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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

3,391 listings found

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Marion, IA

UnscoredModerate · 20
$1,995346,370 mi

Comparison: 20 similar vehicles

Marion, IA

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Cedar Falls, IA

UnscoredLimited · 13
$2,280270,739 mi

Comparison: 13 similar vehicles

Cedar Falls, IA

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Waterloo, IA

UnscoredInsufficient · 0
$2,628239,991 mi

Waterloo, IA

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

Marion, IA

UnscoredInsufficient · 3
$3,495216,480 mi

Comparison: 3 similar vehicles

Marion, IA

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

Manchester, IA

UnscoredModerate · 23
$3,550267,000 mi

Comparison: 23 similar vehicles

Manchester, IA

2008 Chevrolet Silverado 1500 LTZ

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

2008 Chevrolet Silverado 1500 LTZ

Waterloo, IA

UnscoredLimited · 5
$3,605215,752 mi

Comparison: 5 similar vehicles

Waterloo, IA

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Iowa City, IA

UnscoredInsufficient · 0
$3,680190,341 mi

Iowa City, IA

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

Waterloo, IA

UnscoredInsufficient · 4
$3,842231,064 mi

Comparison: 4 similar vehicles

Waterloo, IA

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

Waterloo, IA

UnscoredInsufficient · 4
$3,987175,839 mi

Comparison: 4 similar vehicles

Waterloo, IA

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

Waterloo, IA

UnscoredLimited · 8
$3,987165,908 mi

Comparison: 8 similar vehicles

Waterloo, IA

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

Marion, IA

UnscoredInsufficient · 4
$3,995123,903 mi

Comparison: 4 similar vehicles

Marion, IA

2005 GMC Canyon Z71 SLE

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

2005 GMC Canyon Z71 SLE

Waterloo, IA

UnscoredInsufficient · 0
$4,080204,900 mi

Waterloo, IA

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Cedar Falls, IA

UnscoredLimited · 7
$4,457100,245 mi

Comparison: 7 similar vehicles

Cedar Falls, IA

1998 Isuzu Hombre S

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

1998 Isuzu Hombre S

Cedar Rapids, IA

UnscoredInsufficient · 0
$4,80062,000 mi

Cedar Rapids, IA

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

Vinton, IA

UnscoredLimited · 11
$4,990237,650 mi

Comparison: 11 similar vehicles

Vinton, IA

1998 Chevrolet K1500 SILVERADO

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

1998 Chevrolet K1500 SILVERADO

Vinton, IA

UnscoredInsufficient · 0
$4,990190,934 mi

Vinton, IA

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Marion, IA

UnscoredInsufficient · 0
$4,995136,607 mi

Marion, IA

2010 Ford Explorer Sport Trac Limited

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

2010 Ford Explorer Sport Trac Limited

Hudson, IA

UnscoredInsufficient · 3
$5,175201,611 mi

Comparison: 3 similar vehicles

Hudson, IA

2001 Toyota Tundra Limited

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

2001 Toyota Tundra Limited

Cedar Falls, IA

UnscoredInsufficient · 0
$5,222245,978 mi

Cedar Falls, IA

2004 Dodge Dakota SXT

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

2004 Dodge Dakota SXT

Cedar Rapids, IA

UnscoredInsufficient · 0
$5,49597,717 mi

Cedar Rapids, IA

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Waterloo, IA

UnscoredInsufficient · 0
$5,799195,305 mi

Waterloo, IA

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Waterloo, IA

UnscoredInsufficient · 0
$5,800122,688 mi

Waterloo, IA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Cedar Falls, IA

UnscoredInsufficient · 4
$5,820105,050 mi

Comparison: 4 similar vehicles

Cedar Falls, IA

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

Cedar Falls, IA

UnscoredInsufficient · 0
$5,840137,005 mi

Cedar Falls, IA

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Cedar Rapids, IA

UnscoredInsufficient · 4
$5,84568,235 mi

Comparison: 4 similar vehicles

Cedar Rapids, IA

