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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

1,945 listings found

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

San Saba, TX

UnscoredModerate · 30
$4,000148,000 mi

Comparison: 30 similar vehicles

San Saba, 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

Burnet, TX

UnscoredLimited · 7
$4,999294,895 mi

Comparison: 7 similar vehicles

Burnet, TX

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Liberty Hill, TX

UnscoredLimited · 6
$5,900138,000 mi

Comparison: 6 similar vehicles

Liberty Hill, 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

Marble Falls, TX

UnscoredInsufficient · 4
$6,199113,558 mi

Comparison: 4 similar vehicles

Marble Falls, TX

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Leander, TX

UnscoredInsufficient · 0
$6,500128,389 mi

Leander, TX

1997 Chevrolet C1500 CHEYENNE

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

1997 Chevrolet C1500 CHEYENNE

Lampasas, TX

UnscoredInsufficient · 0
$6,500238,500 mi

Lampasas, TX

2007 Chevrolet Silverado Classic 2500HD Work

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

2007 Chevrolet Silverado Classic 2500HD Work

Liberty Hill, TX

UnscoredInsufficient · 0
$6,600225,000 mi

Liberty Hill, TX

2005 Chevrolet Silverado 2500HD LT

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

2005 Chevrolet Silverado 2500HD LT

Liberty Hill, TX

UnscoredLimited · 6
$6,799185,731 mi

Comparison: 6 similar vehicles

Liberty Hill, TX

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

San Saba, TX

Fair PriceLimited · 18
$7,250114,117 mi

Market: $4,995 – $13,000

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

San Saba, TX

2013 Honda Ridgeline RTS

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

2013 Honda Ridgeline RTS

Spicewood, TX

UnscoredLimited · 7
$7,890172,143 mi

Comparison: 7 similar vehicles

Spicewood, TX

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Marble Falls, TX

UnscoredInsufficient · 4
$8,000180,757 mi

Comparison: 4 similar vehicles

Marble Falls, TX

2001 Ford F-250 Super Duty Lariat

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

2001 Ford F-250 Super Duty Lariat

San Saba, TX

UnscoredInsufficient · 0
$8,000184,683 mi

San Saba, TX

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Marble Falls, TX

UnscoredInsufficient · 0
$8,199112,819 mi

Marble Falls, 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

Lampasas, TX

UnscoredLimited · 15
$8,995201,995 mi

Comparison: 15 similar vehicles

Lampasas, TX

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Lampasas, TX

UnscoredLimited · 15
$9,000223,000 mi

Comparison: 15 similar vehicles

Lampasas, TX

2003 Subaru Baja Base

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

2003 Subaru Baja Base

Marble Falls, TX

UnscoredInsufficient · 0
$9,190188,106 mi

Marble Falls, TX

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Lampasas, TX

UnscoredModerate · 27
$9,750243,912 mi

Comparison: 27 similar vehicles

Lampasas, TX

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Lampasas, TX

UnscoredLimited · 15
$10,000186,300 mi

Comparison: 15 similar vehicles

Lampasas, TX

2017 Chevrolet Silverado 1500 Custom

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

2017 Chevrolet Silverado 1500 Custom

Lampasas, TX

UnscoredInsufficient · 3
$10,900267,132 mi

Comparison: 3 similar vehicles

Lampasas, TX

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Marble Falls, TX

UnscoredInsufficient · 4
$11,149152,414 mi

Comparison: 4 similar vehicles

Marble Falls, TX

1997 Chevrolet C3500 CHEYENNE

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

1997 Chevrolet C3500 CHEYENNE

Dripping Springs, TX

UnscoredInsufficient · 0
$11,29589,532 mi

Dripping Springs, TX

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Fredericksburg, TX

UnscoredInsufficient · 0
$12,72597,926 mi

Fredericksburg, 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

Cedar Park, TX

UnscoredLimited · 14
$13,250141,061 mi

Comparison: 14 similar vehicles

Cedar Park, TX

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Liberty Hill, TX

UnscoredLimited · 7
$13,999146,750 mi

Comparison: 7 similar vehicles

Liberty Hill, 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

Austin, TX

Fair PriceModerate · 40
$14,32988,493 mi

Market: $4,999 – $17,223

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Austin, TX

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Lampasas, TX

UnscoredLimited · 8
$14,480Mileage not verified

Comparison: 8 similar vehicles

Lampasas, 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

Florence, TX

Fair PriceModerate · 27
