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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

1,085 listings found

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Chickasha, OK

UnscoredLimited · 8
$4,995241,832 mi

Comparison: 8 similar vehicles

Chickasha, OK

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Marlow, OK

UnscoredInsufficient · 4
$4,999199,116 mi

Comparison: 4 similar vehicles

Marlow, OK

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Marlow, OK

UnscoredLimited · 5
$6,900223,992 mi

Comparison: 5 similar vehicles

Marlow, OK

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Lawton, OK

UnscoredModerate · 20
$7,995207,601 mi

Comparison: 20 similar vehicles

Lawton, OK

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Lawton, OK

UnscoredLimited · 17
$7,995198,756 mi

Comparison: 17 similar vehicles

Lawton, OK

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Wichita Falls, TX

UnscoredRobust · 59
$8,700331,458 mi

Comparison: 59 similar vehicles

Wichita Falls, TX

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Lawton, OK

UnscoredLimited · 17
$8,995161,597 mi

Comparison: 17 similar vehicles

Lawton, 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

Wichita Falls, TX

UnscoredRobust · 99
$9,100249,942 mi

Comparison: 99 similar vehicles

Wichita Falls, TX

2000 Ford F-250 Super Duty LARIAT

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

2000 Ford F-250 Super Duty LARIAT

Lawton, OK

UnscoredInsufficient · 0
$9,995281,470 mi

Lawton, OK

2006 Toyota Tundra Base

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

2006 Toyota Tundra Base

Lawton, OK

UnscoredInsufficient · 0
$10,250198,500 mi

Lawton, OK

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Marlow, OK

UnscoredModerate · 29
$10,900152,899 mi

Comparison: 29 similar vehicles

Marlow, OK

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Lawton, OK

UnscoredInsufficient · 0
$10,995142,041 mi

Lawton, OK

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Lawton, OK

UnscoredInsufficient · 4
$10,995243,386 mi

Comparison: 4 similar vehicles

Lawton, OK

1999 Ford F-350 Super Duty LARIAT

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

1999 Ford F-350 Super Duty LARIAT

Lawton, OK

UnscoredInsufficient · 0
$11,000261,700 mi

Lawton, OK

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

Lawton, OK

UnscoredInsufficient · 4
$11,500169,200 mi

Comparison: 4 similar vehicles

Lawton, 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

Lawton, OK

UnscoredRobust · 356
$11,775203,200 mi

Comparison: 356 similar vehicles

Lawton, OK

2015 GMC Canyon SLE

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

2015 GMC Canyon SLE

Marlow, OK

UnscoredInsufficient · 0
$11,900178,365 mi

Marlow, OK

2016 Chevrolet Silverado 1500 Work Truck 1WT

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

2016 Chevrolet Silverado 1500 Work Truck 1WT

Lawton, OK

UnscoredInsufficient · 4
$11,995218,328 mi

Comparison: 4 similar vehicles

Lawton, OK

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

Lawton, OK

UnscoredModerate · 49
$11,995185,901 mi

Comparison: 49 similar vehicles

Lawton, OK

2005 Dodge Ram 1500 Pickup Laramie

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

2005 Dodge Ram 1500 Pickup Laramie

Lawton, OK

UnscoredInsufficient · 0
$12,98897,682 mi

Lawton, OK

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

Wichita Falls, TX

UnscoredRobust · 140
$13,220194,494 mi

Comparison: 140 similar vehicles

Wichita Falls, 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

Wichita Falls, TX

UnscoredRobust · 105
$13,500187,455 mi

Comparison: 105 similar vehicles

Wichita Falls, TX

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Duncan, OK

UnscoredModerate · 26
$13,877146,971 mi

Comparison: 26 similar vehicles

Duncan, OK

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

Lawton, OK

UnscoredInsufficient · 4
$14,988143,859 mi

Comparison: 4 similar vehicles

Lawton, OK

2008 Ford F-450 Super Duty Chassis Cab XL

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

2008 Ford F-450 Super Duty Chassis Cab XL

Lawton, OK

UnscoredLimited · 5
$14,995154,801 mi

Comparison: 5 similar vehicles

Lawton, OK

2014 RAM 1500 Pickup Sport

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

2014 RAM 1500 Pickup Sport

Wichita Falls, TX

UnscoredLimited · 8
$15,000155,000 mi

Comparison: 8 similar vehicles

Wichita Falls, TX

2014 Ford F-150 Platinum

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

2014 Ford F-150 Platinum

Anadarko, OK

