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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

3,049 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

Toccoa, GA

UnscoredLimited · 6
$2,500Mileage not verified

Comparison: 6 similar vehicles

Toccoa, GA

2004 Ford F-150 Heritage XLT

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

2004 Ford F-150 Heritage XLT

Blairsville, GA

UnscoredInsufficient · 4
$2,575235,210 mi

Comparison: 4 similar vehicles

Blairsville, GA

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Sevierville, TN

UnscoredModerate · 20
$3,995201,113 mi

Comparison: 20 similar vehicles

Sevierville, TN

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Candler, NC

UnscoredLimited · 8
$4,000173,175 mi

Comparison: 8 similar vehicles

Candler, NC

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

Pigeon Forge, TN

UnscoredInsufficient · 0
$4,900103,000 mi

Pigeon Forge, TN

2010 RAM Dakota Big Horn (Lone Star)

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

2010 RAM Dakota Big Horn (Lone Star)

West Union, SC

UnscoredInsufficient · 0
$5,750152,523 mi

West Union, SC

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Asheville, NC

UnscoredInsufficient · 4
$5,995221,173 mi

Comparison: 4 similar vehicles

Asheville, NC

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Franklin, NC

UnscoredInsufficient · 0
$6,994275,045 mi

Franklin, NC

2005 Ford Ranger Edge

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

2005 Ford Ranger Edge

Cleveland, GA

UnscoredInsufficient · 0
$7,350212,000 mi

Cleveland, GA

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Franklin, NC

UnscoredInsufficient · 0
$7,495171,575 mi

Franklin, NC

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

Candler, NC

UnscoredModerate · 48
$7,500205,000 mi

Comparison: 48 similar vehicles

Candler, NC

2000 Toyota Tacoma Base

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

2000 Toyota Tacoma Base

West Union, SC

UnscoredInsufficient · 0
$8,200329,892 mi

West Union, SC

No Photo

2001 Dodge Dakota SLT

Toccoa, GA

UnscoredInsufficient · 0
$8,473220,461 mi

Toccoa, GA

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Asheville, NC

UnscoredInsufficient · 0
$8,490190,576 mi

Asheville, NC

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Cleveland, GA

UnscoredInsufficient · 0
$8,495121,290 mi

Cleveland, GA

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Demorest, GA

UnscoredLimited · 11
$8,499265,898 mi

Comparison: 11 similar vehicles

Demorest, GA

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Cornelia, GA

UnscoredInsufficient · 4
$8,900145,911 mi

Comparison: 4 similar vehicles

Cornelia, GA

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Asheville, NC

UnscoredInsufficient · 0
$8,990274,065 mi

Asheville, NC

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

Asheville, NC

UnscoredLimited · 6
$8,990201,877 mi

Comparison: 6 similar vehicles

Asheville, NC

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

Cleveland, GA

UnscoredLimited · 9
$8,995197,866 mi

Comparison: 9 similar vehicles

Cleveland, GA

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

Cleveland, GA

UnscoredLimited · 6
$8,995143,118 mi

Comparison: 6 similar vehicles

Cleveland, 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

Cleveland, GA

UnscoredLimited · 5
$8,995150,522 mi

Comparison: 5 similar vehicles

Cleveland, GA

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

Cleveland, GA

UnscoredLimited · 17
$8,995139,802 mi

Comparison: 17 similar vehicles

Cleveland, GA

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

Cleveland, GA

UnscoredLimited · 14
$8,995155,006 mi

Comparison: 14 similar vehicles

Cleveland, GA

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Arden, NC

UnscoredLimited · 8
$8,995200,495 mi

Comparison: 8 similar vehicles

Arden, NC

No Photo

2005 Dodge Ram 1500 Pickup Laramie

Blairsville, GA

UnscoredInsufficient · 0
$8,99566,985 mi

Blairsville, GA

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

Arden, NC

UnscoredInsufficient · 4
