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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 22, 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

4,698 listings found

2005 GMC Sierra 2500HD Work Truck

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

2005 GMC Sierra 2500HD Work Truck

Gonzales, TX

UnscoredInsufficient · 0
$4,800195,556 mi

Gonzales, TX

2001 Nissan Frontier XE

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

2001 Nissan Frontier XE

New Braunfels, TX

UnscoredInsufficient · 0
$4,999243,000 mi

New Braunfels, TX

2010 Ford F-350 Super Duty XL

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

2010 Ford F-350 Super Duty XL

New Braunfels, TX

UnscoredInsufficient · 0
$6,222163,650 mi

New Braunfels, TX

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Austin, TX

UnscoredInsufficient · 0
$6,425167,418 mi

Austin, TX

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Seguin, TX

UnscoredInsufficient · 0
$6,500333,693 mi

Seguin, TX

2003 Ford F-250 Super Duty Lariat

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

2003 Ford F-250 Super Duty Lariat

New Braunfels, TX

UnscoredInsufficient · 0
$6,520189,026 mi

New Braunfels, TX

2009 Ford F-350 Super Duty Chassis Cab XL

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

2009 Ford F-350 Super Duty Chassis Cab XL

New Braunfels, TX

UnscoredInsufficient · 3
$6,888203,969 mi

Comparison: 3 similar vehicles

New Braunfels, 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

Dale, TX

UnscoredModerate · 39
$6,900163,933 mi

Comparison: 39 similar vehicles

Dale, TX

2008 Ford F-450 Super Duty Chassis Cab XLT

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

2008 Ford F-450 Super Duty Chassis Cab XLT

New Braunfels, TX

UnscoredInsufficient · 0
$6,995348,252 mi

New Braunfels, TX

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

New Braunfels, TX

UnscoredLimited · 6
$7,044286,211 mi

Comparison: 6 similar vehicles

New Braunfels, TX

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Austin, TX

UnscoredInsufficient · 0
$7,350168,963 mi

Austin, TX

2003 Ford F-250 Super Duty XLT

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

2003 Ford F-250 Super Duty XLT

Poth, TX

UnscoredLimited · 7
$7,830181,245 mi

Comparison: 7 similar vehicles

Poth, TX

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Austin, TX

UnscoredInsufficient · 3
$7,950272,122 mi

Comparison: 3 similar vehicles

Austin, TX

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Austin, TX

UnscoredLimited · 5
$7,950299,285 mi

Comparison: 5 similar vehicles

Austin, TX

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Buda, TX

UnscoredLimited · 6
$7,999131,038 mi

Comparison: 6 similar vehicles

Buda, TX

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Gonzales, TX

UnscoredLimited · 12
$8,250194,310 mi

Comparison: 12 similar vehicles

Gonzales, TX

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Gonzales, TX

UnscoredModerate · 30
$8,850163,915 mi

Comparison: 30 similar vehicles

Gonzales, TX

2011 Nissan Titan SV

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

2011 Nissan Titan SV

Seguin, TX

UnscoredInsufficient · 0
$8,850163,859 mi

Seguin, TX

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

New Braunfels, TX

UnscoredInsufficient · 4
$8,888317,322 mi

Comparison: 4 similar vehicles

New Braunfels, TX

2007 Dodge Ram 2500 Pickup ST

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

2007 Dodge Ram 2500 Pickup ST

McQueeney, TX

UnscoredLimited · 6
$8,900204,120 mi

Comparison: 6 similar vehicles

McQueeney, TX

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

New Braunfels, TX

UnscoredLimited · 6
$8,999195,481 mi

Comparison: 6 similar vehicles

New Braunfels, TX

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Poth, TX

UnscoredLimited · 5
$9,040213,457 mi

Comparison: 5 similar vehicles

Poth, 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

New Braunfels, TX

UnscoredLimited · 12
$9,400207,370 mi

Comparison: 12 similar vehicles

New Braunfels, TX

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Gonzales, TX

UnscoredLimited · 18
$9,450157,404 mi

Comparison: 18 similar vehicles

Gonzales, TX

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

New Braunfels, TX

UnscoredLimited · 6
$9,800165,597 mi

Comparison: 6 similar vehicles

New Braunfels, TX

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Kyle, TX