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

Manchester, IA

UnscoredModerate · 38
$5,850246,000 mi

Comparison: 38 similar vehicles

Manchester, IA

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

Blairstown, IA

UnscoredRobust · 56
$5,874213,364 mi

Comparison: 56 similar vehicles

Blairstown, IA

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Waterloo, IA

UnscoredLimited · 5
$5,900190,048 mi

Comparison: 5 similar vehicles

Waterloo, IA

2009 Chevrolet Silverado 1500 LTZ

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

2009 Chevrolet Silverado 1500 LTZ

Waterloo, IA

UnscoredLimited · 5
$5,900189,000 mi

Comparison: 5 similar vehicles

Waterloo, IA

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Cedar Rapids, IA

UnscoredInsufficient · 0
$5,900196,076 mi

Cedar Rapids, IA

2006 Chevrolet Colorado LS

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

2006 Chevrolet Colorado LS

Waterloo, IA

UnscoredInsufficient · 0
$5,987179,166 mi

Waterloo, IA

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

Independence, IA

UnscoredInsufficient · 0
$6,03084,122 mi

Independence, IA

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

Cedar Falls, IA

UnscoredModerate · 47
$6,135224,218 mi

Comparison: 47 similar vehicles

Cedar Falls, IA

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

Manchester, IA

UnscoredInsufficient · 3
$6,144198,087 mi

Comparison: 3 similar vehicles

Manchester, IA

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Hudson, IA

Fair PriceLimited · 10
$6,175108,024 mi

Market: $4,457 – $10,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Hudson, IA

2000 GMC Sierra SLE

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

2000 GMC Sierra SLE

Cedar Falls, IA

UnscoredInsufficient · 0
$6,200201,952 mi

Cedar Falls, IA

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Cedar Rapids, IA

UnscoredLimited · 5
$6,500178,000 mi

Comparison: 5 similar vehicles

Cedar Rapids, IA

2011 Ford F-350 Super Duty Chassis Cab XL

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

2011 Ford F-350 Super Duty Chassis Cab XL

Blairstown, IA

UnscoredInsufficient · 0
$6,674374,686 mi

Blairstown, IA

No Photo

2004 Ford F-150 XLT

Manchester, IA

UnscoredLimited · 9
$6,850182,519 mi

Comparison: 9 similar vehicles

Manchester, IA

No Photo

2001 Dodge Ram Pickup ST

Manchester, IA

UnscoredLimited · 9
$6,850225,133 mi

Comparison: 9 similar vehicles

Manchester, IA

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Waterloo, IA

UnscoredLimited · 14
$6,900190,283 mi

Comparison: 14 similar vehicles

Waterloo, IA

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Blairstown, IA

UnscoredInsufficient · 3
$6,974212,868 mi

Comparison: 3 similar vehicles

Blairstown, IA

1999 Ford F-250 Super Duty XLT

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

1999 Ford F-250 Super Duty XLT

Vinton, IA

UnscoredInsufficient · 0
$6,990168,072 mi

Vinton, IA

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Belle Plaine, IA

UnscoredRobust · 74
$6,995343,803 mi

Comparison: 74 similar vehicles

Belle Plaine, IA

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Marion, IA

UnscoredLimited · 8
$6,995211,296 mi

Comparison: 8 similar vehicles

Marion, IA

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Marion, IA

UnscoredModerate · 23
$6,995155,476 mi

Comparison: 23 similar vehicles

Marion, IA

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Marion, IA

UnscoredInsufficient · 3
$6,995242,768 mi

Comparison: 3 similar vehicles

Marion, IA

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Waterloo, IA

UnscoredLimited · 8
$7,000173,529 mi

Comparison: 8 similar vehicles

Waterloo, IA

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

Hiawatha, IA

UnscoredInsufficient · 0
$7,119180,886 mi

Hiawatha, IA

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Waterloo, IA

UnscoredLimited · 11
$7,179223,950 mi

Comparison: 11 similar vehicles

Waterloo, IA

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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