$8,995139,170 mi

Comparison: 4 similar vehicles

Arden, NC

2004 Ford F-250 Super Duty XLT

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

2004 Ford F-250 Super Duty XLT

Arden, NC

UnscoredLimited · 5
$8,995199,717 mi

Comparison: 5 similar vehicles

Arden, NC

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Franklin, NC

UnscoredInsufficient · 3
$8,995162,561 mi

Comparison: 3 similar vehicles

Franklin, NC

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Demorest, GA

UnscoredInsufficient · 3
$8,999236,583 mi

Comparison: 3 similar vehicles

Demorest, GA

2006 GMC Canyon SLE

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

2006 GMC Canyon SLE

Murphy, NC

UnscoredInsufficient · 0
$9,198105,120 mi

Murphy, NC

2011 Nissan Frontier S

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

2011 Nissan Frontier S

Asheville, NC

UnscoredInsufficient · 0
$9,490258,065 mi

Asheville, NC

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Andrews, NC

UnscoredLimited · 18
$9,495244,706 mi

Comparison: 18 similar vehicles

Andrews, NC

2003 Dodge Ram 1500 Pickup Laramie

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

2003 Dodge Ram 1500 Pickup Laramie

Blairsville, GA

UnscoredInsufficient · 3
$9,495145,053 mi

Comparison: 3 similar vehicles

Blairsville, GA

2014 RAM 1500 Pickup Laramie Longhorn

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

2014 RAM 1500 Pickup Laramie Longhorn

Demorest, GA

UnscoredInsufficient · 3
$9,499206,708 mi

Comparison: 3 similar vehicles

Demorest, GA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Franklin, NC

UnscoredLimited · 7
$9,534154,810 mi

Comparison: 7 similar vehicles

Franklin, NC

2003 Subaru Baja Base

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

2003 Subaru Baja Base

Toccoa, GA

UnscoredInsufficient · 0
$9,591149,232 mi

Toccoa, GA

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Mills River, NC

UnscoredModerate · 33
$9,593210,294 mi

Comparison: 33 similar vehicles

Mills River, NC

2009 Honda Ridgeline RT

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

2009 Honda Ridgeline RT

Asheville, NC

UnscoredInsufficient · 3
$9,990210,523 mi

Comparison: 3 similar vehicles

Asheville, NC

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Asheville, NC

UnscoredInsufficient · 0
$9,990248,384 mi

Asheville, NC

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Baldwin, GA

UnscoredInsufficient · 3
$9,990148,507 mi

Comparison: 3 similar vehicles

Baldwin, GA

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

Asheville, NC

UnscoredLimited · 5
$9,990298,531 mi

Comparison: 5 similar vehicles

Asheville, NC

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Asheville, NC

UnscoredInsufficient · 0
$9,990213,224 mi

Asheville, NC

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Asheville, NC

UnscoredInsufficient · 3
$9,990133,555 mi

Comparison: 3 similar vehicles

Asheville, NC

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Arden, NC

UnscoredLimited · 7
$9,995229,346 mi

Comparison: 7 similar vehicles

Arden, NC

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

Franklin, NC

UnscoredRobust · 59
$9,995191,963 mi

Comparison: 59 similar vehicles

Franklin, NC

2003 Ford F-350 Super Duty XLT

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

2003 Ford F-350 Super Duty XLT

Asheville, NC

UnscoredInsufficient · 0
$9,995361,252 mi

Asheville, NC

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

Cornelia, GA

UnscoredLimited · 12
$9,999181,039 mi

Comparison: 12 similar vehicles

Cornelia, GA

2007 Toyota Tundra Limited

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

2007 Toyota Tundra Limited

Franklin, NC

UnscoredLimited · 18
$10,123271,772 mi

Comparison: 18 similar vehicles

Franklin, NC

2010 Ford F-150 FX2

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

2010 Ford F-150 FX2

Cleveland, GA

UnscoredInsufficient · 3
$10,200226,852 mi

Comparison: 3 similar vehicles

Cleveland, GA

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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