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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

1,616 listings found

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Nacogdoches, TX

UnscoredLimited · 12
$8,295267,675 mi

Comparison: 12 similar vehicles

Nacogdoches, TX

2015 Nissan Frontier S

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

2015 Nissan Frontier S

Nacogdoches, TX

UnscoredLimited · 6
$8,995186,873 mi

Comparison: 6 similar vehicles

Nacogdoches, 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 · 6
$9,995194,116 mi

Comparison: 6 similar vehicles

Huntsville, TX

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Livingston, TX

UnscoredRobust · 217
$9,999159,938 mi

Comparison: 217 similar vehicles

Livingston, TX

2001 Dodge Ram Pickup SLT

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

2001 Dodge Ram Pickup SLT

Nacogdoches, TX

UnscoredLimited · 13
$10,900220,398 mi

Comparison: 13 similar vehicles

Nacogdoches, 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

Lufkin, TX

UnscoredInsufficient · 3
$11,995173,477 mi

Comparison: 3 similar vehicles

Lufkin, 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

Nacogdoches, TX

UnscoredRobust · 107
$12,500169,544 mi

Comparison: 107 similar vehicles

Nacogdoches, 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

Corrigan, TX

UnscoredRobust · 55
$12,500219,776 mi

Comparison: 55 similar vehicles

Corrigan, 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

UnscoredModerate · 25
$13,499143,562 mi

Comparison: 25 similar vehicles

Huntsville, TX

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Lufkin, TX

UnscoredRobust · 51
$13,995211,401 mi

Comparison: 51 similar vehicles

Lufkin, 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

Livingston, TX

Fair PriceLimited · 15
$13,99979,236 mi

Market: $9,500 – $21,475

Comparison: 15 similar vehicles

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

Livingston, TX

2013 Toyota Tacoma PreRunner

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

2013 Toyota Tacoma PreRunner

Jasper, TX

UnscoredRobust · 66
$14,220153,968 mi

Comparison: 66 similar vehicles

Jasper, 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

Livingston, TX

UnscoredModerate · 38
$14,769126,698 mi

Comparison: 38 similar vehicles

Livingston, 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 · 77
$14,995171,254 mi

Comparison: 77 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

Lufkin, TX

UnscoredRobust · 104
$14,995131,292 mi

Comparison: 104 similar vehicles

Lufkin, 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 · 109
$14,999128,676 mi

Comparison: 109 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

UnscoredInsufficient · 3
$15,495126,207 mi

Comparison: 3 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 · 22
$15,499125,790 mi

Comparison: 22 similar vehicles

Huntsville, TX

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Livingston, TX

UnscoredRobust · 55
$15,988164,388 mi

Comparison: 55 similar vehicles

Livingston, 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

Lufkin, TX

UnscoredRobust · 508
$15,995162,193 mi

Comparison: 508 similar vehicles

Lufkin, 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

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

Lufkin, TX

UnscoredRobust · 169
$15,995184,220 mi

Comparison: 169 similar vehicles

Lufkin, 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

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Livingston, TX

UnscoredInsufficient · 4
$16,988127,891 mi

Comparison: 4 similar vehicles

Livingston, TX

2020 RAM 1500 Classic Tradesman

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

2020 RAM 1500 Classic Tradesman

Lufkin, TX

Fair PriceRobust · 81
$16,995116,848 mi

Market: $8,999 – $24,000

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Lufkin, TX

2019 Chevrolet Silverado 1500 LT

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

2019 Chevrolet Silverado 1500 LT

Lufkin, TX

UnscoredRobust · 291
$16,995158,393 mi

Comparison: 291 similar vehicles

Lufkin, 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

Lufkin, TX

UnscoredRobust · 80
$16,995157,543 mi

Comparison: 80 similar vehicles

Lufkin, 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 · 513
$16,999134,912 mi

Comparison: 513 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 · 218
$16,999146,821 mi

Comparison: 218 similar vehicles

Huntsville, TX

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Lufkin, TX

Fair PriceModerate · 29
$17,175102,716 mi

Market: $13,500 – $19,950

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Lufkin, 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 · 109
$17,220115,512 mi

Market: $6,999 – $28,800

Comparison: 109 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Huntsville, TX

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Huntsville, TX

UnscoredLimited · 11
$17,499128,446 mi

Comparison: 11 similar vehicles

Huntsville, 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

Huntsville, TX

Fair PriceRobust · 169
$17,799109,452 mi

Market: $5,950 – $29,995

Comparison: 169 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 103 days listed (based on current market benchmarks)

Huntsville, TX

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

Lufkin, TX

UnscoredModerate · 37
$17,995166,137 mi

Comparison: 37 similar vehicles

Lufkin, 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 · 109
$17,995112,664 mi

Market: $6,999 – $28,800

Comparison: 109 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Huntsville, TX

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Lufkin, TX

UnscoredRobust · 56
$17,995164,422 mi

Comparison: 56 similar vehicles

Lufkin, TX

2005 Ford F-350 Super Duty XLT

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

2005 Ford F-350 Super Duty XLT

Lufkin, TX

UnscoredInsufficient · 3
$17,995111,759 mi

Comparison: 3 similar vehicles

Lufkin, TX

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Livingston, TX

UnscoredLimited · 7
$18,399153,058 mi

Comparison: 7 similar vehicles

Livingston, TX

2017 GMC Sierra 1500 Base

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

2017 GMC Sierra 1500 Base

Huntsville, TX

Fair PriceModerate · 26
$18,499103,999 mi

Market: $8,809 – $26,995

Comparison: 26 similar vehicles

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

Huntsville, TX

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Livingston, TX

Fair PriceRobust · 264
$18,98880,283 mi

Market: $10,595 – $31,998

Comparison: 264 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Livingston, TX

2018 GMC Canyon SLT

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

2018 GMC Canyon SLT

Huntsville, TX

UnscoredLimited · 5
$18,995141,521 mi

Comparison: 5 similar vehicles

Huntsville, 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

Lufkin, TX

Fair PriceRobust · 195
$18,995Mileage not verified

Market: $10,999 – $30,995

Comparison: 195 similar vehicles

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

Lufkin, 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

Huntsville, TX

UnscoredLimited · 18
$18,995126,500 mi

Comparison: 18 similar vehicles

Huntsville, TX

2019 RAM 1500 Classic SLT

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

2019 RAM 1500 Classic SLT

Huntsville, TX

Fair PriceModerate · 42
$18,999119,401 mi

Market: $6,950 – $34,999

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Huntsville, TX

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Huntsville, TX

Fair PriceLimited · 11
$18,999110,566 mi

Market: $17,499 – $22,426

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Huntsville, TX

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Huntsville, TX

Fair PriceModerate · 36
$19,69995,415 mi

Market: $11,895 – $24,590

Comparison: 36 similar vehicles

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

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

Fair PriceModerate · 39
$19,799114,027 mi

Market: $5,500 – $24,204

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Huntsville, TX

2019 Chevrolet Colorado Work Truck

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

2019 Chevrolet Colorado Work Truck

Livingston, TX

Fair PriceModerate · 39
$19,98873,250 mi

Market: $12,495 – $22,000

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Livingston, 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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