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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

46,455 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

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Covington, GA

UnscoredLimited · 10
$2,500254,277 mi

Comparison: 10 similar vehicles

Covington, GA

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Barnesville, GA

UnscoredInsufficient · 3
$2,500233,652 mi

Comparison: 3 similar vehicles

Barnesville, GA

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

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Portal, GA

UnscoredInsufficient · 4
$2,800232,134 mi

Comparison: 4 similar vehicles

Portal, 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

2007 Ford F-150 FX2

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

2007 Ford F-150 FX2

Flowery Branch, GA

Salvage title
$2,995297,185 mi

Flowery Branch, GA

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

Griffin, GA

UnscoredInsufficient · 0
$2,995244,532 mi

Griffin, 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

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

Norcross, GA

UnscoredLimited · 7
$3,200211,000 mi

Comparison: 7 similar vehicles

Norcross, 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

2005 Chevrolet Silverado 1500 Base

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

2005 Chevrolet Silverado 1500 Base

Eastman, GA

UnscoredInsufficient · 0
$3,395267,000 mi

Eastman, GA

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Locust Grove, GA

UnscoredLimited · 6
$3,400237,703 mi

Comparison: 6 similar vehicles

Locust Grove, 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
$3,495207,750 mi

Comparison: 11 similar vehicles

Flowery Branch, GA

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Byron, GA

UnscoredLimited · 8
$3,499316,180 mi

Comparison: 8 similar vehicles

Byron, 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

2000 Dodge Dakota SLT

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

2000 Dodge Dakota SLT

Newnan, GA

UnscoredInsufficient · 0
$3,500160,779 mi

Newnan, 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

No Photo

1997 Ford F-150 STANDARD

Savannah, GA

UnscoredInsufficient · 0
$3,500198,623 mi

Savannah, GA

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

LaGrange, GA

UnscoredInsufficient · 0
$3,694333,333 mi

LaGrange, GA

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Dalton, GA

UnscoredLimited · 5
$3,700199,871 mi

Comparison: 5 similar vehicles

Dalton, GA

No Photo

2005 Ford F-150 XLT

Leesburg, GA

UnscoredLimited · 12
$3,798415,959 mi

Comparison: 12 similar vehicles

Leesburg, 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

2001 Chevrolet Silverado base

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

2001 Chevrolet Silverado base

Lyons, GA

UnscoredInsufficient · 3
$3,800446,000 mi

Comparison: 3 similar vehicles

Lyons, 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 · 5
$3,900247,000 mi

Comparison: 5 similar vehicles

Peachtree Corners, GA

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Dalton, GA

UnscoredInsufficient · 3
$3,900190,972 mi

Comparison: 3 similar vehicles

Dalton, 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

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

Dalton, GA

UnscoredLimited · 13
$3,900237,072 mi

Comparison: 13 similar vehicles

Dalton, GA

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Locust Grove, GA

UnscoredInsufficient · 0
$3,900276,401 mi

Locust Grove, GA

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Dalton, GA

UnscoredLimited · 10
$3,900205,209 mi

Comparison: 10 similar vehicles

Dalton, GA

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

UnscoredLimited · 5
$3,950478,640 mi

Comparison: 5 similar vehicles

Colbert, GA

No Photo

2000 Chevrolet S-10 Base

Hazlehurst, GA

UnscoredInsufficient · 4
$3,950356,110 mi

Comparison: 4 similar vehicles

Hazlehurst, GA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Dalton, GA

UnscoredLimited · 18
$3,995236,318 mi

Comparison: 18 similar vehicles

Dalton, GA

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Dalton, GA

UnscoredInsufficient · 4
$3,995275,340 mi

Comparison: 4 similar vehicles

Dalton, GA

2004 Ford Ranger XL

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

2004 Ford Ranger XL

Dalton, GA

UnscoredInsufficient · 0
$3,995181,652 mi

Dalton, 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 · 11
$3,995189,200 mi

Comparison: 11 similar vehicles

Flowery Branch, GA

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Dalton, GA

UnscoredInsufficient · 4
$3,995287,519 mi

Comparison: 4 similar vehicles

Dalton, 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

No Photo

1999 Ford F-150 LARIAT

Swainsboro, GA

UnscoredInsufficient · 0
$3,995Mileage not verified

Swainsboro, 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 · 4
$3,999199,000 mi

Comparison: 4 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

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Savannah, GA

UnscoredLimited · 15
$4,000271,555 mi

Comparison: 15 similar vehicles

Savannah, GA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Macon, GA

UnscoredInsufficient · 0
$4,000194,814 mi

Macon, 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

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Thomaston, GA

UnscoredLimited · 16
$4,200249,005 mi

Comparison: 16 similar vehicles

Thomaston, 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

No Photo

2000 Nissan Frontier SE

Covington, GA

UnscoredInsufficient · 0
$4,295303,222 mi

Covington, 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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