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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

1,659 listings found

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

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Murray, KY

UnscoredInsufficient · 0
$3,912198,401 mi

Murray, KY

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

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

Cadiz, KY

UnscoredLimited · 11
$5,995272,845 mi

Comparison: 11 similar vehicles

Cadiz, KY

2015 GMC Sierra 2500HD

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

2015 GMC Sierra 2500HD

Cadiz, KY

UnscoredInsufficient · 0
$6,495295,770 mi

Cadiz, KY

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

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 · 32
$7,900170,004 mi

Comparison: 32 similar vehicles

Hickory, KY

2011 Chevrolet Silverado 2500HD Work Truck

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

2011 Chevrolet Silverado 2500HD Work Truck

Cadiz, KY

UnscoredInsufficient · 0
$7,995312,883 mi

Cadiz, KY

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

Cadiz, KY

UnscoredInsufficient · 0
$7,995171,948 mi

Cadiz, KY

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Princeton, KY

UnscoredInsufficient · 0
$7,999191,578 mi

Princeton, KY

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Cadiz, KY

UnscoredLimited · 14
$8,150195,000 mi

Comparison: 14 similar vehicles

Cadiz, KY

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 · 17
$8,494147,952 mi

Comparison: 17 similar vehicles

Mayfield, KY

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 · 29
$8,950180,165 mi

Comparison: 29 similar vehicles

Mayfield, KY

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

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 · 14
$9,800208,845 mi

Comparison: 14 similar vehicles

Murray, KY

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 · 31
$9,900117,508 mi

Market: $8,495 – $21,500

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 274 days listed (based on current market benchmarks)

Benton, KY

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Anna, IL

UnscoredInsufficient · 3
$9,900223,695 mi

Comparison: 3 similar vehicles

Anna, IL

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

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Cadiz, KY

UnscoredLimited · 13
$9,995216,660 mi

Comparison: 13 similar vehicles

Cadiz, KY

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 · 12
$9,995210,822 mi

Comparison: 12 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 · 16
$9,995179,041 mi

Comparison: 16 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

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 · 7
$9,995198,240 mi

Comparison: 7 similar vehicles

Wingo, KY

2007 Chevrolet Classic Silverado LS

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

2007 Chevrolet Classic Silverado LS

Princeton, KY

UnscoredInsufficient · 0
$10,399194,011 mi

Princeton, KY

2012 Ford F-250 Super Duty XL

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

2012 Ford F-250 Super Duty XL

Cadiz, KY

UnscoredModerate · 22
$10,500344,782 mi

Comparison: 22 similar vehicles

Cadiz, KY

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Cadiz, KY

UnscoredRobust · 109
$10,695196,257 mi

Comparison: 109 similar vehicles

Cadiz, KY

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

Murray, KY

UnscoredLimited · 5
$10,993209,374 mi

Comparison: 5 similar vehicles

Murray, KY

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

Mayfield, KY

UnscoredModerate · 38
$10,995144,000 mi

Comparison: 38 similar vehicles

Mayfield, KY

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Mayfield, KY

UnscoredModerate · 32
$10,995160,926 mi

Comparison: 32 similar vehicles

Mayfield, KY

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Benton, KY

UnscoredModerate · 24
$10,998239,125 mi

Comparison: 24 similar vehicles

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

Benton, KY

Fair PriceModerate · 25
$11,500118,541 mi

Market: $6,220 – $16,560

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Benton, KY

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Cadiz, KY

UnscoredRobust · 51
$11,500239,175 mi

Comparison: 51 similar vehicles

Cadiz, KY

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

Murray, KY

Fair PriceModerate · 33
$11,51292,792 mi

Market: $5,500 – $21,850

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Murray, KY

2011 Chevrolet Silverado 2500HD 1LT

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

2011 Chevrolet Silverado 2500HD 1LT

Cadiz, KY

UnscoredLimited · 8
$11,695200,169 mi

Comparison: 8 similar vehicles

Cadiz, KY

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

Paducah, KY

UnscoredRobust · 182
$11,850170,139 mi

Comparison: 182 similar vehicles

Paducah, KY

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Benton, KY

Fair PriceModerate · 21
$11,90072,671 mi

Market: $7,788 – $14,900

Comparison: 21 similar vehicles

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

Benton, KY

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Mayfield, KY

UnscoredModerate · 39
$11,900179,264 mi

Comparison: 39 similar vehicles

Mayfield, KY

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Mayfield, KY

UnscoredModerate · 23
$11,995138,000 mi

Comparison: 23 similar vehicles

Mayfield, KY

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

Mayfield, KY

UnscoredLimited · 5
$12,005107,532 mi

Comparison: 5 similar vehicles

Mayfield, KY

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Cadiz, KY

UnscoredLimited · 13
$12,500342,655 mi

Comparison: 13 similar vehicles

Cadiz, KY

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Paducah, KY

UnscoredRobust · 120
$12,594164,477 mi

Comparison: 120 similar vehicles

Paducah, KY

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

Mayfield, KY

UnscoredModerate · 27
$12,995121,000 mi

Comparison: 27 similar vehicles

Mayfield, KY

2013 RAM 1500 Pickup Laramie

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

2013 RAM 1500 Pickup Laramie

Mayfield, KY

UnscoredLimited · 6
$12,995139,890 mi

Comparison: 6 similar vehicles

Mayfield, KY

2013 Honda Ridgeline RTL

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

2013 Honda Ridgeline RTL

Mayfield, KY

UnscoredInsufficient · 3
$12,995188,622 mi

Comparison: 3 similar vehicles

Mayfield, KY

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Murray, KY

UnscoredLimited · 12
$12,995265,935 mi

Comparison: 12 similar vehicles

Murray, KY

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

Murray, KY

UnscoredLimited · 14
$13,200209,569 mi

Comparison: 14 similar vehicles

Murray, KY

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

Paducah, KY

UnscoredRobust · 427
$13,450203,416 mi

Comparison: 427 similar vehicles

Paducah, KY

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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