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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

1,106 listings found

2002 Chevrolet Silverado 1500 base

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

2002 Chevrolet Silverado 1500 base

Live Oak, FL

UnscoredInsufficient · 0
$4,500Mileage not verified

Live Oak, FL

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

Perry, FL

UnscoredInsufficient · 3
$5,500336,161 mi

Comparison: 3 similar vehicles

Perry, FL

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Lake City, FL

UnscoredLimited · 7
$5,800Mileage not verified

Comparison: 7 similar vehicles

Lake City, FL

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Valdosta, GA

UnscoredLimited · 6
$6,500240,000 mi

Comparison: 6 similar vehicles

Valdosta, GA

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

Lake City, FL

UnscoredLimited · 5
$6,500Mileage not verified

Comparison: 5 similar vehicles

Lake City, FL

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Lake City, FL

UnscoredLimited · 9
$6,500185,679 mi

Comparison: 9 similar vehicles

Lake City, FL

2005 Ford F-350 Super Duty Lariat

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

2005 Ford F-350 Super Duty Lariat

Perry, FL

UnscoredLimited · 9
$6,500326,980 mi

Comparison: 9 similar vehicles

Perry, FL

2003 Dodge Ram 2500 Pickup Laramie

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

2003 Dodge Ram 2500 Pickup Laramie

Lake City, FL

UnscoredInsufficient · 0
$6,500195,680 mi

Lake City, FL

2009 Ford F-150 King Ranch

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

2009 Ford F-150 King Ranch

Alachua, FL

UnscoredInsufficient · 0
$7,500267,248 mi

Alachua, FL

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Valdosta, GA

UnscoredLimited · 5
$7,950233,460 mi

Comparison: 5 similar vehicles

Valdosta, GA

2006 Ford F-350 Super Duty XLT

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

2006 Ford F-350 Super Duty XLT

Alachua, FL

UnscoredInsufficient · 0
$8,000191,763 mi

Alachua, FL

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Alachua, FL

UnscoredModerate · 22
$8,199221,197 mi

Comparison: 22 similar vehicles

Alachua, FL

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Live Oak, FL

UnscoredLimited · 6
$8,500Mileage not verified

Comparison: 6 similar vehicles

Live Oak, FL

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Live Oak, FL

UnscoredLimited · 5
$8,800175,927 mi

Comparison: 5 similar vehicles

Live Oak, FL

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Valdosta, GA

UnscoredLimited · 6
$9,500202,440 mi

Comparison: 6 similar vehicles

Valdosta, GA

2006 Lincoln Mark LT Base

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

2006 Lincoln Mark LT Base

Valdosta, GA

UnscoredInsufficient · 0
$9,995192,321 mi

Valdosta, GA

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

Valdosta, GA

UnscoredLimited · 6
$10,950210,135 mi

Comparison: 6 similar vehicles

Valdosta, GA

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

Valdosta, GA

UnscoredLimited · 6
$10,950179,724 mi

Comparison: 6 similar vehicles

Valdosta, GA

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

Naylor, GA

UnscoredLimited · 7
$10,950196,399 mi

Comparison: 7 similar vehicles

Naylor, GA

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

Naylor, GA

UnscoredLimited · 7
$10,950188,485 mi

Comparison: 7 similar vehicles

Naylor, GA

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

Valdosta, GA

UnscoredRobust · 61
$10,990206,148 mi

Comparison: 61 similar vehicles

Valdosta, GA

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

Alachua, FL

UnscoredLimited · 6
$11,284162,881 mi

Comparison: 6 similar vehicles

Alachua, FL

2010 Chevrolet Silverado 2500HD 1LT

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

2010 Chevrolet Silverado 2500HD 1LT

Valdosta, GA

UnscoredInsufficient · 0
$11,900221,000 mi

Valdosta, GA

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

Naylor, GA

UnscoredLimited · 7
$11,950188,570 mi

Comparison: 7 similar vehicles

Naylor, GA

2010 Chevrolet Silverado 1500 LS

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

2010 Chevrolet Silverado 1500 LS

Live Oak, FL

UnscoredInsufficient · 3
$12,500224,139 mi

Comparison: 3 similar vehicles

Live Oak, FL

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Valdosta, GA

UnscoredLimited · 9
$12,900160,936 mi

Comparison: 9 similar vehicles

Valdosta, GA

2005 Toyota Tacoma PreRunner

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

2005 Toyota Tacoma PreRunner

