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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

2,997 listings found

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Madisonville, TX

UnscoredInsufficient · 0
$2,575223,389 mi

Madisonville, TX

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Huntsville, TX

UnscoredModerate · 35
$7,995226,824 mi

Comparison: 35 similar vehicles

Huntsville, TX

2018 RAM 1500 Pickup Lone Star Silver

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

2018 RAM 1500 Pickup Lone Star Silver

Bryan, TX

UnscoredRobust · 55
$8,223235,480 mi

Comparison: 55 similar vehicles

Bryan, TX

2016 GMC Sierra 1500 Base

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

2016 GMC Sierra 1500 Base

Willis, TX

UnscoredLimited · 7
$8,900157,201 mi

Comparison: 7 similar vehicles

Willis, TX

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Magnolia, TX

UnscoredLimited · 17
$9,595178,324 mi

Comparison: 17 similar vehicles

Magnolia, 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

Magnolia, TX

Fair PriceLimited · 14
$9,595105,948 mi

Market: $9,900 – $21,395

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 27 days listed (based on current market benchmarks)

Magnolia, TX

2006 Ford F-250 Super Duty XLT

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

2006 Ford F-250 Super Duty XLT

Willis, TX

UnscoredLimited · 5
$9,900Mileage not verified

Comparison: 5 similar vehicles

Willis, TX

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Huntsville, TX

UnscoredLimited · 7
$9,995194,116 mi

Comparison: 7 similar vehicles

Huntsville, 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

Navasota, TX

UnscoredLimited · 5
$10,991166,144 mi

Comparison: 5 similar vehicles

Navasota, TX

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Magnolia, TX

UnscoredModerate · 23
$11,195108,000 mi

Comparison: 23 similar vehicles

Magnolia, TX

2016 RAM 2500 Pickup Tradesman

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

2016 RAM 2500 Pickup Tradesman

Willis, TX

UnscoredInsufficient · 4
$11,400200,806 mi

Comparison: 4 similar vehicles

Willis, TX

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Bryan, TX

UnscoredModerate · 26
$11,900166,949 mi

Comparison: 26 similar vehicles

Bryan, TX

2008 Chevrolet Silverado 1500 LS

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

2008 Chevrolet Silverado 1500 LS

Conroe, TX

UnscoredInsufficient · 3
$11,988159,421 mi

Comparison: 3 similar vehicles

Conroe, TX

2010 Ford F-250 Super Duty Lariat

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

2010 Ford F-250 Super Duty Lariat

Madisonville, TX

UnscoredLimited · 7
$12,500171,526 mi

Comparison: 7 similar vehicles

Madisonville, TX

2010 Ford F-150 Harley-Davidson

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

2010 Ford F-150 Harley-Davidson

Conroe, TX

UnscoredInsufficient · 4
$12,988112,896 mi

Comparison: 4 similar vehicles

Conroe, TX

2013 Toyota Tacoma PreRunner

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

2013 Toyota Tacoma PreRunner

Huntsville, TX

UnscoredRobust · 75
$13,303185,400 mi

Comparison: 75 similar vehicles

Huntsville, TX

2015 RAM 1500 Pickup SLT

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

2015 RAM 1500 Pickup SLT

Huntsville, TX

UnscoredLimited · 15
$13,499143,562 mi

Comparison: 15 similar vehicles

Huntsville, TX

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Huntsville, TX

UnscoredModerate · 33
$13,500150,000 mi

Comparison: 33 similar vehicles

Huntsville, TX

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Bryan, TX

Fair PriceModerate · 25
$13,843112,734 mi

Market: $7,800 – $16,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Bryan, TX

