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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

2,209 listings found

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Glasgow, KY

UnscoredLimited · 7
$2,500204,953 mi

Comparison: 7 similar vehicles

Glasgow, KY

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Portland, TN

UnscoredInsufficient · 0
$2,995214,788 mi

Portland, TN

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Portland, TN

UnscoredInsufficient · 4
$4,000210,548 mi

Comparison: 4 similar vehicles

Portland, 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

Portland, TN

UnscoredLimited · 6
$4,500176,044 mi

Comparison: 6 similar vehicles

Portland, TN

1998 Ford Ranger SPLASH

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

1998 Ford Ranger SPLASH

Falls of Rough, KY

UnscoredInsufficient · 0
$4,775312,620 mi

Falls of Rough, KY

2004 Chevrolet Silverado 1500 Base

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

2004 Chevrolet Silverado 1500 Base

Auburn, KY

UnscoredInsufficient · 0
$4,995244,403 mi

Auburn, KY

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Auburn, KY

UnscoredInsufficient · 3
$4,995140,000 mi

Comparison: 3 similar vehicles

Auburn, KY

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Franklin, KY

UnscoredLimited · 5
$4,995213,123 mi

Comparison: 5 similar vehicles

Franklin, 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

Columbia, KY

UnscoredLimited · 17
$5,000213,604 mi

Comparison: 17 similar vehicles

Columbia, KY

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

Leitchfield, KY

UnscoredLimited · 19
$5,499211,000 mi

Comparison: 19 similar vehicles

Leitchfield, KY

2000 Chevrolet Silverado BASE

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

2000 Chevrolet Silverado BASE

Summersville, KY

UnscoredInsufficient · 4
$5,500230,000 mi

Comparison: 4 similar vehicles

Summersville, KY

2006 Ford Ranger XLT

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

2006 Ford Ranger XLT

Summersville, KY

UnscoredInsufficient · 0
$5,900129,000 mi

Summersville, KY

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Leitchfield, KY

UnscoredLimited · 17
$5,975213,196 mi

Comparison: 17 similar vehicles

Leitchfield, 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

Campbellsville, KY

UnscoredInsufficient · 3
$5,994165,231 mi

Comparison: 3 similar vehicles

Campbellsville, KY

No Photo

2003 Ford Ranger XLT

Lafayette, TN

UnscoredInsufficient · 0
$5,999211,450 mi

Lafayette, TN

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Glasgow, KY

UnscoredInsufficient · 3
$6,000218,904 mi

Comparison: 3 similar vehicles

Glasgow, KY

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

Leitchfield, KY

UnscoredModerate · 35
$6,500240,000 mi

Comparison: 35 similar vehicles

Leitchfield, KY

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Russell Springs, KY

UnscoredModerate · 32
$6,500270,240 mi

Comparison: 32 similar vehicles

Russell Springs, KY

2008 Ford Explorer Sport Trac Limited

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

2008 Ford Explorer Sport Trac Limited

Summersville, KY

UnscoredInsufficient · 0
$6,900164,749 mi

Summersville, KY

2001 Chevrolet Silverado LT

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

2001 Chevrolet Silverado LT

Franklin, KY

Salvage title
$6,950205,111 mi

Franklin, 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

Bowling Green, KY

UnscoredRobust · 63
$7,000203,306 mi

Comparison: 63 similar vehicles

Bowling Green, KY

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Russell Springs, KY

UnscoredModerate · 27
$7,490157,968 mi

Comparison: 27 similar vehicles

Russell Springs, KY

1999 Ford F-250 Super Duty XL

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

1999 Ford F-250 Super Duty XL

Falls of Rough, KY

UnscoredInsufficient · 0
$7,775311,131 mi

Falls of Rough, KY

2015 Nissan Titan SV

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

2015 Nissan Titan SV

Portland, TN

UnscoredLimited · 5
$7,900223,757 mi

Comparison: 5 similar vehicles

Portland, TN

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

Russell Springs, KY

UnscoredModerate · 20
$7,980208,725 mi

Comparison: 20 similar vehicles

Russell Springs, KY

