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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

2,981 listings found

2001 Chevrolet Silverado base

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

2001 Chevrolet Silverado base

Pulaski, TN

UnscoredLimited · 10
$3,600256,909 mi

Comparison: 10 similar vehicles

Pulaski, TN

2006 Dodge Ram 1500 Pickup ST

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

2006 Dodge Ram 1500 Pickup ST

Dickson, TN

UnscoredInsufficient · 3
$3,995180,811 mi

Comparison: 3 similar vehicles

Dickson, TN

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Franklin, TN

UnscoredInsufficient · 0
$3,999148,939 mi

Franklin, TN

2003 GMC Sonoma SLS

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

2003 GMC Sonoma SLS

Columbia, TN

UnscoredInsufficient · 0
$4,899Mileage not verified

Columbia, TN

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Columbia, TN

UnscoredInsufficient · 0
$4,950190,726 mi

Columbia, TN

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Lawrenceburg, TN

UnscoredLimited · 18
$4,995276,243 mi

Comparison: 18 similar vehicles

Lawrenceburg, TN

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Dickson, TN

UnscoredLimited · 13
$4,995472,162 mi

Comparison: 13 similar vehicles

Dickson, TN

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

White Bluff, TN

UnscoredLimited · 14
$5,000Mileage not verified

Comparison: 14 similar vehicles

White Bluff, TN

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Franklin, TN

UnscoredLimited · 16
$5,716239,014 mi

Comparison: 16 similar vehicles

Franklin, TN

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Parsons, TN

Fair PriceModerate · 34
$5,94979,523 mi

Market: $5,995 – $16,900

Comparison: 34 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 57 days listed (based on current market benchmarks)

