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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

577 listings found

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

Mena, AR

UnscoredLimited · 16
$5,999154,652 mi

Comparison: 16 similar vehicles

Mena, AR

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

De Kalb, TX

UnscoredInsufficient · 0
$6,995200,685 mi

De Kalb, 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

Mena, AR

UnscoredInsufficient · 0
$8,298151,922 mi

Mena, AR

2015 Nissan Titan S

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

2015 Nissan Titan S

Idabel, OK

UnscoredInsufficient · 0
$10,599160,660 mi

Idabel, OK

2008 Dodge Ram 1500 Pickup SXT

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

2008 Dodge Ram 1500 Pickup SXT

De Kalb, TX

UnscoredInsufficient · 0
$10,750228,286 mi

De Kalb, TX

2008 Ford F-350 Super Duty Chassis Cab XL

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

2008 Ford F-350 Super Duty Chassis Cab XL

De Queen, AR

UnscoredInsufficient · 0
$12,629278,250 mi

De Queen, AR

2009 Dodge Ram 1500 Pickup Sport

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

2009 Dodge Ram 1500 Pickup Sport

Mena, AR

UnscoredInsufficient · 0
$12,981100,039 mi

Mena, AR

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

New Boston, TX

UnscoredLimited · 6
$12,999198,634 mi

Comparison: 6 similar vehicles

New Boston, TX

2015 Chevrolet Colorado Work Truck

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

2015 Chevrolet Colorado Work Truck

Broken Bow, OK

UnscoredInsufficient · 0
$13,000103,330 mi

Broken Bow, OK

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

De Queen, AR

Fair PriceLimited · 10
$14,096119,402 mi

Market: $5,995 – $17,046

Comparison: 10 similar vehicles

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

De Queen, AR

2015 RAM 2500 Pickup SLT

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

2015 RAM 2500 Pickup SLT

Mena, AR

UnscoredLimited · 11
$14,595251,409 mi

Comparison: 11 similar vehicles

Mena, AR

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

Mena, AR

UnscoredInsufficient · 4
$15,800156,473 mi

Comparison: 4 similar vehicles

Mena, AR

2017 GMC Sierra 2500HD SLE

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

2017 GMC Sierra 2500HD SLE

Mena, AR

UnscoredInsufficient · 0
$16,99592,075 mi

Mena, AR

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

Idabel, OK

UnscoredRobust · 138
$17,099137,478 mi

Comparison: 138 similar vehicles

Idabel, OK

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Mena, AR

UnscoredLimited · 9
$17,215118,347 mi

Comparison: 9 similar vehicles

Mena, AR

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Mena, AR

UnscoredRobust · 52
$17,664125,874 mi

Comparison: 52 similar vehicles

Mena, AR

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Paris, TX

UnscoredModerate · 25
$17,872135,636 mi

Comparison: 25 similar vehicles

Paris, TX

2022 Chevrolet Silverado 1500 Limited Custom

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

2022 Chevrolet Silverado 1500 Limited Custom

New Boston, TX

UnscoredRobust · 126
$17,999147,767 mi

Comparison: 126 similar vehicles

New Boston, 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

Hugo, OK

Fair PriceRobust · 135
$18,90077,761 mi

Market: $9,805 – $26,995

Comparison: 135 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Hugo, OK

2021 Nissan Frontier SV

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

2021 Nissan Frontier SV

Paris, TX

Fair PriceLimited · 11
$19,836114,541 mi

Market: $15,900 – $21,574

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Paris, TX

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

De Queen, AR

Fair PriceRobust · 59
$19,900104,218 mi

Market: $17,664 – $28,995

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

De Queen, AR

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

De Queen, AR

UnscoredLimited · 7
$19,995147,394 mi

Comparison: 7 similar vehicles

De Queen, AR

2018 Chevrolet Silverado 2500HD Work Truck

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

2018 Chevrolet Silverado 2500HD Work Truck

Clarksville, TX

UnscoredRobust · 51
$19,997204,662 mi

Comparison: 51 similar vehicles

Clarksville, 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

De Queen, AR

Fair PriceRobust · 188
$20,12496,454 mi

Market: $9,995 – $40,654

Comparison: 188 similar vehicles

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

De Queen, AR

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Ashdown, AR

UnscoredInsufficient · 4
$20,215Mileage not verified

Comparison: 4 similar vehicles

Ashdown, AR

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Mena, AR

UnscoredModerate · 38
$20,420137,048 mi

Comparison: 38 similar vehicles

Mena, AR

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

Clarksville, TX

UnscoredModerate · 47
$20,810130,759 mi

Comparison: 47 similar vehicles

Clarksville, TX

2015 Ford F-250 Super Duty Lariat

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

2015 Ford F-250 Super Duty Lariat

Paris, TX

UnscoredRobust · 51
$21,219163,283 mi

Comparison: 51 similar vehicles

Paris, TX

2023 Chevrolet Silverado 1500 Work Truck

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

2023 Chevrolet Silverado 1500 Work Truck

Ashdown, AR

Fair PriceModerate · 32
$21,459114,827 mi

Market: $18,425 – $29,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Ashdown, AR