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Morgantown, KY

UnscoredLimited · 6
$7,990140,903 mi

Comparison: 6 similar vehicles

Morgantown, KY

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

Bowling Green, KY

UnscoredModerate · 25
$7,995257,001 mi

Comparison: 25 similar vehicles

Bowling Green, KY

2005 GMC Canyon Z85 SL

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

2005 GMC Canyon Z85 SL

Bowling Green, KY

UnscoredInsufficient · 0
$7,99681,060 mi

Bowling Green, KY

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

Falls of Rough, KY

UnscoredRobust · 85
$8,775238,000 mi

Comparison: 85 similar vehicles

Falls of Rough, KY

2015 RAM 1500 ST

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

2015 RAM 1500 ST

Bowling Green, KY

UnscoredInsufficient · 0
$8,900191,640 mi

Bowling Green, KY

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Bowling Green, KY

Fair PriceLimited · 14
$8,900115,000 mi

Market: $8,500 – $19,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Bowling Green, KY

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Bowling Green, KY

UnscoredLimited · 10
$8,900175,940 mi

Comparison: 10 similar vehicles

Bowling Green, KY

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Hardyville, KY

Fair PriceModerate · 28
$8,950117,649 mi

Market: $6,995 – $19,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Hardyville, 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

Franklin, KY

UnscoredLimited · 12
$8,995175,051 mi

Comparison: 12 similar vehicles

Franklin, KY

2005 GMC Canyon Z85 SLE

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

2005 GMC Canyon Z85 SLE

Auburn, KY

UnscoredInsufficient · 0
$8,995112,357 mi

Auburn, KY

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Portland, TN

UnscoredLimited · 9
$8,995108,386 mi

Comparison: 9 similar vehicles

Portland, TN

2008 Lincoln Mark LT Base

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

2008 Lincoln Mark LT Base

Tompkinsville, KY

UnscoredInsufficient · 0
$9,000199,692 mi

Tompkinsville, KY

2005 Ford F-250 Super Duty Lariat

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

2005 Ford F-250 Super Duty Lariat

Falls of Rough, KY

UnscoredInsufficient · 0
$9,575316,186 mi

Falls of Rough, KY

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Bowling Green, KY

UnscoredLimited · 7
$9,900100,000 mi

Comparison: 7 similar vehicles

Bowling Green, KY

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Russell Springs, KY

UnscoredInsufficient · 0
$9,980142,302 mi

Russell Springs, KY

No Photo

2013 Ford F-150 XLT

Portland, TN

UnscoredInsufficient · 4
$9,988183,714 mi

Comparison: 4 similar vehicles

Portland, TN

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

New Haven, KY

Fair PriceModerate · 46
$9,99593,308 mi

Market: $9,500 – $23,995

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

New Haven, KY

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Bowling Green, KY

UnscoredInsufficient · 4
$9,995220,000 mi

Comparison: 4 similar vehicles

Bowling Green, KY

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Auburn, KY

UnscoredLimited · 8
$9,995148,953 mi

Comparison: 8 similar vehicles

Auburn, KY

2000 GMC Sierra SL

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

2000 GMC Sierra SL

Campbellsville, KY

UnscoredInsufficient · 0
$9,999130,553 mi

Campbellsville, KY

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Bowling Green, KY

UnscoredLimited · 9
$10,389206,323 mi

Comparison: 9 similar vehicles

Bowling Green, 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

Bowling Green, KY

UnscoredInsufficient · 3
$10,500142,802 mi

Comparison: 3 similar vehicles

Bowling Green, KY

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

Bowling Green, KY

UnscoredRobust · 83
$10,547172,867 mi

Comparison: 83 similar vehicles

Bowling Green, KY

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Bowling Green, KY

UnscoredInsufficient · 0
$10,71893,451 mi

Bowling Green, KY

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Bowling Green, KY

UnscoredModerate · 26
$10,750163,423 mi

Comparison: 26 similar vehicles

Bowling Green, 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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