Valdosta, GA

UnscoredInsufficient · 0
$12,900112,191 mi

Valdosta, GA

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Naylor, GA

UnscoredRobust · 104
$12,950204,702 mi

Comparison: 104 similar vehicles

Naylor, GA

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

Valdosta, GA

UnscoredLimited · 7
$12,995151,922 mi

Comparison: 7 similar vehicles

Valdosta, GA

2016 Ford F-450 Super Duty Chassis Cab XL

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

2016 Ford F-450 Super Duty Chassis Cab XL

Lake City, FL

UnscoredLimited · 16
$13,900Mileage not verified

Comparison: 16 similar vehicles

Lake City, FL

2014 Toyota Tacoma PreRunner

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

2014 Toyota Tacoma PreRunner

Valdosta, GA

UnscoredLimited · 14
$13,995205,789 mi

Comparison: 14 similar vehicles

Valdosta, GA

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Valdosta, GA

UnscoredModerate · 39
$14,850165,309 mi

Comparison: 39 similar vehicles

Valdosta, GA

2013 Chevrolet Silverado 1500 LS

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

2013 Chevrolet Silverado 1500 LS

Alachua, FL

UnscoredInsufficient · 3
$14,900191,783 mi

Comparison: 3 similar vehicles

Alachua, FL

2005 Ford F-350 Super Duty XL

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

2005 Ford F-350 Super Duty XL

Valdosta, GA

UnscoredInsufficient · 0
$14,950245,838 mi

Valdosta, GA

2016 GMC Sierra 1500 SLT

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

2016 GMC Sierra 1500 SLT

Quitman, GA

UnscoredModerate · 25
$14,993200,123 mi

Comparison: 25 similar vehicles

Quitman, GA

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

Valdosta, GA

Fair PriceModerate · 42
$15,95089,507 mi

Market: $5,499 – $16,897

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 226 days listed (based on current market benchmarks)

Valdosta, GA

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Naylor, GA

UnscoredLimited · 9
$15,950133,500 mi

Comparison: 9 similar vehicles

Naylor, GA

2012 RAM 3500 Chassis Cab Laramie

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

2012 RAM 3500 Chassis Cab Laramie

Live Oak, FL

UnscoredInsufficient · 0
$16,000234,268 mi

Live Oak, FL

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

Alachua, FL

UnscoredInsufficient · 3
$16,447136,223 mi

Comparison: 3 similar vehicles

Alachua, FL

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Live Oak, FL

UnscoredModerate · 36
$17,500173,231 mi

Comparison: 36 similar vehicles

Live Oak, FL

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Live Oak, FL

UnscoredLimited · 7
$17,87566,735 mi

Comparison: 7 similar vehicles

Live Oak, FL

2021 Chevrolet Silverado 1500 Work Truck

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

2021 Chevrolet Silverado 1500 Work Truck

Live Oak, FL

UnscoredModerate · 42
$18,155141,858 mi

Comparison: 42 similar vehicles

Live Oak, FL

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

Live Oak, FL

UnscoredRobust · 170
$18,600121,736 mi

Comparison: 170 similar vehicles

Live Oak, FL

2019 Chevrolet Silverado 1500 LT

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

2019 Chevrolet Silverado 1500 LT

Alachua, FL

Fair PriceRobust · 81
$18,900118,627 mi

Market: $12,950 – $36,549

Comparison: 81 similar vehicles

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

Alachua, FL

2020 Chevrolet Colorado LT

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

2020 Chevrolet Colorado LT

Valdosta, GA

UnscoredModerate · 31
$18,950131,216 mi

Comparison: 31 similar vehicles

Valdosta, GA

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

Alachua, FL

UnscoredLimited · 19
$18,994125,838 mi

Comparison: 19 similar vehicles

Alachua, FL

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

Valdosta, GA

UnscoredInsufficient · 3
$18,999133,020 mi

Comparison: 3 similar vehicles

Valdosta, GA

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Valdosta, GA

UnscoredRobust · 80
$18,999157,178 mi

Comparison: 80 similar vehicles

Valdosta, GA

2018 Nissan Titan S

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

2018 Nissan Titan S

Live Oak, FL

UnscoredInsufficient · 4
$19,00084,760 mi

Comparison: 4 similar vehicles

Live Oak, FL

2017 Chevrolet Silverado 1500 High Country

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

2017 Chevrolet Silverado 1500 High Country

Alachua, FL

UnscoredLimited · 17
$19,317181,782 mi

Comparison: 17 similar vehicles

Alachua, FL

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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