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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

829 listings found

2010 RAM 2500 Pickup ST

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

2010 RAM 2500 Pickup ST

Bonham, TX

UnscoredInsufficient · 0
$9,999104,611 mi

Bonham, TX

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

2013 Ford F-350 Super Duty Chassis Cab XL

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

2013 Ford F-350 Super Duty Chassis Cab XL

Bonham, TX

UnscoredLimited · 17
$11,446220,822 mi

Comparison: 17 similar vehicles

Bonham, TX

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

Paris, TX

UnscoredModerate · 32
$11,733169,692 mi

Comparison: 32 similar vehicles

Paris, TX

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Atoka, OK

UnscoredRobust · 63
$12,287146,012 mi

Comparison: 63 similar vehicles

Atoka, OK

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

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

Bonham, TX

UnscoredRobust · 88
$13,999122,449 mi

Comparison: 88 similar vehicles

Bonham, TX

2000 Ford F-350 Super Duty LARIAT

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

2000 Ford F-350 Super Duty LARIAT

Bonham, TX

UnscoredInsufficient · 0
$14,224267,269 mi

Bonham, TX

2022 Chevrolet Silverado 1500 Limited Work Truck

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

2022 Chevrolet Silverado 1500 Limited Work Truck

Durant, OK

Great DealLimited · 16
$14,995105,761 mi

Market: $16,000 – $29,486

Comparison: 16 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 49 days listed (based on current market benchmarks)

Durant, OK

2017 RAM 2500 Pickup Tradesman

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

2017 RAM 2500 Pickup Tradesman

Durant, OK

UnscoredModerate · 33
$15,985213,131 mi

Comparison: 33 similar vehicles

Durant, OK

2018 RAM 1500 Pickup Lone Star Silver

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

2018 RAM 1500 Pickup Lone Star Silver

Bonham, TX

UnscoredLimited · 13
$16,213161,951 mi

Comparison: 13 similar vehicles

Bonham, TX

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Durant, OK

Fair PriceRobust · 63
$16,98592,213 mi

Market: $5,000 – $37,985

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Durant, OK

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Durant, OK

UnscoredInsufficient · 3
$16,995110,957 mi

Comparison: 3 similar vehicles

Durant, OK

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

Atoka, OK

Fair PriceRobust · 110
$16,99974,529 mi

Market: $5,500 – $24,990

Comparison: 110 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Atoka, OK

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

2020 Toyota Tundra SR5

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

2020 Toyota Tundra SR5

Bonham, TX

UnscoredModerate · 40
$17,224163,209 mi

Comparison: 40 similar vehicles

Bonham, TX

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Durant, OK

UnscoredInsufficient · 3
$17,485106,551 mi

Comparison: 3 similar vehicles

Durant, OK

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Durant, OK

UnscoredInsufficient · 3
$17,48594,759 mi

Comparison: 3 similar vehicles

Durant, OK

2019 Chevrolet Silverado 2500HD Work Truck

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

2019 Chevrolet Silverado 2500HD Work Truck

Paris, TX

UnscoredRobust · 50
$17,625214,023 mi

Comparison: 50 similar vehicles

Paris, TX

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

2018 RAM 2500 Pickup Tradesman

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

2018 RAM 2500 Pickup Tradesman

Bonham, TX

UnscoredRobust · 78
$17,999140,568 mi

Comparison: 78 similar vehicles

Bonham, 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

Bonham, TX

UnscoredRobust · 61
$18,224123,975 mi

Comparison: 61 similar vehicles

Bonham, 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

Durant, OK

Fair PriceRobust · 60
$18,895100,260 mi

Market: $5,995 – $25,145

Comparison: 60 similar vehicles

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

Durant, OK

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

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Paris, TX

UnscoredLimited · 6
$19,456165,838 mi

Comparison: 6 similar vehicles

Paris, TX

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

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

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

Atoka, OK

UnscoredRobust · 179
$19,999142,755 mi

Comparison: 179 similar vehicles

Atoka, OK

2019 Chevrolet Silverado 1500 LD Work Truck 1WT

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

2019 Chevrolet Silverado 1500 LD Work Truck 1WT

Paris, TX

Fair PriceLimited · 13
$20,37963,923 mi

Market: $12,999 – $22,990

Comparison: 13 similar vehicles

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

Paris, TX

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

2019 Ford F-350 Super Duty Chassis Cab XL

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

2019 Ford F-350 Super Duty Chassis Cab XL

Atoka, OK

UnscoredModerate · 45
$20,950154,005 mi

Comparison: 45 similar vehicles

Atoka, OK

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

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

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Paris, TX

Fair PriceModerate · 30
$21,570109,786 mi

Market: $11,777 – $30,995

Comparison: 30 similar vehicles

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

Paris, 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

Paris, TX

Fair PriceModerate · 33
$21,88676,262 mi

Market: $7,900 – $23,509

Comparison: 33 similar vehicles

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

Paris, TX

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

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

Durant, OK

UnscoredLimited · 6
$21,985106,124 mi

Comparison: 6 similar vehicles

Durant, OK

2021 GMC Sierra 1500 SLT

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

2021 GMC Sierra 1500 SLT

Durant, OK

UnscoredLimited · 5
$21,985212,312 mi

Comparison: 5 similar vehicles

Durant, OK

2020 Ford F-350 Super Duty Chassis Cab XL

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

2020 Ford F-350 Super Duty Chassis Cab XL

Atoka, OK

UnscoredLimited · 16
$22,950139,539 mi

Comparison: 16 similar vehicles

Atoka, OK

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Paris, TX

Fair PriceRobust · 75
$22,991104,336 mi

Market: $16,394 – $33,825

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Paris, TX

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

Durant, OK

UnscoredInsufficient · 3
$23,485128,822 mi

Comparison: 3 similar vehicles

Durant, OK

2018 RAM 2500 Pickup Tradesman

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

2018 RAM 2500 Pickup Tradesman

Paris, TX

UnscoredRobust · 81
$23,554199,243 mi

Comparison: 81 similar vehicles

Paris, 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

Durant, OK

Fair PriceRobust · 234
$23,58575,804 mi

Market: $9,995 – $40,654

Comparison: 234 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Durant, OK

2021 GMC Sierra 1500 SLT

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

2021 GMC Sierra 1500 SLT

Durant, OK

UnscoredLimited · 5
$23,600145,000 mi

Comparison: 5 similar vehicles

Durant, OK

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

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Paris, TX

UnscoredLimited · 7
$23,90081,400 mi

Comparison: 7 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

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

Durant, OK

UnscoredLimited · 16
$23,985114,671 mi

Comparison: 16 similar vehicles

Durant, OK

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

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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