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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

26,062 listings found

2003 GMC Sonoma SLS

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

2003 GMC Sonoma SLS

Stockbridge, GA

UnscoredInsufficient · 0
$2,060206,979 mi

Stockbridge, GA

2000 Chevrolet Silverado BASE

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

2000 Chevrolet Silverado BASE

Oxford, GA

UnscoredLimited · 7
$2,590369,061 mi

Comparison: 7 similar vehicles

Oxford, GA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Cumming, GA

UnscoredLimited · 7
$2,900400,355 mi

Comparison: 7 similar vehicles

Cumming, GA

2008 Mitsubishi Raider LS 2wd

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

2008 Mitsubishi Raider LS 2wd

Doraville, GA

UnscoredInsufficient · 0
$2,950205,000 mi

Doraville, GA

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Flowery Branch, GA

UnscoredLimited · 11
$2,995207,750 mi

Comparison: 11 similar vehicles

Flowery Branch, GA

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Douglasville, GA

UnscoredInsufficient · 4
$3,000262,302 mi

Comparison: 4 similar vehicles

Douglasville, GA

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Lilburn, GA

UnscoredInsufficient · 3
$3,299157,537 mi

Comparison: 3 similar vehicles

Lilburn, GA

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Douglasville, GA

UnscoredLimited · 5
$3,500268,785 mi

Comparison: 5 similar vehicles

Douglasville, GA

1999 Ford F-150 WORK SERIES

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

1999 Ford F-150 WORK SERIES

Lilburn, GA

UnscoredInsufficient · 0
$3,500160,122 mi

Lilburn, GA

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Alpharetta, GA

UnscoredInsufficient · 3
$3,800195,700 mi

Comparison: 3 similar vehicles

Alpharetta, 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

Peachtree Corners, GA

UnscoredLimited · 6
$3,900247,000 mi

Comparison: 6 similar vehicles

Peachtree Corners, GA

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Peachtree Corners, GA

UnscoredInsufficient · 4
$3,900224,000 mi

Comparison: 4 similar vehicles

Peachtree Corners, GA

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Douglasville, GA

UnscoredLimited · 15
$3,900230,938 mi

Comparison: 15 similar vehicles

Douglasville, GA

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Flowery Branch, GA

UnscoredLimited · 13
$3,995189,200 mi

Comparison: 13 similar vehicles

Flowery Branch, 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

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Roswell, GA

UnscoredInsufficient · 3
$3,999199,000 mi

Comparison: 3 similar vehicles

Roswell, GA

2007 Mitsubishi Raider LS 2wd

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

2007 Mitsubishi Raider LS 2wd

Norcross, GA

UnscoredInsufficient · 0
$3,999183,023 mi

Norcross, GA

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Lawrenceville, GA

UnscoredInsufficient · 0
$4,000177,000 mi

Lawrenceville, GA

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Lawrenceville, GA

UnscoredInsufficient · 0
$4,200Mileage not verified

Lawrenceville, GA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Douglasville, GA

UnscoredInsufficient · 0
$4,200130,624 mi

Douglasville, GA

2009 Ford Ranger XL

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

2009 Ford Ranger XL

Dawsonville, GA

UnscoredInsufficient · 0
$4,499215,600 mi

Dawsonville, GA

No Photo

2008 Ford F-150 XL

Doraville, GA

UnscoredInsufficient · 3
$4,499220,785 mi

Comparison: 3 similar vehicles

Doraville, GA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Lithonia, GA

UnscoredLimited · 11
$4,499306,496 mi

Comparison: 11 similar vehicles

Lithonia, GA

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Suwanee, GA

UnscoredLimited · 9
$4,499275,388 mi

Comparison: 9 similar vehicles

Suwanee, 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 Nissan Titan SE

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

2007 Nissan Titan SE

Bremen, GA

UnscoredLimited · 12
$4,550222,016 mi

Comparison: 12 similar vehicles

Bremen, GA

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Dallas, GA

UnscoredLimited · 6
$4,550161,968 mi

Comparison: 6 similar vehicles

Dallas, 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

Cumming, GA

UnscoredInsufficient · 3
$4,775141,004 mi

Comparison: 3 similar vehicles

Cumming, 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

Duluth, GA

UnscoredModerate · 40
$4,799293,423 mi

Comparison: 40 similar vehicles

Duluth, GA

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

Cumming, GA

UnscoredLimited · 14
$4,900286,122 mi

Comparison: 14 similar vehicles

Cumming, GA

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Stockbridge, GA

UnscoredLimited · 7
$4,900224,000 mi

Comparison: 7 similar vehicles

Stockbridge, GA

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Marietta, GA

UnscoredLimited · 13
$4,900196,500 mi

Comparison: 13 similar vehicles

Marietta, GA

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

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

Marietta, GA

UnscoredLimited · 11
$4,995344,619 mi

Comparison: 11 similar vehicles

Marietta, GA

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Fayetteville, GA

UnscoredLimited · 7
$4,995240,904 mi

Comparison: 7 similar vehicles

Fayetteville, 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

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

Gainesville, GA

UnscoredInsufficient · 3
$4,995173,951 mi

Comparison: 3 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

Buford, GA

UnscoredInsufficient · 3
$4,999240,592 mi

Comparison: 3 similar vehicles

Buford, GA

2002 Ford Ranger Edge

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

2002 Ford Ranger Edge

Doraville, GA

UnscoredInsufficient · 0
$4,999227,400 mi

Doraville, 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 · 29
$5,137254,764 mi

Comparison: 29 similar vehicles

Gainesville, GA

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Rome, GA

UnscoredInsufficient · 0
$5,225183,885 mi

Rome, GA

2004 Chevrolet Silverado 1500 LS

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

2004 Chevrolet Silverado 1500 LS

Bremen, GA

UnscoredInsufficient · 4
$5,250184,025 mi

Comparison: 4 similar vehicles

Bremen, GA

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Union City, GA

UnscoredInsufficient · 0
$5,299170,130 mi

Union City, GA

2005 Nissan Frontier LE

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

2005 Nissan Frontier LE

Union City, GA

UnscoredLimited · 6
$5,349197,123 mi

Comparison: 6 similar vehicles

Union City, GA

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

Marietta, GA

UnscoredInsufficient · 3
$5,490259,949 mi

Comparison: 3 similar vehicles

Marietta, GA

2004 Ford F-350 SD Chassis Cab XL

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

2004 Ford F-350 SD Chassis Cab XL

Tucker, GA

UnscoredInsufficient · 0
$5,490208,459 mi

Tucker, GA

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Cartersville, GA

UnscoredLimited · 11
$5,492214,469 mi

Comparison: 11 similar vehicles

Cartersville, 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

Suwanee, GA

UnscoredInsufficient · 3
$5,498232,690 mi

Comparison: 3 similar vehicles

Suwanee, GA

2003 Ford Explorer Sport Trac XLT

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

2003 Ford Explorer Sport Trac XLT

Woodstock, GA

UnscoredInsufficient · 0
$5,499132,198 mi

Woodstock, 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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