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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

8,984 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

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Winder, GA

UnscoredInsufficient · 3
$3,500299,000 mi

Comparison: 3 similar vehicles

Winder, GA

1998 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Greenville, SC

UnscoredInsufficient · 4
$3,850217,000 mi

Comparison: 4 similar vehicles

Greenville, SC

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Colbert, GA

UnscoredInsufficient · 4
$3,950478,640 mi

Comparison: 4 similar vehicles

Colbert, GA

2001 Nissan Frontier SE

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

2001 Nissan Frontier SE

Gainesville, GA

UnscoredInsufficient · 0
$3,995172,000 mi

Gainesville, GA

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Winder, GA

UnscoredInsufficient · 4
$4,500240,000 mi

Comparison: 4 similar vehicles

Winder, GA

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Greenville, SC

UnscoredInsufficient · 4
$4,800241,100 mi

Comparison: 4 similar vehicles

Greenville, SC

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Winder, GA

UnscoredLimited · 7
$4,950249,000 mi

Comparison: 7 similar vehicles

Winder, GA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Flowery Branch, GA

UnscoredModerate · 24
$4,995268,575 mi

Comparison: 24 similar vehicles

Flowery Branch, GA

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Gainesville, GA

UnscoredLimited · 11
$4,995205,904 mi

Comparison: 11 similar vehicles

Gainesville, GA

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

Athens, GA

UnscoredLimited · 19
$4,999215,453 mi

Comparison: 19 similar vehicles

Athens, GA

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

Canon, GA

UnscoredLimited · 10
$4,999195,942 mi

Comparison: 10 similar vehicles

Canon, GA

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Gainesville, GA

UnscoredModerate · 25
$5,137254,764 mi

Comparison: 25 similar vehicles

Gainesville, GA

2001 Toyota Tundra SR5

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

2001 Toyota Tundra SR5

Greenville, SC

UnscoredInsufficient · 0
$5,499201,279 mi

Greenville, SC

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Winder, GA

UnscoredInsufficient · 4
$5,500257,000 mi

Comparison: 4 similar vehicles

Winder, GA

No Photo

2002 Dodge Ram 1500 Pickup SLT

Piedmont, SC

UnscoredInsufficient · 0
$5,525222,000 mi

Piedmont, SC

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Colbert, GA

Fair PriceLimited · 12
$5,695Mileage not verified

Market: $4,400 – $7,594

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Colbert, GA

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

Piedmont, SC

UnscoredInsufficient · 3
$5,740222,996 mi

Comparison: 3 similar vehicles

Piedmont, SC

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

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Flowery Branch, GA

UnscoredModerate · 33
$5,990190,000 mi

Comparison: 33 similar vehicles

Flowery Branch, GA

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Flowery Branch, GA

UnscoredModerate · 27
$5,995241,647 mi

Comparison: 27 similar vehicles

Flowery Branch, GA

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

Gainesville, GA

UnscoredLimited · 15
$5,995152,410 mi

Comparison: 15 similar vehicles

Gainesville, GA

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

Canon, GA

UnscoredModerate · 21
$5,999231,827 mi

Comparison: 21 similar vehicles

Canon, GA

2012 Chevrolet Avalanche LT

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

2012 Chevrolet Avalanche LT

Canon, GA

UnscoredLimited · 6
$5,999246,897 mi

Comparison: 6 similar vehicles

Canon, GA

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Gainesville, GA

UnscoredLimited · 16
$5,999267,399 mi

Comparison: 16 similar vehicles

Gainesville, GA

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Williamston, SC

UnscoredInsufficient · 0
$6,000291,338 mi

Williamston, SC

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

Winder, GA

UnscoredLimited · 16
$6,395198,413 mi

Comparison: 16 similar vehicles

Winder, GA

2006 Mitsubishi Raider DuroCross

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

2006 Mitsubishi Raider DuroCross

Colbert, GA

UnscoredInsufficient · 0
$6,450172,597 mi

Colbert, GA

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Colbert, GA

UnscoredLimited · 9
$6,450184,670 mi

Comparison: 9 similar vehicles

Colbert, GA

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Athens, GA

UnscoredLimited · 5
$6,450Mileage not verified

Comparison: 5 similar vehicles

Athens, GA

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

Gainesville, GA

UnscoredLimited · 10
$6,490242,050 mi

Comparison: 10 similar vehicles

Gainesville, GA

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Statham, GA

UnscoredInsufficient · 0
$6,495186,465 mi

Statham, GA

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Gainesville, GA

UnscoredModerate · 27
$6,499231,089 mi

Comparison: 27 similar vehicles

Gainesville, GA

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Gainesville, GA

UnscoredLimited · 7
$6,500182,623 mi

Comparison: 7 similar vehicles

Gainesville, GA

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

Athens, GA

UnscoredInsufficient · 3
$6,500162,220 mi

Comparison: 3 similar vehicles

Athens, GA

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Jefferson, GA

UnscoredLimited · 6
$6,500320,000 mi

Comparison: 6 similar vehicles

Jefferson, GA

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

Anderson, SC

UnscoredLimited · 19
$6,572214,007 mi

Comparison: 19 similar vehicles

Anderson, SC

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

Hartwell, GA

UnscoredLimited · 16
$6,595217,454 mi

Comparison: 16 similar vehicles

Hartwell, GA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Piedmont, SC

UnscoredLimited · 11
$6,755164,923 mi

Comparison: 11 similar vehicles

Piedmont, SC

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Anderson, SC

UnscoredLimited · 19
$6,800179,488 mi

Comparison: 19 similar vehicles

Anderson, SC

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Gainesville, GA

UnscoredLimited · 11
$6,900193,814 mi

Comparison: 11 similar vehicles

Gainesville, GA

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Gainesville, GA

UnscoredInsufficient · 3
$6,995196,609 mi

Comparison: 3 similar vehicles

Gainesville, GA

2012 Chevrolet Avalanche LTZ

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

2012 Chevrolet Avalanche LTZ

Gainesville, GA

UnscoredInsufficient · 0
$6,995171,279 mi

Gainesville, GA

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Gainesville, GA

UnscoredLimited · 12
$6,995160,825 mi

Comparison: 12 similar vehicles

Gainesville, GA

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

Bowersville, GA

Fair PriceModerate · 20
$6,995Mileage not verified

Market: $4,294 – $8,900

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Bowersville, GA

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

Anderson, SC

UnscoredLimited · 7
$6,995328,000 mi

Comparison: 7 similar vehicles

Anderson, SC

No Photo

2002 Ford F-150 XLT

Easley, SC

Fair PriceLimited · 11
$6,995Mileage not verified

Market: $4,995 – $12,536

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Easley, SC

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

Canon, GA

UnscoredRobust · 51
$6,999291,326 mi

Comparison: 51 similar vehicles

Canon, GA

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Canon, GA

UnscoredModerate · 21
$6,999227,687 mi

Comparison: 21 similar vehicles

Canon, GA

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

Gainesville, GA

UnscoredModerate · 23
$7,299210,806 mi

Comparison: 23 similar vehicles

Gainesville, 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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