2019 Chevrolet Low Cab Forward Base

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

2019 Chevrolet Low Cab Forward Base

Clarksville, TX

UnscoredInsufficient · 0
$21,490150,000 mi

Clarksville, TX

2022 Chevrolet Colorado Work Truck

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

2022 Chevrolet Colorado Work Truck

De Queen, AR

Fair PriceModerate · 33
$21,900103,050 mi

Market: $15,633 – $24,248

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

De Queen, AR

2022 Ford Ranger XL

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

2022 Ford Ranger XL

Hugo, OK

Fair PriceModerate · 44
$21,943116,462 mi

Market: $13,995 – $25,408

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Hugo, OK

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

De Queen, AR

UnscoredRobust · 170
$22,900124,425 mi

Comparison: 170 similar vehicles

De Queen, AR

2024 Hyundai Santa Cruz SE

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

2024 Hyundai Santa Cruz SE

De Queen, AR

UnscoredInsufficient · 0
$23,40645,443 mi

De Queen, AR

2019 Chevrolet Silverado 2500HD LT

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

2019 Chevrolet Silverado 2500HD LT

Clarksville, TX

UnscoredLimited · 8
$23,751214,613 mi

Comparison: 8 similar vehicles

Clarksville, TX

2017 Toyota Tundra SR5

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

2017 Toyota Tundra SR5

Paris, TX

UnscoredRobust · 84
$23,845148,079 mi

Comparison: 84 similar vehicles

Paris, 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

Hugo, OK

Fair PriceRobust · 540
$23,90597,206 mi

Market: $10,177 – $88,866

Comparison: 540 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Hugo, OK

2021 Nissan Titan SV

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

2021 Nissan Titan SV

De Queen, AR

UnscoredLimited · 17
$23,995123,318 mi

Comparison: 17 similar vehicles

De Queen, AR

2019 RAM 1500 Pickup Rebel

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

2019 RAM 1500 Pickup Rebel

Idabel, OK

UnscoredRobust · 68
$24,099120,757 mi

Comparison: 68 similar vehicles

Idabel, OK

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

Idabel, OK

UnscoredRobust · 213
$24,099126,007 mi

Comparison: 213 similar vehicles

Idabel, OK

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

Mena, AR

UnscoredRobust · 245
$24,995125,555 mi

Comparison: 245 similar vehicles

Mena, AR

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Ashdown, AR

UnscoredLimited · 14
$24,999154,533 mi

Comparison: 14 similar vehicles

Ashdown, AR

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

Antlers, OK

UnscoredRobust · 167
$25,185147,686 mi

Comparison: 167 similar vehicles

Antlers, OK

2022 Chevrolet Colorado LT

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

2022 Chevrolet Colorado LT

Broken Bow, OK

Fair PriceRobust · 68
$25,50047,303 mi

Market: $18,777 – $30,289

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Broken Bow, OK

2015 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2015 Chevrolet Silverado 3500 Chassis Cab Work Truck

Antlers, OK

UnscoredInsufficient · 3
$25,500129,969 mi

Comparison: 3 similar vehicles

Antlers, OK

2024 Toyota Tacoma SR

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

2024 Toyota Tacoma SR

Clarksville, TX

UnscoredLimited · 7
$25,65542,233 mi

Comparison: 7 similar vehicles

Clarksville, 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

De Queen, AR

UnscoredRobust · 125
$25,900123,026 mi

Comparison: 125 similar vehicles

De Queen, AR

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

New Boston, TX

Fair PriceRobust · 209
$25,91872,408 mi

Market: $12,990 – $31,950

Comparison: 209 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

New Boston, TX

2016 Ford F-250 Super Duty Lariat

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

2016 Ford F-250 Super Duty Lariat

Paris, TX

Fair PriceModerate · 46
$26,213107,632 mi

Market: $19,200 – $43,118

Comparison: 46 similar vehicles

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

Paris, TX

2022 Toyota Tacoma SR5

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

2022 Toyota Tacoma SR5

Ashdown, AR

Fair PriceRobust · 52
$26,45079,393 mi

Market: $23,999 – $35,540

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Ashdown, AR

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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