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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

2,445 listings found

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Union City, TN

UnscoredInsufficient · 0
$2,984147,039 mi

Union City, TN

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Wingo, KY

Salvage title
$2,995231,565 mi

Wingo, KY

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Troy, TN

UnscoredInsufficient · 0
$4,800201,017 mi

Troy, TN

2005 GMC Sierra 1500 SLE

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

2005 GMC Sierra 1500 SLE

New Madrid, MO

UnscoredInsufficient · 3
$4,999220,089 mi

Comparison: 3 similar vehicles

New Madrid, MO

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Hickory, KY

UnscoredInsufficient · 0
$5,500171,686 mi

Hickory, KY

2004 Chevrolet Colorado Z71

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

2004 Chevrolet Colorado Z71

Hickory, KY

UnscoredInsufficient · 0
$5,900251,463 mi

Hickory, KY

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Hickory, KY

UnscoredLimited · 8
$5,900225,307 mi

Comparison: 8 similar vehicles

Hickory, KY

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

Union City, TN

UnscoredInsufficient · 0
$6,280211,888 mi

Union City, TN

2005 Ford Explorer Sport Trac Adrenalin

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

2005 Ford Explorer Sport Trac Adrenalin

Paducah, KY

UnscoredInsufficient · 0
$6,950244,880 mi

Paducah, KY

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Benton, KY

UnscoredInsufficient · 0
$6,995124,153 mi

Benton, KY

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Murray, KY

UnscoredLimited · 6
$6,999174,123 mi

Comparison: 6 similar vehicles

Murray, KY

2018 Ford F-250 Super Duty XL

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

2018 Ford F-250 Super Duty XL

Sikeston, MO

UnscoredModerate · 33
$7,500255,078 mi

Comparison: 33 similar vehicles

Sikeston, MO

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Hickory, KY

UnscoredModerate · 37
$7,900170,004 mi

Comparison: 37 similar vehicles

Hickory, KY

2010 Ford Ranger XLT

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

2010 Ford Ranger XLT

Troy, TN

UnscoredLimited · 5
$7,900226,952 mi

Comparison: 5 similar vehicles

Troy, TN

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

Troy, TN

UnscoredInsufficient · 3
$7,900205,298 mi

Comparison: 3 similar vehicles

Troy, TN

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

Sikeston, MO

UnscoredInsufficient · 0
$7,950134,766 mi

Sikeston, MO

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Dresden, TN

UnscoredLimited · 5
$7,988110,567 mi

Comparison: 5 similar vehicles

Dresden, TN

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

Huntingdon, TN

UnscoredRobust · 58
$7,995242,170 mi

Comparison: 58 similar vehicles

Huntingdon, TN

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

New Madrid, MO

UnscoredModerate · 28
$7,999174,176 mi

Comparison: 28 similar vehicles

New Madrid, MO

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Mayfield, KY

UnscoredLimited · 18
$8,494147,952 mi

Comparison: 18 similar vehicles

Mayfield, KY

No Photo

2007 Chevrolet Silverado 2500HD LT

Martin, TN

UnscoredInsufficient · 0
$8,500336,828 mi

Martin, TN

2018 Chevrolet Silverado 2500HD LTZ

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

2018 Chevrolet Silverado 2500HD LTZ

Sikeston, MO

UnscoredModerate · 29
$8,550142,378 mi

Comparison: 29 similar vehicles

Sikeston, MO

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

Sikeston, MO

UnscoredModerate · 33
$8,650192,429 mi

Comparison: 33 similar vehicles

Sikeston, MO

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Hickory, KY

UnscoredModerate · 24
$8,900172,325 mi

Comparison: 24 similar vehicles

Hickory, KY

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Troy, TN

UnscoredLimited · 5
$8,900284,261 mi

Comparison: 5 similar vehicles

Troy, TN

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

Mayfield, KY

UnscoredModerate · 30
$8,950180,165 mi

Comparison: 30 similar vehicles

Mayfield, KY

2007 Chevrolet Silverado 1500 LTZ

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

2007 Chevrolet Silverado 1500 LTZ

Union City, TN