Parsons, TN

2000 Dodge Ram Pickup ST

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

2000 Dodge Ram Pickup ST

Pulaski, TN

UnscoredInsufficient · 4
$5,995192,733 mi

Comparison: 4 similar vehicles

Pulaski, TN

2011 Chevrolet Colorado 1LT

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

2011 Chevrolet Colorado 1LT

Dickson, TN

UnscoredInsufficient · 0
$6,000218,498 mi

Dickson, TN

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Waverly, TN

UnscoredInsufficient · 0
$6,500269,456 mi

Waverly, TN

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Waverly, TN

UnscoredLimited · 18
$6,900220,000 mi

Comparison: 18 similar vehicles

Waverly, TN

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Lawrenceburg, TN

UnscoredInsufficient · 0
$6,995122,439 mi

Lawrenceburg, TN

No Photo

1998 Ford F-150 XL

Columbia, TN

UnscoredInsufficient · 0
$6,995191,657 mi

Columbia, TN

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Florence, AL

UnscoredInsufficient · 3
$6,999169,694 mi

Comparison: 3 similar vehicles

Florence, AL

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

Savannah, TN

UnscoredInsufficient · 3
$7,500184,564 mi

Comparison: 3 similar vehicles

Savannah, TN

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Lyles, TN

UnscoredLimited · 5
$7,500163,997 mi

Comparison: 5 similar vehicles

Lyles, TN

2008 GMC Sierra 2500HD Work Truck

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

2008 GMC Sierra 2500HD Work Truck

Waverly, TN

UnscoredInsufficient · 0
$7,500272,423 mi

Waverly, TN

2003 GMC Sierra 1500 SLE

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

2003 GMC Sierra 1500 SLE

Florence, AL

UnscoredInsufficient · 0
$7,900236,833 mi

Florence, AL

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

Franklin, TN

UnscoredInsufficient · 4
$8,150222,241 mi

Comparison: 4 similar vehicles

Franklin, TN

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

Lawrenceburg, TN

UnscoredInsufficient · 0
$8,495255,830 mi

Lawrenceburg, TN

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

Dickson, TN

UnscoredModerate · 48
$8,500255,197 mi

Comparison: 48 similar vehicles

Dickson, TN

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

Dickson, TN

UnscoredLimited · 11
$8,500202,014 mi

Comparison: 11 similar vehicles

Dickson, TN

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

Florence, AL

UnscoredModerate · 39
$8,900223,478 mi

Comparison: 39 similar vehicles

Florence, AL

2009 Nissan Titan SE

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

2009 Nissan Titan SE

Dickson, TN

UnscoredInsufficient · 3
$8,995153,194 mi

Comparison: 3 similar vehicles

Dickson, TN

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Columbia, TN

UnscoredLimited · 6
$8,995190,934 mi

Comparison: 6 similar vehicles

Columbia, TN

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Columbia, TN

UnscoredLimited · 13
$8,999235,835 mi

Comparison: 13 similar vehicles

Columbia, TN

2014 RAM 2500 Pickup Tradesman

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

2014 RAM 2500 Pickup Tradesman

Columbia, TN

UnscoredModerate · 26
$8,999271,534 mi

Comparison: 26 similar vehicles

Columbia, TN

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Columbia, TN

Fair PriceLimited · 13
$8,999Mileage not verified

Market: $5,995 – $12,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 625 days listed (based on current market benchmarks)

Columbia, TN

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

Lawrenceburg, TN

UnscoredInsufficient · 4
$9,100170,000 mi

Comparison: 4 similar vehicles

Lawrenceburg, TN

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Centerville, TN

UnscoredInsufficient · 0
$9,150105,000 mi

Centerville, TN

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

Parsons, TN

UnscoredRobust · 75
$9,500188,194 mi

Comparison: 75 similar vehicles

Parsons, TN

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Florence, AL

UnscoredLimited · 17
$9,900205,883 mi

Comparison: 17 similar vehicles

Florence, AL

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Florence, AL

UnscoredLimited · 14
$9,988211,847 mi

Comparison: 14 similar vehicles

Florence, AL

2012 Ford F-150 FX2

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

2012 Ford F-150 FX2

Columbia, TN

UnscoredInsufficient · 3
$9,995195,896 mi

Comparison: 3 similar vehicles

Columbia, TN

2011 Nissan Titan S

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

2011 Nissan Titan S

Lawrenceburg, TN

UnscoredInsufficient · 0
$9,995197,284 mi

Lawrenceburg, TN

2010 Ford F-250 Super Duty Lariat

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

2010 Ford F-250 Super Duty Lariat

Lyles, TN

UnscoredLimited · 10
$9,995209,263 mi

Comparison: 10 similar vehicles

Lyles, TN

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

Florence, AL

UnscoredModerate · 40
$9,999145,936 mi

Comparison: 40 similar vehicles

Florence, AL

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

Florence, AL

UnscoredInsufficient · 0
$9,99956,769 mi

Florence, AL

2008 Ford F-150 King Ranch

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

2008 Ford F-150 King Ranch

Dickson, TN

UnscoredInsufficient · 4
$9,999250,200 mi

Comparison: 4 similar vehicles

Dickson, TN

2004 Ford Ranger Edge

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

2004 Ford Ranger Edge

Lester, AL

UnscoredInsufficient · 0
$10,00056,848 mi

Lester, AL

2004 Dodge Ram 3500 Pickup ST

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

2004 Dodge Ram 3500 Pickup ST

Dickson, TN

UnscoredInsufficient · 0
$10,000205,000 mi

Dickson, TN

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

Columbia, TN

UnscoredLimited · 15
$10,303179,132 mi

Comparison: 15 similar vehicles

Columbia, TN

2011 Chevrolet Avalanche LS

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

2011 Chevrolet Avalanche LS

Pulaski, TN

UnscoredInsufficient · 0
$10,484181,723 mi

Pulaski, TN

2018 Chevrolet Silverado 3500HD Work Truck

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

2018 Chevrolet Silverado 3500HD Work Truck

Waverly, TN

UnscoredLimited · 5
$10,750207,563 mi

Comparison: 5 similar vehicles

Waverly, TN

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

Lawrenceburg, TN

UnscoredLimited · 9
$10,900168,754 mi

Comparison: 9 similar vehicles

Lawrenceburg, TN

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Savannah, TN

UnscoredModerate · 44
$10,900165,747 mi

Comparison: 44 similar vehicles

Savannah, TN

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

Parsons, TN

UnscoredLimited · 5
$10,989198,149 mi

Comparison: 5 similar vehicles

Parsons, TN

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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