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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

1,601 listings found

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

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

2008 Ford Explorer Sport Trac Limited

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

2008 Ford Explorer Sport Trac Limited

Victoria, TX

UnscoredInsufficient · 4
$6,500182,391 mi

Comparison: 4 similar vehicles

Victoria, TX

1997 Chevrolet C2500 CHEYENNE

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

1997 Chevrolet C2500 CHEYENNE

El Campo, TX

UnscoredInsufficient · 0
$6,500300,000 mi

El Campo, 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

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

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

Victoria, TX

Salvage title
$9,993172,018 mi

Victoria, TX

2011 Ford F-150 FX2

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

2011 Ford F-150 FX2

Victoria, TX

UnscoredInsufficient · 4
$11,216178,296 mi

Comparison: 4 similar vehicles

Victoria, TX

2014 Chevrolet Silverado 1500 2LT

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

2014 Chevrolet Silverado 1500 2LT

Victoria, TX

UnscoredInsufficient · 0
$11,900242,321 mi

Victoria, 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

Victoria, TX

UnscoredRobust · 132
$11,995223,242 mi

Comparison: 132 similar vehicles

Victoria, TX

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Victoria, TX

UnscoredInsufficient · 0
$11,99945,824 mi

Victoria, 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

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

Victoria, TX

UnscoredRobust · 76
$13,994128,428 mi

Comparison: 76 similar vehicles

Victoria, 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

Victoria, TX

UnscoredRobust · 110
$13,999136,330 mi

Comparison: 110 similar vehicles

Victoria, TX

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Victoria, TX

UnscoredRobust · 50
$15,212150,743 mi

Comparison: 50 similar vehicles

Victoria, TX

2018 Chevrolet Colorado Work Truck

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

2018 Chevrolet Colorado Work Truck

Victoria, TX

Fair PriceModerate · 40
$15,216105,510 mi

Market: $8,900 – $19,998

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Victoria, TX

2020 Chevrolet Colorado LT

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

2020 Chevrolet Colorado LT

Luling, TX

UnscoredModerate · 24
$15,220163,121 mi

Comparison: 24 similar vehicles

Luling, 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

El Campo, TX

UnscoredRobust · 74
$15,463123,493 mi

Comparison: 74 similar vehicles

El Campo, 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

Gonzales, TX

UnscoredInsufficient · 4
$15,500134,249 mi

Comparison: 4 similar vehicles

Gonzales, TX

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Luling, TX

UnscoredInsufficient · 3
$16,000100,209 mi

Comparison: 3 similar vehicles

Luling, 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

La Grange, TX

Fair PriceRobust · 181
$16,02192,248 mi

Market: $6,850 – $39,612

Comparison: 181 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

La Grange, 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

Victoria, TX

UnscoredRobust · 68
$16,997151,943 mi

Comparison: 68 similar vehicles

Victoria, TX

2013 Ford F-150 FX2

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

2013 Ford F-150 FX2

Victoria, TX

UnscoredLimited · 14
$16,999127,404 mi

Comparison: 14 similar vehicles

Victoria, TX

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Weimar, TX

UnscoredInsufficient · 3
$17,206124,564 mi

Comparison: 3 similar vehicles

Weimar, 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

El Campo, TX

Fair PriceRobust · 313
$17,945111,620 mi

Market: $9,750 – $88,866

Comparison: 313 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

El Campo, 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

El Campo, TX

Fair PriceRobust · 313
$17,995111,198 mi

Market: $9,750 – $88,866

Comparison: 313 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

El Campo, TX

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Victoria, TX

UnscoredRobust · 129
$18,500135,687 mi

Comparison: 129 similar vehicles

Victoria, TX

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Victoria, TX

UnscoredRobust · 83
$18,500164,389 mi

Comparison: 83 similar vehicles

Victoria, TX