UnscoredModerate · 21
$9,922280,000 mi

Comparison: 21 similar vehicles

Kyle, TX

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Austin, TX

UnscoredLimited · 6
$9,950280,765 mi

Comparison: 6 similar vehicles

Austin, TX

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

New Braunfels, TX

UnscoredModerate · 24
$9,999249,000 mi

Comparison: 24 similar vehicles

New Braunfels, TX

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

New Braunfels, TX

UnscoredLimited · 17
$9,999161,769 mi

Comparison: 17 similar vehicles

New Braunfels, TX

2009 Ford F-350 Super Duty Chassis Cab XL

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

2009 Ford F-350 Super Duty Chassis Cab XL

New Braunfels, TX

UnscoredInsufficient · 3
$9,99989,540 mi

Comparison: 3 similar vehicles

New Braunfels, TX

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

New Braunfels, TX

UnscoredInsufficient · 3
$10,025160,076 mi

Comparison: 3 similar vehicles

New Braunfels, TX

2008 Nissan Frontier Nismo

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

2008 Nissan Frontier Nismo

Seguin, TX

UnscoredLimited · 6
$10,495131,713 mi

Comparison: 6 similar vehicles

Seguin, TX

2019 Nissan Frontier S

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

2019 Nissan Frontier S

Austin, TX

UnscoredLimited · 14
$10,690151,186 mi

Comparison: 14 similar vehicles

Austin, TX

2004 Nissan Titan XE

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

2004 Nissan Titan XE

Lockhart, TX

UnscoredInsufficient · 3
$10,990220,702 mi

Comparison: 3 similar vehicles

Lockhart, TX

2011 Chevrolet Colorado 1LT

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

2011 Chevrolet Colorado 1LT

Seguin, TX

UnscoredInsufficient · 3
$11,375123,438 mi

Comparison: 3 similar vehicles

Seguin, TX

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Seguin, TX

UnscoredLimited · 18
$11,495135,659 mi

Comparison: 18 similar vehicles

Seguin, 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

Bastrop, TX

UnscoredInsufficient · 3
$11,717167,701 mi

Comparison: 3 similar vehicles

Bastrop, TX

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

New Braunfels, TX

UnscoredLimited · 7
$11,744114,157 mi

Comparison: 7 similar vehicles

New Braunfels, TX

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Austin, TX

Fair PriceModerate · 20
$11,790100,061 mi

Market: $8,500 – $23,900

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Austin, 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

Bastrop, TX

UnscoredLimited · 9
$11,912155,291 mi

Comparison: 9 similar vehicles

Bastrop, TX

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Seguin, TX

UnscoredInsufficient · 0
$11,99570,508 mi

Seguin, TX

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Poth, TX

UnscoredInsufficient · 0
$12,020Mileage not verified

Poth, TX

2013 Toyota Tacoma PreRunner

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

2013 Toyota Tacoma PreRunner

New Braunfels, TX

UnscoredRobust · 74
$12,125211,267 mi

Comparison: 74 similar vehicles

New Braunfels, TX

2015 GMC Canyon Base

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

2015 GMC Canyon Base

Seguin, TX

UnscoredInsufficient · 0
$12,425121,264 mi

Seguin, TX

2018 Ford F-150 XL

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

2018 Ford F-150 XL

New Braunfels, TX

UnscoredModerate · 31
$12,500148,000 mi

Comparison: 31 similar vehicles

New Braunfels, TX

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

New Braunfels, TX

UnscoredLimited · 6
$12,563143,046 mi

Comparison: 6 similar vehicles

New Braunfels, TX

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Lockhart, TX

UnscoredInsufficient · 3
$12,725218,412 mi

Comparison: 3 similar vehicles

Lockhart, TX

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Gonzales, TX

UnscoredRobust · 67
$12,800216,369 mi

Comparison: 67 similar vehicles

Gonzales, TX

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

New Braunfels, TX

UnscoredInsufficient · 4
$12,95071,475 mi

Comparison: 4 similar vehicles

New Braunfels, TX

2013 Toyota Tacoma Base

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

2013 Toyota Tacoma Base

New Braunfels, TX

UnscoredLimited · 14
$12,950155,182 mi

Comparison: 14 similar vehicles

New Braunfels, 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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