UnscoredLimited · 7
$8,981267,293 mi

Comparison: 7 similar vehicles

Union City, TN

2012 Chevrolet Avalanche LTZ

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

2012 Chevrolet Avalanche LTZ

Mayfield, KY

UnscoredInsufficient · 0
$8,995205,000 mi

Mayfield, KY

2023 Ford Maverick XL

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

2023 Ford Maverick XL

Sikeston, MO

UnscoredInsufficient · 0
$9,05034,428 mi

Sikeston, MO

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Sikeston, MO

UnscoredLimited · 12
$9,450140,258 mi

Comparison: 12 similar vehicles

Sikeston, MO

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

Benton, KY

Fair PriceModerate · 35
$9,500117,508 mi

Market: $8,495 – $21,500

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 276 days listed (based on current market benchmarks)

Benton, KY

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

Murray, KY

UnscoredLimited · 10
$9,800208,845 mi

Comparison: 10 similar vehicles

Murray, KY

2000 Ford F-150 LARIAT

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

2000 Ford F-150 LARIAT

Burna, KY

UnscoredInsufficient · 0
$9,900120,343 mi

Burna, KY

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Sikeston, MO

UnscoredRobust · 70
$9,950146,302 mi

Comparison: 70 similar vehicles

Sikeston, MO

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

Milan, TN

UnscoredRobust · 79
$9,950169,224 mi

Comparison: 79 similar vehicles

Milan, TN

2001 Chevrolet Silverado LT

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

2001 Chevrolet Silverado LT

Paris, TN

UnscoredInsufficient · 0
$9,950220,883 mi

Paris, TN

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Murray, KY

UnscoredLimited · 11
$9,995210,822 mi

Comparison: 11 similar vehicles

Murray, KY

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

Wingo, KY

UnscoredLimited · 14
$9,995179,041 mi

Comparison: 14 similar vehicles

Wingo, KY

2011 Chevrolet Colorado 1LT

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

2011 Chevrolet Colorado 1LT

Mayfield, KY

UnscoredInsufficient · 0
$9,995115,000 mi

Mayfield, KY

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

New Madrid, MO

UnscoredLimited · 7
$9,99587,848 mi

Comparison: 7 similar vehicles

New Madrid, MO

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Wingo, KY

UnscoredLimited · 19
$9,995198,240 mi

Comparison: 19 similar vehicles

Wingo, KY

2020 Chevrolet Silverado 1500 LT Trail Boss

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

2020 Chevrolet Silverado 1500 LT Trail Boss

Sikeston, MO

UnscoredRobust · 59
$10,050174,109 mi

Comparison: 59 similar vehicles

Sikeston, MO

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

Sikeston, MO

UnscoredRobust · 77
$10,050133,451 mi

Comparison: 77 similar vehicles

Sikeston, MO

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Mayfield, KY

UnscoredLimited · 6
$10,158209,374 mi

Comparison: 6 similar vehicles

Mayfield, KY

2021 Ford F-250 Super Duty XLT

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

2021 Ford F-250 Super Duty XLT

Sikeston, MO

UnscoredLimited · 16
$10,450130,904 mi

Comparison: 16 similar vehicles

Sikeston, MO

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Sikeston, MO

UnscoredModerate · 40
$10,450108,647 mi

Comparison: 40 similar vehicles

Sikeston, MO

2017 Nissan Titan XD SV

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

2017 Nissan Titan XD SV

Sikeston, MO

UnscoredLimited · 6
$10,850107,657 mi

Comparison: 6 similar vehicles

Sikeston, MO

2022 RAM 1500 Classic Warlock

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

2022 RAM 1500 Classic Warlock

Sikeston, MO

UnscoredInsufficient · 4
$10,90041,048 mi

Comparison: 4 similar vehicles

Sikeston, MO

2020 Chevrolet Silverado 2500HD Custom

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

2020 Chevrolet Silverado 2500HD Custom

Sikeston, MO

UnscoredInsufficient · 4
$10,900125,769 mi

Comparison: 4 similar vehicles

Sikeston, MO

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

Sikeston, MO

UnscoredLimited · 7
$10,90074,052 mi

Comparison: 7 similar vehicles

Sikeston, MO

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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