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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

38,544 listings found

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Harvey, IL

UnscoredLimited · 10
$2,300Mileage not verified

Comparison: 10 similar vehicles

Harvey, IL

2003 GMC Sierra 1500 SLE

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

2003 GMC Sierra 1500 SLE

Belleville, IL

UnscoredInsufficient · 0
$2,400383,189 mi

Belleville, IL

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

Crestwood, IL

UnscoredLimited · 14
$2,500207,570 mi

Comparison: 14 similar vehicles

Crestwood, IL

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

Harvey, IL

UnscoredModerate · 20
$2,900Mileage not verified

Comparison: 20 similar vehicles

Harvey, IL

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

Chicago, IL

UnscoredLimited · 7
$2,900230,719 mi

Comparison: 7 similar vehicles

Chicago, IL

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Springfield, IL

UnscoredLimited · 5
$2,925163,201 mi

Comparison: 5 similar vehicles

Springfield, IL

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

Macomb, IL

UnscoredLimited · 5
$2,975263,422 mi

Comparison: 5 similar vehicles

Macomb, IL

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Elgin, IL

UnscoredInsufficient · 4
$2,995170,964 mi

Comparison: 4 similar vehicles

Elgin, IL

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

Ingleside, IL

UnscoredInsufficient · 0
$2,995172,208 mi

Ingleside, IL

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

Belleville, IL

UnscoredInsufficient · 0
$2,999249,934 mi

Belleville, IL

1997 Dodge Ram Pickup LT

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

1997 Dodge Ram Pickup LT

Westville, IL

UnscoredInsufficient · 3
$2,999194,864 mi

Comparison: 3 similar vehicles

Westville, IL

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

Crestwood, IL

UnscoredInsufficient · 0
$3,000201,700 mi

Crestwood, IL

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Bloomington, IL

UnscoredLimited · 5
$3,200237,289 mi

Comparison: 5 similar vehicles

Bloomington, IL

2001 GMC Sonoma SL

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

2001 GMC Sonoma SL

Pontoon Beach, IL

UnscoredInsufficient · 0
$3,200162,049 mi

Pontoon Beach, IL

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

Tremont, IL

UnscoredInsufficient · 0
$3,300188,951 mi

Tremont, IL

2010 GMC Sierra 1500 3HA

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

2010 GMC Sierra 1500 3HA

Chicago, IL

UnscoredInsufficient · 0
$3,497236,000 mi

Chicago, IL

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

Carol Stream, IL

Salvage title
$3,500250,169 mi

Carol Stream, IL

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

Addison, IL

UnscoredLimited · 8
$3,500243,311 mi

Comparison: 8 similar vehicles

Addison, IL

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

Carbondale, IL

UnscoredLimited · 8
$3,500196,167 mi

Comparison: 8 similar vehicles

Carbondale, IL

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Tilton, IL

UnscoredLimited · 12
$3,500324,525 mi

Comparison: 12 similar vehicles

Tilton, IL

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Belleville, IL

UnscoredInsufficient · 3
$3,500328,064 mi

Comparison: 3 similar vehicles

Belleville, IL

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

Spring Valley, IL

UnscoredModerate · 24
$3,595245,000 mi

Comparison: 24 similar vehicles

Spring Valley, IL

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

Armington, IL

UnscoredLimited · 8
$3,599145,933 mi

Comparison: 8 similar vehicles

Armington, IL

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

McLean, IL

UnscoredLimited · 6
$3,750213,000 mi

Comparison: 6 similar vehicles

McLean, IL

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Waukegan, IL

UnscoredInsufficient · 3
$3,800193,127 mi

Comparison: 3 similar vehicles

Waukegan, IL

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

Harvey, IL

UnscoredInsufficient · 0
$3,900155,989 mi

Harvey, IL

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

Sycamore, IL

UnscoredLimited · 13
$3,925222,849 mi

Comparison: 13 similar vehicles

Sycamore, IL

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

South Elgin, IL

UnscoredLimited · 7
$3,941161,241 mi

Comparison: 7 similar vehicles

South Elgin, IL

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Harvey, IL

UnscoredLimited · 18
$3,950209,407 mi

Comparison: 18 similar vehicles

Harvey, IL

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Bloomington, IL

UnscoredRobust · 74
$3,973209,895 mi

Comparison: 74 similar vehicles

Bloomington, IL

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Bloomington, IL

UnscoredLimited · 7
$3,973186,855 mi

Comparison: 7 similar vehicles

Bloomington, IL

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Des Plaines, IL

UnscoredLimited · 6
$3,975188,871 mi

Comparison: 6 similar vehicles

Des Plaines, IL

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Chillicothe, IL

UnscoredLimited · 16
$3,984322,858 mi

Comparison: 16 similar vehicles

Chillicothe, IL

2002 Ford Ranger XLT

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

2002 Ford Ranger XLT

Addison, IL

UnscoredInsufficient · 0
$3,990142,248 mi

Addison, IL

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

Spring Valley, IL

UnscoredRobust · 72
$3,995234,000 mi

Comparison: 72 similar vehicles

Spring Valley, IL

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Hardin, IL

UnscoredLimited · 16
$3,995216,040 mi

Comparison: 16 similar vehicles

Hardin, IL

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

Carbondale, IL

UnscoredLimited · 14
$3,995234,469 mi

Comparison: 14 similar vehicles

Carbondale, IL

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

East Dundee, IL

UnscoredInsufficient · 4
$3,995222,131 mi

Comparison: 4 similar vehicles

East Dundee, IL

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Bourbonnais, IL

UnscoredLimited · 5
$3,995195,763 mi

Comparison: 5 similar vehicles

Bourbonnais, IL

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Chicago, IL

UnscoredInsufficient · 4
$3,995201,599 mi

Comparison: 4 similar vehicles

Chicago, IL

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Ingleside, IL

UnscoredInsufficient · 0
$3,995155,818 mi

Ingleside, IL

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Macomb, IL

UnscoredInsufficient · 3
$3,999164,311 mi

Comparison: 3 similar vehicles

Macomb, IL

2002 Ford Ranger XLT Appearance

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

2002 Ford Ranger XLT Appearance

Springfield, IL

UnscoredInsufficient · 0
$3,999157,506 mi

Springfield, IL

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

Waukegan, IL

UnscoredInsufficient · 3
$4,100160,998 mi

Comparison: 3 similar vehicles

Waukegan, IL

2009 Chevrolet Silverado 2500HD Work Truck

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

2009 Chevrolet Silverado 2500HD Work Truck

Herscher, IL

UnscoredLimited · 14
$4,240Mileage not verified

Comparison: 14 similar vehicles

Herscher, IL

2007 Chevrolet Silverado 2500HD 1LT

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

2007 Chevrolet Silverado 2500HD 1LT

Herscher, IL

UnscoredLimited · 5
$4,240Mileage not verified

Comparison: 5 similar vehicles

Herscher, IL

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

Chicago, IL

UnscoredModerate · 32
$4,295289,710 mi

Comparison: 32 similar vehicles

Chicago, IL

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Belleville, IL

UnscoredModerate · 23
$4,299150,466 mi

Comparison: 23 similar vehicles

Belleville, IL

2005 Ford Explorer Sport Trac XLS

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

2005 Ford Explorer Sport Trac XLS

Fox Lake, IL

UnscoredInsufficient · 0
$4,325233,988 mi

Fox Lake, IL

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Lincoln, IL

UnscoredLimited · 5
$4,407170,000 mi

Comparison: 5 similar vehicles

Lincoln, IL

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 manage their profile, 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, exports, and enhanced merchandising.
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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