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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

1,832 listings found

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Dakota City, NE

UnscoredLimited · 6
$1,950246,342 mi

Comparison: 6 similar vehicles

Dakota City, NE

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

Onawa, IA

UnscoredInsufficient · 0
$2,650215,172 mi

Onawa, IA

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Le Mars, IA

UnscoredInsufficient · 0
$2,900234,346 mi

Le Mars, IA

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Merrill, IA

UnscoredLimited · 12
$3,495216,432 mi

Comparison: 12 similar vehicles

Merrill, IA

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

Sioux City, IA

Salvage title
$3,800187,573 mi

Sioux City, 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

Sioux City, IA

UnscoredInsufficient · 4
$3,900252,223 mi

Comparison: 4 similar vehicles

Sioux City, IA

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

South Sioux City, NE

UnscoredLimited · 9
$3,950159,559 mi

Comparison: 9 similar vehicles

South Sioux City, NE

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

Sioux City, IA

UnscoredInsufficient · 4
$3,950266,550 mi

Comparison: 4 similar vehicles

Sioux City, IA

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

Sioux City, IA

UnscoredInsufficient · 3
$3,999218,556 mi

Comparison: 3 similar vehicles

Sioux City, IA

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

South Sioux City, NE

UnscoredInsufficient · 0
$4,500148,319 mi

South Sioux City, NE

2000 Chevrolet S-10 Base

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

2000 Chevrolet S-10 Base

Onawa, IA

UnscoredInsufficient · 0
$4,550152,756 mi

Onawa, IA

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

Sioux City, IA

UnscoredInsufficient · 0
$4,900188,747 mi

Sioux City, IA

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

Sioux City, IA

UnscoredLimited · 6
$4,900198,000 mi

Comparison: 6 similar vehicles

Sioux City, IA

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)

