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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

314 listings found

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Greenwood, AR

UnscoredLimited · 8
$4,950234,056 mi

Comparison: 8 similar vehicles

Greenwood, AR

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

Amity, AR

UnscoredLimited · 12
$5,999154,652 mi

Comparison: 12 similar vehicles

Amity, AR

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

De Queen, AR

UnscoredInsufficient · 4
$6,900149,854 mi

Comparison: 4 similar vehicles

De Queen, AR

2003 Chevrolet Silverado 1500HD LS

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

2003 Chevrolet Silverado 1500HD LS

Greenwood, AR

UnscoredInsufficient · 0
$8,500243,733 mi

Greenwood, AR

2010 Ford F-250 Super Duty Lariat

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

2010 Ford F-250 Super Duty Lariat

Poteau, OK

UnscoredLimited · 10
$9,910248,892 mi

Comparison: 10 similar vehicles

Poteau, OK

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Wister, OK

UnscoredLimited · 15
$10,980204,483 mi

Comparison: 15 similar vehicles

Wister, OK

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

Nashville, AR

UnscoredModerate · 29
$12,125146,106 mi

Comparison: 29 similar vehicles

Nashville, AR

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Greenwood, AR

Fair PriceModerate · 26
$12,49577,840 mi

Market: $4,999 – $18,584

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Greenwood, AR

2011 Chevrolet Silverado 1500 LTZ

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

2011 Chevrolet Silverado 1500 LTZ

Nashville, AR

UnscoredLimited · 8
$12,625191,803 mi

Comparison: 8 similar vehicles

Nashville, AR

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

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Mena, AR

UnscoredModerate · 25
$12,959137,913 mi

Comparison: 25 similar vehicles

Mena, 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

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

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

Amity, AR

UnscoredModerate · 32
$13,934180,981 mi

Comparison: 32 similar vehicles

Amity, AR

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

UnscoredLimited · 9
$14,096119,402 mi

Comparison: 9 similar vehicles

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

2014 Chevrolet Silverado 2500HD Work Truck

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

2014 Chevrolet Silverado 2500HD Work Truck

Nashville, AR

UnscoredInsufficient · 4
$14,625157,477 mi

Comparison: 4 similar vehicles

Nashville, AR

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

Greenwood, AR

UnscoredLimited · 8
$14,995175,414 mi

Comparison: 8 similar vehicles

Greenwood, AR

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Fort Smith, AR

UnscoredModerate · 24
$15,000132,260 mi

Comparison: 24 similar vehicles

Fort Smith, AR

2017 Chevrolet Colorado LT

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

2017 Chevrolet Colorado LT

Nashville, AR

UnscoredLimited · 7
$15,12564,077 mi

Comparison: 7 similar vehicles

Nashville, AR

2018 GMC Sierra 1500 SLE

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

2018 GMC Sierra 1500 SLE

Mena, AR

UnscoredLimited · 16
$15,979152,557 mi

Comparison: 16 similar vehicles

Mena, AR

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Wister, OK

UnscoredLimited · 6
$16,980195,203 mi

Comparison: 6 similar vehicles

Wister, OK

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

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Poteau, OK

UnscoredModerate · 45
$17,048161,190 mi

Comparison: 45 similar vehicles

Poteau, OK

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Poteau, OK

UnscoredLimited · 7
$17,500163,192 mi

Comparison: 7 similar vehicles

Poteau, OK

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

Amity, AR

UnscoredInsufficient · 4
$17,889148,826 mi

Comparison: 4 similar vehicles

Amity, AR

2022 Chevrolet Colorado LT

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

2022 Chevrolet Colorado LT

Mena, AR

Fair PriceRobust · 117
$17,97095,213 mi

Market: $12,999 – $26,199

Comparison: 117 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Mena, AR

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

Huntington, AR

UnscoredInsufficient · 4
$18,125107,934 mi

Comparison: 4 similar vehicles

Huntington, AR

2014 Nissan Titan PRO-4X

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

2014 Nissan Titan PRO-4X

Amity, AR

UnscoredInsufficient · 0
$18,90870,216 mi

Amity, AR

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

Poteau, OK

UnscoredLimited · 10
$18,979136,008 mi

Comparison: 10 similar vehicles

Poteau, OK

2017 Chevrolet Silverado 1500 LTZ Z71

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

2017 Chevrolet Silverado 1500 LTZ Z71

Greenwood, AR

UnscoredModerate · 37
$18,995157,755 mi

Comparison: 37 similar vehicles

Greenwood, 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

Poteau, OK

UnscoredInsufficient · 4
$19,598162,747 mi

Comparison: 4 similar vehicles

Poteau, OK

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

Amity, AR

UnscoredRobust · 103
$19,653165,539 mi

Comparison: 103 similar vehicles

Amity, AR

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 · 60
$19,900104,218 mi

Market: $17,664 – $28,995

Comparison: 60 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

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

Poteau, OK

Fair PriceLimited · 18
$19,95393,322 mi

Market: $6,995 – $19,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Poteau, OK

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

2019 Ford F-350 Super Duty XL

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

2019 Ford F-350 Super Duty XL

Poteau, OK

Fair PriceModerate · 20
$19,999Mileage not verified

Market: $7,999 – $39,997

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Poteau, OK

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 · 175
$20,12496,454 mi

Market: $9,995 – $40,654

Comparison: 175 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

De Queen, 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 · 46
$20,420137,048 mi

Comparison: 46 similar vehicles

Mena, AR

2016 Chevrolet Silverado 1500 1LS

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

2016 Chevrolet Silverado 1500 1LS

Broken Bow, OK

UnscoredInsufficient · 0
$20,49882,095 mi

Broken Bow, OK

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

Amity, AR

UnscoredInsufficient · 4
$20,940103,436 mi

Comparison: 4 similar vehicles

Amity, AR

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Fort Smith, AR

Fair PriceRobust · 165
$21,00093,118 mi

Market: $8,900 – $27,194

Comparison: 165 similar vehicles

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

Fort Smith, AR

2022 Ford Maverick XLT

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

2022 Ford Maverick XLT

Mena, AR

Fair PriceLimited · 17
$21,30072,949 mi

Market: $17,050 – $25,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Mena, AR

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 · 31
$21,900103,050 mi

Market: $15,633 – $24,248

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

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

Wister, OK

UnscoredInsufficient · 3
$21,98083,055 mi

Comparison: 3 similar vehicles

Wister, OK

2018 GMC Canyon SLT

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

2018 GMC Canyon SLT

Nashville, AR

UnscoredLimited · 5
$22,62588,772 mi

Comparison: 5 similar vehicles

Nashville, AR

2022 Nissan Frontier SV

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

2022 Nissan Frontier SV

Poteau, OK

Fair PriceRobust · 71
$22,90083,038 mi

Market: $19,507 – $27,697

Comparison: 71 similar vehicles

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

Poteau, 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 · 165
$22,900124,425 mi

Comparison: 165 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 Ford F-150 XLT

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

2019 Ford F-150 XLT

Poteau, OK

UnscoredLimited · 8
$23,774120,027 mi

Comparison: 8 similar vehicles

Poteau, OK

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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