$14,500109,043 mi

Market: $8,999 – $24,145

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Florence, TX

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Liberty Hill, TX

UnscoredInsufficient · 3
$14,50069,758 mi

Comparison: 3 similar vehicles

Liberty Hill, TX

2008 Toyota Tundra Limited

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

2008 Toyota Tundra Limited

Lampasas, TX

UnscoredLimited · 9
$14,500186,700 mi

Comparison: 9 similar vehicles

Lampasas, TX

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Lampasas, TX

UnscoredInsufficient · 3
$14,900159,967 mi

Comparison: 3 similar vehicles

Lampasas, TX

2014 Ford F-150 Platinum

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

2014 Ford F-150 Platinum

Liberty Hill, TX

UnscoredInsufficient · 3
$14,900150,298 mi

Comparison: 3 similar vehicles

Liberty Hill, 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

Austin, TX

UnscoredLimited · 9
$14,909178,605 mi

Comparison: 9 similar vehicles

Austin, TX

2015 Toyota Tacoma PreRunner

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

2015 Toyota Tacoma PreRunner

Burnet, TX

UnscoredModerate · 32
$14,995189,821 mi

Comparison: 32 similar vehicles

Burnet, TX

2015 Chevrolet Silverado 1500 LTZ

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

2015 Chevrolet Silverado 1500 LTZ

Lampasas, TX

UnscoredRobust · 65
$14,999182,151 mi

Comparison: 65 similar vehicles

Lampasas, TX

2017 Chevrolet Colorado LT

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

2017 Chevrolet Colorado LT

Marble Falls, TX

UnscoredLimited · 18
$15,149122,800 mi

Comparison: 18 similar vehicles

Marble Falls, TX

2013 Honda Ridgeline RTS

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

2013 Honda Ridgeline RTS

Lampasas, TX

UnscoredInsufficient · 0
$15,900116,188 mi

Lampasas, TX

2013 Toyota Tundra Limited

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

2013 Toyota Tundra Limited

Lampasas, TX

UnscoredLimited · 7
$16,000231,800 mi

Comparison: 7 similar vehicles

Lampasas, TX

2016 GMC Canyon SLE

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

2016 GMC Canyon SLE

Marble Falls, TX

UnscoredInsufficient · 3
$16,120132,464 mi

Comparison: 3 similar vehicles

Marble Falls, TX

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Leander, TX

UnscoredInsufficient · 3
$16,42694,672 mi

Comparison: 3 similar vehicles

Leander, 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

Lampasas, TX

UnscoredLimited · 7
$16,480Mileage not verified

Comparison: 7 similar vehicles

Lampasas, TX

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Liberty Hill, TX

UnscoredLimited · 5
$16,500157,980 mi

Comparison: 5 similar vehicles

Liberty Hill, TX

2016 Chevrolet Silverado 1500 Work Truck 1WT

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

2016 Chevrolet Silverado 1500 Work Truck 1WT

Liberty Hill, TX

UnscoredLimited · 6
$16,500117,773 mi

Comparison: 6 similar vehicles

Liberty Hill, TX

2016 Chevrolet Silverado 1500 Work Truck 1WT

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

2016 Chevrolet Silverado 1500 Work Truck 1WT

Liberty Hill, TX

UnscoredLimited · 6
$16,500117,085 mi

Comparison: 6 similar vehicles

Liberty Hill, 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

Jonestown, TX

UnscoredModerate · 21
$16,800154,849 mi

Comparison: 21 similar vehicles

Jonestown, TX

2008 Ford F-250 Super Duty Lariat

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

2008 Ford F-250 Super Duty Lariat

Liberty Hill, TX

UnscoredInsufficient · 4
$16,800165,891 mi

Comparison: 4 similar vehicles

Liberty Hill, TX

2022 RAM 3500 Chassis Cab Tradesman

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

2022 RAM 3500 Chassis Cab Tradesman

Liberty Hill, TX

UnscoredModerate · 25
$16,900288,975 mi

Comparison: 25 similar vehicles

Liberty Hill, 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

Lampasas, TX

UnscoredLimited · 18
$16,900181,737 mi

Comparison: 18 similar vehicles

Lampasas, 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

Lampasas, TX

Fair PriceRobust · 54
$16,980Mileage not verified

Market: $4,950 – $24,645

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Lampasas, TX

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Burnet, TX

UnscoredRobust · 56
$16,990181,200 mi

Comparison: 56 similar vehicles

Burnet, TX

2004 Dodge Ram 2500 Pickup SLT

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

2004 Dodge Ram 2500 Pickup SLT

Leander, TX

UnscoredLimited · 18
$16,995220,045 mi

Comparison: 18 similar vehicles

Leander, 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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