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Willis, TX

UnscoredModerate · 42
$13,900195,892 mi

Comparison: 42 similar vehicles

Willis, TX

2008 Ford F-350 Super Duty XL

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

2008 Ford F-350 Super Duty XL

Willis, TX

Fair PriceLimited · 11
$13,900107,728 mi

Market: $5,500 – $22,976

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Willis, TX

2017 Nissan Titan XD SV

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

2017 Nissan Titan XD SV

Bryan, TX

UnscoredLimited · 16
$14,113144,010 mi

Comparison: 16 similar vehicles

Bryan, TX

2012 Ford F-250 Super Duty Lariat

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

2012 Ford F-250 Super Duty Lariat

Conroe, TX

UnscoredLimited · 5
$14,500278,060 mi

Comparison: 5 similar vehicles

Conroe, TX

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

College Station, TX

Fair PriceModerate · 32
$14,686113,889 mi

Market: $8,850 – $19,998

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

College Station, TX

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Willis, TX

UnscoredModerate · 22
$14,900164,536 mi

Comparison: 22 similar vehicles

Willis, TX

2017 RAM 1500 Pickup Lone Star

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

2017 RAM 1500 Pickup Lone Star

Huntsville, TX

UnscoredRobust · 78
$14,995171,254 mi

Comparison: 78 similar vehicles

Huntsville, TX

2016 RAM 1500 Pickup Lone Star

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

2016 RAM 1500 Pickup Lone Star

Huntsville, TX

UnscoredRobust · 107
$14,999128,676 mi

Comparison: 107 similar vehicles

Huntsville, TX

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Huntsville, TX

UnscoredInsufficient · 3
$15,105121,495 mi

Comparison: 3 similar vehicles

Huntsville, TX

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Huntsville, TX

UnscoredModerate · 30
$15,488135,480 mi

Comparison: 30 similar vehicles

Huntsville, 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

Huntsville, TX

UnscoredRobust · 71
$15,495126,207 mi

Comparison: 71 similar vehicles

Huntsville, TX

2018 RAM 1500 Pickup Lone Star

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

2018 RAM 1500 Pickup Lone Star

Huntsville, TX

UnscoredModerate · 21
$15,499125,790 mi

Comparison: 21 similar vehicles

Huntsville, TX

2012 Chevrolet Silverado 1500 LS

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

2012 Chevrolet Silverado 1500 LS

College Station, TX

Fair PriceLimited · 15
$15,725110,061 mi

Market: $7,777 – $22,950

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

College Station, TX

2020 RAM 1500 Classic SLT

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

2020 RAM 1500 Classic SLT

Willis, TX

Fair PriceModerate · 23
$15,900108,598 mi

Market: $13,450 – $26,999

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Willis, TX

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Bryan, TX

UnscoredModerate · 42
$15,900143,055 mi

Comparison: 42 similar vehicles

Bryan, TX

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Huntsville, TX

UnscoredLimited · 5
$15,988149,955 mi

Comparison: 5 similar vehicles

Huntsville, TX

2018 Toyota Tundra 1794 Edition

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

2018 Toyota Tundra 1794 Edition

Magnolia, TX

UnscoredInsufficient · 0
$15,99542,907 mi

Magnolia, TX

2017 Toyota Tacoma SR5

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

2017 Toyota Tacoma SR5

Huntsville, TX

UnscoredInsufficient · 3
$15,995189,763 mi

Comparison: 3 similar vehicles

Huntsville, TX

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Bryan, TX

UnscoredLimited · 6
$16,213142,925 mi

Comparison: 6 similar vehicles

Bryan, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Huntsville, TX

UnscoredLimited · 5
$16,601155,986 mi

Comparison: 5 similar vehicles

Huntsville, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Huntsville, TX

UnscoredLimited · 6
$16,799131,398 mi

Comparison: 6 similar vehicles

Huntsville, TX

2016 Chevrolet Silverado 2500HD LTZ

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

2016 Chevrolet Silverado 2500HD LTZ

Bryan, TX

UnscoredModerate · 31
$16,900244,278 mi

Comparison: 31 similar vehicles

Bryan, TX

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Willis, TX

UnscoredLimited · 6
$16,900285,389 mi

Comparison: 6 similar vehicles

Willis, TX

2018 Nissan Titan XD SV

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

2018 Nissan Titan XD SV

Huntsville, TX

Great DealModerate · 27
$16,943107,420 mi

Market: $19,990 – $27,220

Comparison: 27 similar vehicles

Competitively priced ~15% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Huntsville, TX

No Photo

2021 Chevrolet Colorado LT

Huntsville, TX

UnscoredInsufficient · 3
$16,988118,440 mi

Comparison: 3 similar vehicles

Huntsville, TX

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Navasota, TX

UnscoredInsufficient · 3
$16,990100,021 mi

Comparison: 3 similar vehicles

Navasota, TX

2013 Chevrolet Avalanche LT

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

2013 Chevrolet Avalanche LT

Huntsville, TX

UnscoredInsufficient · 3
$16,995165,674 mi

Comparison: 3 similar vehicles

Huntsville, TX

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Huntsville, TX

UnscoredRobust · 493
$16,999134,912 mi

Comparison: 493 similar vehicles

Huntsville, TX

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Huntsville, TX

UnscoredInsufficient · 3
$16,999139,406 mi

Comparison: 3 similar vehicles

Huntsville, 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

Huntsville, TX

UnscoredRobust · 210
$16,999146,821 mi

Comparison: 210 similar vehicles

Huntsville, TX

2016 RAM 1500 Pickup Lone Star

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

2016 RAM 1500 Pickup Lone Star

Huntsville, TX

Fair PriceRobust · 107
$17,220115,512 mi

Market: $6,999 – $28,800

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Huntsville, 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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