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Victoria, TX

Fair PriceModerate · 47
$18,77481,814 mi

Market: $13,000 – $24,590

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Victoria, TX

2015 Chevrolet Silverado 3500 Chassis Cab 1LT

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

2015 Chevrolet Silverado 3500 Chassis Cab 1LT

Sealy, TX

UnscoredInsufficient · 0
$18,985123,484 mi

Sealy, TX

2007 Chevrolet Silverado Classic 2500HD LT1

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

2007 Chevrolet Silverado Classic 2500HD LT1

Victoria, TX

UnscoredInsufficient · 0
$18,99927,065 mi

Victoria, TX

2017 Nissan Titan PRO-4X

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

2017 Nissan Titan PRO-4X

Hallettsville, TX

UnscoredInsufficient · 0
$19,183129,064 mi

Hallettsville, TX

2022 RAM 1500 Classic Tradesman

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

2022 RAM 1500 Classic Tradesman

El Campo, TX

Fair PriceRobust · 108
$19,62488,100 mi

Market: $6,500 – $25,267

Comparison: 108 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

El Campo, TX

2019 GMC Canyon SLE

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

2019 GMC Canyon SLE

Gonzales, TX

UnscoredLimited · 5
$19,895116,603 mi

Comparison: 5 similar vehicles

Gonzales, 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

Gonzales, TX

UnscoredInsufficient · 4
$19,900112,253 mi

Comparison: 4 similar vehicles

Gonzales, TX

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Victoria, TX

UnscoredRobust · 129
$19,900122,701 mi

Comparison: 129 similar vehicles

Victoria, 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

Gonzales, TX

UnscoredLimited · 7
$19,950138,521 mi

Comparison: 7 similar vehicles

Gonzales, TX

2016 Ford F-350 Super Duty Chassis Cab XL

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

2016 Ford F-350 Super Duty Chassis Cab XL

Victoria, TX

UnscoredInsufficient · 4
$19,994179,012 mi

Comparison: 4 similar vehicles

Victoria, TX

2022 RAM 1500 Classic Tradesman

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

2022 RAM 1500 Classic Tradesman

Victoria, TX

Fair PriceRobust · 126
$20,21587,065 mi

Market: $6,500 – $25,267

Comparison: 126 similar vehicles

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

Victoria, TX

2022 Ford Maverick XL

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

2022 Ford Maverick XL

El Campo, TX

UnscoredInsufficient · 4
$20,66447,046 mi

Comparison: 4 similar vehicles

El Campo, TX

2022 Hyundai Santa Cruz SEL Premium

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

2022 Hyundai Santa Cruz SEL Premium

Victoria, TX

UnscoredLimited · 5
$20,89455,255 mi

Comparison: 5 similar vehicles

Victoria, TX

2022 Ford Ranger Lariat

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

2022 Ford Ranger Lariat

Gonzales, TX

UnscoredModerate · 37
$20,900138,236 mi

Comparison: 37 similar vehicles

Gonzales, TX

2016 Toyota Tundra SR5

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

2016 Toyota Tundra SR5

Victoria, TX

UnscoredRobust · 59
$20,919195,668 mi

Comparison: 59 similar vehicles

Victoria, TX

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Victoria, TX

Fair PriceRobust · 50
$21,216119,633 mi

Market: $9,995 – $24,945

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Victoria, TX

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Victoria, TX

OverpricedLimited · 12
$21,47572,620 mi

Market: $9,996 – $20,998

Comparison: 12 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Victoria, TX

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Columbus, TX

UnscoredInsufficient · 3
$21,63298,694 mi

Comparison: 3 similar vehicles

Columbus, 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

Sealy, TX

Fair PriceRobust · 64
$21,758Mileage not verified

Market: $12,995 – $33,995

Comparison: 64 similar vehicles

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

Sealy, TX

2021 Chevrolet Colorado Work Truck

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

2021 Chevrolet Colorado Work Truck

Victoria, TX

UnscoredInsufficient · 0
$21,99459,795 mi

Victoria, TX

2021 Honda Ridgeline Sport

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

2021 Honda Ridgeline Sport

Victoria, TX

UnscoredLimited · 5
$21,999119,416 mi

Comparison: 5 similar vehicles

Victoria, 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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