Onawa, IA

UnscoredInsufficient · 4
$4,950262,656 mi

Comparison: 4 similar vehicles

Onawa, IA

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

Sioux City, IA

UnscoredRobust · 54
$4,995229,000 mi

Comparison: 54 similar vehicles

Sioux City, IA

2007 Honda Ridgeline RTX

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

2007 Honda Ridgeline RTX

Sioux City, IA

UnscoredInsufficient · 0
$4,995177,000 mi

Sioux City, IA

2002 Chevrolet Silverado 2500HD base

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

2002 Chevrolet Silverado 2500HD base

Beresford, SD

UnscoredInsufficient · 0
$4,995340,000 mi

Beresford, SD

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Vermillion, SD

UnscoredInsufficient · 4
$5,189242,724 mi

Comparison: 4 similar vehicles

Vermillion, SD

2006 Chevrolet Silverado 1500 LT2

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

2006 Chevrolet Silverado 1500 LT2

Sioux City, IA

UnscoredLimited · 6
$5,450247,712 mi

Comparison: 6 similar vehicles

Sioux City, IA

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

South Sioux City, NE

UnscoredInsufficient · 4
$5,500224,421 mi

Comparison: 4 similar vehicles

South Sioux City, NE

2011 RAM 2500 Pickup ST

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

2011 RAM 2500 Pickup ST

Onawa, IA

UnscoredInsufficient · 3
$5,895199,947 mi

Comparison: 3 similar vehicles

Onawa, IA

2008 Dodge Ram 1500 Pickup Laramie

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

2008 Dodge Ram 1500 Pickup Laramie

Sioux City, IA

UnscoredInsufficient · 0
$5,900315,662 mi

Sioux City, IA

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

South Sioux City, NE

UnscoredInsufficient · 3
$5,900Mileage not verified

Comparison: 3 similar vehicles

South Sioux City, NE

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

Sioux City, IA

UnscoredLimited · 5
$5,950207,782 mi

Comparison: 5 similar vehicles

Sioux City, IA

2008 GMC Sierra 2500HD SLT

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

2008 GMC Sierra 2500HD SLT

Onawa, IA

UnscoredInsufficient · 0
$5,950437,465 mi

Onawa, IA

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Onawa, IA

UnscoredInsufficient · 0
$5,950143,763 mi

Onawa, IA

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Ponca, NE

UnscoredInsufficient · 3
$5,950165,000 mi

Comparison: 3 similar vehicles

Ponca, NE

2001 Ford Ranger EDGE

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

2001 Ford Ranger EDGE

Sioux City, IA

UnscoredInsufficient · 3
$5,95086,591 mi

Comparison: 3 similar vehicles

Sioux City, IA

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

Onawa, IA

UnscoredInsufficient · 3
$5,975227,195 mi

Comparison: 3 similar vehicles

Onawa, IA

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

Sioux City, IA

UnscoredModerate · 32
$5,999208,106 mi

Comparison: 32 similar vehicles

Sioux City, IA

2009 Ford Ranger XL

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

2009 Ford Ranger XL

Wayne, NE

UnscoredInsufficient · 0
$5,999176,059 mi

Wayne, NE

2002 Chevrolet Silverado 2500HD LS

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

2002 Chevrolet Silverado 2500HD LS

South Sioux City, NE

UnscoredLimited · 6
$5,999252,761 mi

Comparison: 6 similar vehicles

South Sioux City, NE

1999 Ford F-150 XL

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

1999 Ford F-150 XL

South Sioux City, NE

UnscoredInsufficient · 0
$5,999140,223 mi

South Sioux City, NE

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Sioux City, IA

UnscoredLimited · 8
$6,700222,118 mi

Comparison: 8 similar vehicles

Sioux City, 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

Sioux City, IA

UnscoredLimited · 6
$6,700198,429 mi

Comparison: 6 similar vehicles

Sioux City, IA

1997 Ford F-150 LARIAT

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

1997 Ford F-150 LARIAT

Lawton, IA

UnscoredInsufficient · 0
$6,700169,787 mi

Lawton, IA

2012 Chevrolet Silverado 1500 LS

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

2012 Chevrolet Silverado 1500 LS

Sioux City, IA

UnscoredInsufficient · 0
$6,750184,608 mi

Sioux City, 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

Sioux City, IA

UnscoredLimited · 17
$6,900208,593 mi

Comparison: 17 similar vehicles

Sioux City, IA

2010 Ford F-150 FX4

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

2010 Ford F-150 FX4

South Sioux City, NE

UnscoredInsufficient · 4
$6,900212,988 mi

Comparison: 4 similar vehicles

South Sioux City, NE

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

Le Mars, IA

UnscoredLimited · 17
$6,900202,000 mi

Comparison: 17 similar vehicles

Le Mars, IA

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

South Sioux City, NE

Fair PriceLimited · 17
$6,900Mileage not verified

Market: $3,950 – $11,900

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1472 days listed (based on current market benchmarks)

South Sioux City, NE

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

Sioux City, IA

UnscoredLimited · 5
$6,900124,768 mi

Comparison: 5 similar vehicles

Sioux City, IA

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Sioux City, IA

UnscoredLimited · 7
$6,950214,478 mi

Comparison: 7 similar vehicles

Sioux City, IA

2007 GMC Canyon SL

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

2007 GMC Canyon SL

Onawa, IA

UnscoredInsufficient · 0
$6,95088,640 mi

Onawa, IA

2003 Cadillac Escalade EXT Base

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

2003 Cadillac Escalade EXT Base

Dakota City, NE

UnscoredInsufficient · 0
$6,950187,123 mi

Dakota City, NE

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

Sioux City, IA

UnscoredModerate · 32
$6,995201,000 mi

Comparison: 32 similar vehicles

Sioux City, IA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

South Sioux City, NE

UnscoredInsufficient · 4
$6,999141,010 mi

Comparison: 4 similar vehicles

South Sioux City, NE

2007 Chevrolet Silverado Classic 2500HD LS

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

2007 Chevrolet Silverado Classic 2500HD LS

South Sioux City, NE

UnscoredInsufficient · 0
$7,000207,349 mi

South Sioux City, NE

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Sioux City, IA

UnscoredInsufficient · 3
$7,250204,992 mi

Comparison: 3 similar vehicles

Sioux City, IA

2012 Chevrolet Silverado 1500 LTZ

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

2012 Chevrolet Silverado 1500 LTZ

Sioux City, IA

UnscoredModerate · 25
$7,299219,329 mi

Comparison: 25 similar vehicles

Sioux City, 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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