UnscoredModerate · 42
$15,000209,834 mi

Comparison: 42 similar vehicles

Anadarko, OK

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Wichita Falls, TX

Fair PriceLimited · 11
$15,025113,406 mi

Market: $7,877 – $15,129

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Wichita Falls, TX

2020 Nissan Frontier S

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

2020 Nissan Frontier S

Duncan, OK

UnscoredInsufficient · 4
$15,30079,056 mi

Comparison: 4 similar vehicles

Duncan, OK

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

Anadarko, OK

UnscoredModerate · 27
$15,450193,329 mi

Comparison: 27 similar vehicles

Anadarko, OK

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Lawton, OK

Fair PriceModerate · 29
$15,995114,312 mi

Market: $5,900 – $19,995

Comparison: 29 similar vehicles

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

Lawton, OK

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

Lawton, OK

Fair PriceRobust · 65
$15,99599,093 mi

Market: $8,500 – $19,988

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Lawton, OK

2014 Nissan Titan S

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

2014 Nissan Titan S

Wichita Falls, TX

UnscoredInsufficient · 0
$15,995133,818 mi

Wichita Falls, 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

Lawton, OK

Fair PriceRobust · 153
$16,37091,870 mi

Market: $7,500 – $39,612

Comparison: 153 similar vehicles

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

Lawton, OK

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Chickasha, OK

UnscoredLimited · 5
$16,464113,302 mi

Comparison: 5 similar vehicles

Chickasha, 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

Wichita Falls, TX

UnscoredRobust · 56
$16,995184,614 mi

Comparison: 56 similar vehicles

Wichita Falls, 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

Wichita Falls, TX

UnscoredRobust · 58
$17,495127,394 mi

Comparison: 58 similar vehicles

Wichita Falls, TX

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Wichita Falls, TX

UnscoredModerate · 20
$17,500140,520 mi

Comparison: 20 similar vehicles

Wichita Falls, TX

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Lawton, OK

UnscoredRobust · 163
$17,590121,111 mi

Comparison: 163 similar vehicles

Lawton, OK

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

Lawton, OK

Fair PriceRobust · 158
$17,99598,184 mi

Market: $9,900 – $29,950

Comparison: 158 similar vehicles

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

Lawton, OK

2017 Honda Ridgeline RTL-E

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

2017 Honda Ridgeline RTL-E

Marlow, OK

UnscoredLimited · 13
$17,999140,590 mi

Comparison: 13 similar vehicles

Marlow, OK

2022 Chevrolet Silverado 1500 Work Truck

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

2022 Chevrolet Silverado 1500 Work Truck

Wichita Falls, TX

UnscoredLimited · 6
$18,020157,895 mi

Comparison: 6 similar vehicles

Wichita Falls, TX

2022 Chevrolet Silverado 1500 Work Truck

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

2022 Chevrolet Silverado 1500 Work Truck

Wichita Falls, TX

UnscoredLimited · 6
$18,220156,394 mi

Comparison: 6 similar vehicles

Wichita Falls, 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

Lawton, OK

UnscoredRobust · 111
$18,746141,857 mi

Comparison: 111 similar vehicles

Lawton, OK

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

Burkburnett, TX

UnscoredRobust · 409
$18,798143,164 mi

Comparison: 409 similar vehicles

Burkburnett, 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

Wichita Falls, TX

UnscoredLimited · 5
$18,800163,890 mi

Comparison: 5 similar vehicles

Wichita Falls, 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

Wichita Falls, TX

UnscoredRobust · 410
$18,886155,051 mi

Comparison: 410 similar vehicles

Wichita Falls, TX

2013 RAM 1500 Pickup Outdoorsman

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

2013 RAM 1500 Pickup Outdoorsman

Duncan, OK

UnscoredInsufficient · 0
$18,900131,000 mi

Duncan, 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

Lawton, OK

Fair PriceRobust · 104
$18,995119,628 mi

Market: $9,995 – $88,866

Comparison: 104 similar vehicles

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

Lawton, 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

Lawton, OK

Fair PriceRobust · 89
$18,99597,220 mi

Market: $5,500 – $24,990

Comparison: 89 similar vehicles

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

Lawton, 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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