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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

2,408 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

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 · 45
$6,900163,933 mi

Comparison: 45 similar vehicles

Dale, TX

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Bastrop, TX

UnscoredLimited · 14
$8,195124,307 mi

Comparison: 14 similar vehicles

Bastrop, 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 · 31
$8,850163,915 mi

Comparison: 31 similar vehicles

Gonzales, TX

No Photo

2011 Ford F-150 XL

Bellville, TX

UnscoredModerate · 24
$8,995237,042 mi

Comparison: 24 similar vehicles

Bellville, 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

No Photo

2016 RAM 2500 Pickup Tradesman

Bellville, TX

UnscoredModerate · 33
$9,995275,102 mi

Comparison: 33 similar vehicles

Bellville, TX

No Photo

2005 Ford F-150 STX

Bellville, TX

UnscoredInsufficient · 3
$9,995171,050 mi

Comparison: 3 similar vehicles

Bellville, 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

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

No Photo

2011 Toyota Tundra Grade

Bellville, TX

UnscoredModerate · 38
$12,500120,142 mi

Comparison: 38 similar vehicles

Bellville, 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

Sealy, TX

UnscoredModerate · 29
$12,695185,692 mi

Comparison: 29 similar vehicles

Sealy, 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 · 61
$12,800216,369 mi

Comparison: 61 similar vehicles

Gonzales, 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

Brenham, TX

UnscoredLimited · 6
$12,835189,581 mi

Comparison: 6 similar vehicles

Brenham, TX

2000 Ford F-250 Super Duty XL

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

2000 Ford F-250 Super Duty XL

Brenham, TX

UnscoredInsufficient · 3
$13,205164,504 mi

Comparison: 3 similar vehicles

Brenham, TX

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Cedar Creek, TX

UnscoredLimited · 10
$14,400149,573 mi

Comparison: 10 similar vehicles

Cedar Creek, 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

Bastrop, TX

UnscoredLimited · 12
$14,909178,605 mi

Comparison: 12 similar vehicles

Bastrop, 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 · 26
$15,220163,121 mi

Comparison: 26 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

Gonzales, TX

UnscoredInsufficient · 4
$15,500134,249 mi

Comparison: 4 similar vehicles

Gonzales, 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

Lockhart, TX

Fair PriceModerate · 42
$15,99984,224 mi

Market: $11,500 – $19,998

Comparison: 42 similar vehicles

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

Lockhart, 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

Fair PriceRobust · 155
$16,000100,209 mi

Market: $15,995 – $29,999

Comparison: 155 similar vehicles

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

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 · 182
$16,02192,248 mi

Market: $6,850 – $28,990

Comparison: 182 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

La Grange, TX

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Brenham, TX

UnscoredRobust · 56
$16,205161,921 mi

Comparison: 56 similar vehicles

Brenham, TX

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Dale, TX

Fair PriceLimited · 12
$16,50095,481 mi

Market: $14,950 – $19,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Dale, TX

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

Dale, TX

Fair PriceLimited · 10
$16,50074,740 mi

Market: $5,995 – $19,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Dale, TX

2022 Hyundai Santa Cruz SEL

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

2022 Hyundai Santa Cruz SEL

Brenham, TX

UnscoredInsufficient · 4
$17,000108,792 mi

Comparison: 4 similar vehicles

Brenham, 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

Cedar Creek, TX

UnscoredLimited · 15
$17,900172,472 mi

Comparison: 15 similar vehicles

Cedar Creek, TX

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Lockhart, TX

Fair PriceLimited · 11
$17,999102,858 mi

Market: $17,931 – $19,950

Comparison: 11 similar vehicles

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

Lockhart, TX

2016 GMC Canyon SLE

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

2016 GMC Canyon SLE

Bastrop, TX

UnscoredInsufficient · 3
$18,709116,296 mi

Comparison: 3 similar vehicles

Bastrop, 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

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

Lockhart, TX

UnscoredLimited · 9
$18,990120,076 mi

Comparison: 9 similar vehicles

Lockhart, TX

2018 Chevrolet Colorado Z71

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

2018 Chevrolet Colorado Z71

Brenham, TX

UnscoredLimited · 8
$19,00096,474 mi

Comparison: 8 similar vehicles

Brenham, 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

2021 Ford Ranger XL

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

2021 Ford Ranger XL

Gonzales, TX

UnscoredInsufficient · 3
$19,50069,752 mi

Comparison: 3 similar vehicles

Gonzales, TX

2022 RAM 3500 Pickup Tradesman

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

2022 RAM 3500 Pickup Tradesman

Lockhart, TX

UnscoredRobust · 53
$19,720194,508 mi

Comparison: 53 similar vehicles

Lockhart, 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

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 · 6
$19,950138,521 mi

Comparison: 6 similar vehicles

Gonzales, TX

2019 RAM 1500 Classic Express

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

2019 RAM 1500 Classic Express

Lockhart, TX

Fair PriceLimited · 19
$20,21381,140 mi

Market: $12,209 – $31,995

Comparison: 19 similar vehicles

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

Lockhart, TX

2022 Hyundai Santa Cruz SEL

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

2022 Hyundai Santa Cruz SEL

Brenham, TX

UnscoredInsufficient · 4
$20,59163,802 mi

Comparison: 4 similar vehicles

Brenham, TX

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Bastrop, TX

Fair PriceRobust · 68
$20,716112,483 mi

Market: $17,113 – $29,033

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Bastrop, 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 · 39
$20,900138,236 mi

Comparison: 39 similar vehicles

Gonzales, 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

Weimar, TX

UnscoredModerate · 23
$21,216121,874 mi

Comparison: 23 similar vehicles

Weimar, TX

2022 RAM 1500 Pickup Big Horn/Lone Star

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

2022 RAM 1500 Pickup Big Horn/Lone Star

Brenham, TX

Great DealLimited · 15
$21,637109,081 mi

Market: $22,995 – $39,499

Comparison: 15 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 39 days listed (based on current market benchmarks)

Brenham, 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 · 61
$21,758Mileage not verified

Market: $12,995 – $33,995

Comparison: 61 similar vehicles

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

Sealy, 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

Dale, TX

UnscoredModerate · 24
$21,999126,348 mi

Comparison: 24 similar vehicles

Dale, 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

Brenham, TX

UnscoredInsufficient · 0
$22,00039,274 mi

Brenham, TX

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Lockhart, TX

UnscoredModerate · 20
$22,258123,019 mi

Comparison: 20 similar vehicles

Lockhart, 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

Bastrop, TX

Fair PriceLimited · 19
$22,314114,681 mi

Market: $17,999 – $33,116

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Bastrop, 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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