Premium

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

2013 Buick Enclave Premium

Katy, TX

UnscoredLimited · 13
$4,999180,652 mi

Comparison: 13 similar vehicles

Katy, TX

2003 Mitsubishi Montero Sport LS

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

2003 Mitsubishi Montero Sport LS

Katy, TX

UnscoredInsufficient · 0
$4,999161,538 mi

Katy, TX

2014 Nissan Murano SV

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

2014 Nissan Murano SV

Sugar Land, TX

Great DealLimited · 14
$5,000119,512 mi

Market: $7,995 – $9,880

Comparison: 14 similar vehicles

Competitively priced ~37% below the typical range compared to similar vehicles · 88 days listed (based on current market benchmarks)

Sugar Land, TX

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Brookshire, TX

UnscoredInsufficient · 3
$5,215179,836 mi

Comparison: 3 similar vehicles

Brookshire, 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

Brookshire, TX

UnscoredInsufficient · 4
$5,220215,351 mi

Comparison: 4 similar vehicles

Brookshire, TX

2009 Suzuki SX4 Crossover Base

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

2009 Suzuki SX4 Crossover Base

Rosenberg, TX

UnscoredInsufficient · 0
$5,450107,509 mi

Rosenberg, TX

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Brookshire, TX

UnscoredLimited · 6
$5,500157,089 mi

Comparison: 6 similar vehicles

Brookshire, TX

2015 INFINITI QX60 Base

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

2015 INFINITI QX60 Base

Richmond, TX

UnscoredRobust · 55
$5,500139,150 mi

Comparison: 55 similar vehicles

Richmond, TX

2015 Nissan Pathfinder SV

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

2015 Nissan Pathfinder SV

Richmond, TX

UnscoredInsufficient · 3
$5,500136,100 mi

Comparison: 3 similar vehicles

Richmond, TX

2012 BMW X5 xDrive35i

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

2012 BMW X5 xDrive35i

Richmond, TX

UnscoredLimited · 5
$5,500129,366 mi

Comparison: 5 similar vehicles

Richmond, TX

2010 Volvo XC60 3.2

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

2010 Volvo XC60 3.2

Richmond, TX

UnscoredInsufficient · 0
$5,500112,211 mi

Richmond, TX

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Katy, TX

UnscoredInsufficient · 3
$5,500137,001 mi

Comparison: 3 similar vehicles

Katy, TX

2007 Toyota Sequoia Limited

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

2007 Toyota Sequoia Limited

Sugar Land, TX

UnscoredLimited · 5
$5,500262,970 mi

Comparison: 5 similar vehicles

Sugar Land, TX

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Brookshire, TX

UnscoredLimited · 9
$5,650127,027 mi

Comparison: 9 similar vehicles

Brookshire, TX

2013 Ford Edge SE

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

2013 Ford Edge SE

Katy, TX

UnscoredLimited · 5
$5,750132,246 mi

Comparison: 5 similar vehicles

Katy, TX

2006 Lexus RX 330

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

2006 Lexus RX 330

Sugar Land, TX

UnscoredInsufficient · 4
$5,750154,650 mi

Comparison: 4 similar vehicles

Sugar Land, TX

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Sugar Land, TX

UnscoredLimited · 10
$5,800135,686 mi

Comparison: 10 similar vehicles

Sugar Land, TX

2016 Kia Sorento LX

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

2016 Kia Sorento LX

El Campo, TX

UnscoredLimited · 14
$5,900195,302 mi

Comparison: 14 similar vehicles

El Campo, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Sugar Land, TX

UnscoredLimited · 6
$5,900159,000 mi

Comparison: 6 similar vehicles

Sugar Land, TX

2016 FIAT 500X Trekking

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

2016 FIAT 500X Trekking

Rosenberg, TX

UnscoredInsufficient · 0
$5,950129,326 mi

Rosenberg, TX

2015 Nissan JUKE S

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

2015 Nissan JUKE S

Sugar Land, TX

UnscoredLimited · 8
$5,95093,616 mi

Comparison: 8 similar vehicles

Sugar Land, TX

2015 Volvo XC60 Premier

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

2015 Volvo XC60 Premier

Rosenberg, TX

UnscoredInsufficient · 3
$5,950152,332 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2016 Volkswagen Tiguan S

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

2016 Volkswagen Tiguan S

Richmond, TX

UnscoredModerate · 25
$5,995153,112 mi

Comparison: 25 similar vehicles

Richmond, TX

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Rosenberg, TX

UnscoredInsufficient · 4
$5,995151,825 mi

Comparison: 4 similar vehicles

Rosenberg, TX

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Sugar Land, TX

UnscoredInsufficient · 3
$5,995161,554 mi

Comparison: 3 similar vehicles

Sugar Land, TX

2014 Chevrolet Suburban LS

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

2014 Chevrolet Suburban LS

Palacios, TX

UnscoredInsufficient · 0
$5,995289,358 mi

Palacios, 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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