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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)

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Houston, TX

UnscoredLimited · 11
$1,495197,143 mi

Comparison: 11 similar vehicles

Houston, TX

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Houston, TX

UnscoredInsufficient · 0
$1,799263,392 mi

Houston, TX

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Pasadena, TX

UnscoredLimited · 17
$1,800Mileage not verified

Comparison: 17 similar vehicles

Pasadena, TX

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Houston, TX

UnscoredLimited · 5
$1,999213,079 mi

Comparison: 5 similar vehicles

Houston, TX

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Houston, TX

UnscoredInsufficient · 3
$1,999281,176 mi

Comparison: 3 similar vehicles

Houston, TX

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Pasadena, TX

UnscoredInsufficient · 3
$2,000Mileage not verified

Comparison: 3 similar vehicles

Pasadena, TX

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Pasadena, TX

UnscoredLimited · 18
$2,000Mileage not verified

Comparison: 18 similar vehicles

Pasadena, TX

2000 Ford F-150 WORK SERIES

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

2000 Ford F-150 WORK SERIES

Houston, TX

UnscoredInsufficient · 0
$2,399278,700 mi

Houston, TX

2014 Nissan Titan S

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

2014 Nissan Titan S

Houston, TX

UnscoredInsufficient · 0
$2,500Mileage not verified

Houston, TX

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Houston, TX

UnscoredLimited · 18
$2,500Mileage not verified

Comparison: 18 similar vehicles

Houston, TX

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

El Paso, TX

UnscoredInsufficient · 0
$2,500199,544 mi

El Paso, TX

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Houston, TX

UnscoredInsufficient · 3
$2,500204,268 mi

Comparison: 3 similar vehicles

Houston, TX

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Mabank, TX

UnscoredLimited · 5
$2,500Mileage not verified

Comparison: 5 similar vehicles

Mabank, TX

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Mexia, TX

UnscoredLimited · 9
$2,750Mileage not verified

Comparison: 9 similar vehicles

Mexia, TX

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Houston, TX

UnscoredInsufficient · 3
$2,900424,789 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Honda Ridgeline RTX

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

2007 Honda Ridgeline RTX

Austin, TX

UnscoredLimited · 6
$2,995201,350 mi

Comparison: 6 similar vehicles

Austin, TX

2004 Ford F-150 STX

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

2004 Ford F-150 STX

San Antonio, TX

UnscoredInsufficient · 0
$2,995151,111 mi

San Antonio, TX

2001 GMC Sierra SLE

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

2001 GMC Sierra SLE

Houston, TX

UnscoredInsufficient · 4
$2,995281,465 mi

Comparison: 4 similar vehicles

Houston, TX

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Houston, TX

UnscoredLimited · 13
$2,999229,930 mi

Comparison: 13 similar vehicles

Houston, TX

2005 Toyota Tundra SR5

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

2005 Toyota Tundra SR5

Houston, TX

UnscoredInsufficient · 4
$2,999273,106 mi

Comparison: 4 similar vehicles

Houston, TX

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Houston, TX

UnscoredLimited · 5
$2,999147,525 mi

Comparison: 5 similar vehicles

Houston, TX

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

Pasadena, TX

UnscoredInsufficient · 3
$3,000Mileage not verified

Comparison: 3 similar vehicles

Pasadena, TX

No Photo

1999 Ford F-250 Super Duty XL

Canutillo, TX

UnscoredInsufficient · 0
$3,160Mileage not verified

Canutillo, TX

2005 Ford F-150 XL

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

2005 Ford F-150 XL

El Campo, TX

UnscoredInsufficient · 0
$3,200364,241 mi

El Campo, TX

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Houston, TX

UnscoredInsufficient · 3
$3,399163,539 mi

Comparison: 3 similar vehicles

Houston, TX

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Houston, TX

UnscoredLimited · 5
$3,400214,682 mi

Comparison: 5 similar vehicles

Houston, TX

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Pasadena, TX

UnscoredLimited · 13
$3,500Mileage not verified

Comparison: 13 similar vehicles

Pasadena, TX

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Kingwood, TX

UnscoredInsufficient · 3
$3,500298,858 mi

Comparison: 3 similar vehicles

Kingwood, TX

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

El Paso, TX

UnscoredInsufficient · 0
$3,500189,476 mi

El Paso, TX

2004 Nissan Titan XE

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

2004 Nissan Titan XE

Palacios, TX

UnscoredInsufficient · 0
$3,500208,512 mi

Palacios, TX

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Cypress, TX

UnscoredInsufficient · 3
$3,500186,161 mi

Comparison: 3 similar vehicles

Cypress, TX

2001 GMC Sierra SLE

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

2001 GMC Sierra SLE

Houston, TX

UnscoredInsufficient · 4
$3,500189,498 mi

Comparison: 4 similar vehicles

Houston, TX

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Dallas, TX

UnscoredInsufficient · 0
$3,500195,325 mi

Dallas, TX

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Hartley, TX

UnscoredLimited · 10
$3,600210,857 mi

Comparison: 10 similar vehicles

Hartley, TX

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Dallas, TX

UnscoredInsufficient · 4
$3,600137,247 mi

Comparison: 4 similar vehicles

Dallas, TX

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Houston, TX

UnscoredInsufficient · 3
$3,648195,000 mi

Comparison: 3 similar vehicles

Houston, TX

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Houston, TX

UnscoredLimited · 7
$3,650276,001 mi

Comparison: 7 similar vehicles

Houston, TX

2004 Nissan Titan SE

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

2004 Nissan Titan SE

San Antonio, TX

UnscoredInsufficient · 0
$3,695151,222 mi

San Antonio, TX

2008 Nissan Frontier LE

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

2008 Nissan Frontier LE

Houston, TX

UnscoredInsufficient · 0
$3,750339,206 mi

Houston, TX

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Arlington, TX

UnscoredLimited · 6
$3,800189,928 mi

Comparison: 6 similar vehicles

Arlington, TX

2007 Nissan Titan LE

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

2007 Nissan Titan LE

La Porte, TX

UnscoredInsufficient · 0
$3,800248,962 mi

La Porte, TX

2005 Ford F-150 STX

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

2005 Ford F-150 STX

San Antonio, TX

UnscoredInsufficient · 3
$3,800238,940 mi

Comparison: 3 similar vehicles

San Antonio, TX

2002 GMC Sonoma SLS

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

2002 GMC Sonoma SLS

Hutto, TX

UnscoredInsufficient · 0
$3,850176,277 mi

Hutto, TX

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Dallas, TX

UnscoredLimited · 7
$3,900200,096 mi

Comparison: 7 similar vehicles

Dallas, TX

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Houston, TX

UnscoredInsufficient · 0
$3,900338,711 mi

Houston, TX

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Houston, TX

UnscoredLimited · 17
$3,950260,615 mi

Comparison: 17 similar vehicles

Houston, TX

2008 Honda Ridgeline RTX

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

2008 Honda Ridgeline RTX

Houston, TX

UnscoredInsufficient · 3
$3,950195,897 mi

Comparison: 3 similar vehicles

Houston, TX

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Dallas, TX

Salvage title
$3,950285,925 mi

Dallas, TX

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Cleburne, TX

UnscoredInsufficient · 0
$3,950185,373 mi

Cleburne, TX

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

San Antonio, TX

UnscoredLimited · 7
$3,990262,517 mi

Comparison: 7 similar vehicles

San Antonio, 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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