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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

1,695 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

Seward, NE

UnscoredInsufficient · 3
$2,995222,112 mi

Comparison: 3 similar vehicles

Seward, NE

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

Grand Island, NE

UnscoredInsufficient · 0
$3,298211,073 mi

Grand Island, NE

No Photo

2003 Ford F-150 Lariat

Hastings, NE

UnscoredInsufficient · 0
$4,299193,350 mi

Hastings, NE

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

Sutton, NE

UnscoredLimited · 7
$4,399154,247 mi

Comparison: 7 similar vehicles

Sutton, NE

2011 GMC Sierra 1500 Work Truck

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

2011 GMC Sierra 1500 Work Truck

Silver Creek, NE

UnscoredInsufficient · 0
$4,500144,306 mi

Silver Creek, NE

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

Silver Creek, NE

UnscoredInsufficient · 3
$4,900194,519 mi

Comparison: 3 similar vehicles

Silver Creek, NE

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

Hastings, NE

UnscoredInsufficient · 3
$5,199Mileage not verified

Comparison: 3 similar vehicles

Hastings, NE

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Grand Island, NE

UnscoredInsufficient · 0
$5,780227,565 mi

Grand Island, 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

Grand Island, NE

UnscoredLimited · 11
$5,900218,000 mi

Comparison: 11 similar vehicles

Grand Island, NE

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

Hastings, NE

UnscoredLimited · 12
$5,900333,581 mi

Comparison: 12 similar vehicles

Hastings, NE

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

Grand Island, NE

UnscoredInsufficient · 0
$5,975165,270 mi

Grand Island, NE

2005 Dodge Dakota Laramie

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

2005 Dodge Dakota Laramie

Grand Island, NE

UnscoredInsufficient · 0
$5,975214,315 mi

Grand Island, NE

2005 GMC Canyon Z85 SLE/SB

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

2005 GMC Canyon Z85 SLE/SB

Grand Island, NE

UnscoredInsufficient · 0
$5,975Mileage not verified

Grand Island, NE

2001 Dodge Ram Pickup SLT

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

2001 Dodge Ram Pickup SLT

Seward, NE

UnscoredLimited · 6
$5,995138,475 mi

Comparison: 6 similar vehicles

Seward, NE

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Wood River, NE

UnscoredLimited · 10
$6,250215,666 mi

Comparison: 10 similar vehicles

Wood River, NE

2011 Chevrolet Silverado 1500 LTZ

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

2011 Chevrolet Silverado 1500 LTZ

Aurora, NE

UnscoredInsufficient · 3
$6,500196,950 mi

Comparison: 3 similar vehicles

Aurora, NE

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Hastings, NE

UnscoredModerate · 27
$6,546180,821 mi

Comparison: 27 similar vehicles

Hastings, NE

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Hastings, NE

UnscoredLimited · 8
$6,592255,636 mi

Comparison: 8 similar vehicles

Hastings, NE

2012 GMC Canyon SLT

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

2012 GMC Canyon SLT

Aurora, NE

UnscoredInsufficient · 0
$6,900183,960 mi

Aurora, NE

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Grand Island, NE

UnscoredInsufficient · 0
$6,975Mileage not verified

Grand Island, NE

2011 GMC Sierra 1500 Work Truck

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

2011 GMC Sierra 1500 Work Truck

Central City, NE

UnscoredInsufficient · 0
$6,995199,200 mi

Central City, NE

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

Kenesaw, NE

UnscoredInsufficient · 0
$6,995177,211 mi

Kenesaw, NE

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

Central City, NE

UnscoredInsufficient · 0
$6,995186,349 mi

Central City, NE

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Grand Island, NE

UnscoredLimited · 16
$7,298191,119 mi

Comparison: 16 similar vehicles

Grand Island, 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

Grand Island, NE

UnscoredLimited · 11
$7,949160,706 mi

Comparison: 11 similar vehicles

Grand Island, NE

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

Grand Island, NE

Fair PriceModerate · 25
$7,975Mileage not verified

Market: $5,287 – $18,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Grand Island, NE

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

Wood River, NE

UnscoredLimited · 5
$7,995198,822 mi

Comparison: 5 similar vehicles

Wood River, NE

2006 Chevrolet Silverado 1500 LT1

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

2006 Chevrolet Silverado 1500 LT1

Hastings, NE

UnscoredInsufficient · 3
$8,950238,438 mi

Comparison: 3 similar vehicles

Hastings, NE

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Kenesaw, NE

UnscoredLimited · 7
$8,995233,641 mi

Comparison: 7 similar vehicles

Kenesaw, NE

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Seward, NE

UnscoredLimited · 5
$8,995199,275 mi

Comparison: 5 similar vehicles

Seward, NE

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

Stromsburg, NE

UnscoredLimited · 7
$9,500165,169 mi

Comparison: 7 similar vehicles

Stromsburg, NE

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

Grand Island, NE

UnscoredInsufficient · 4
$9,50097,835 mi

Comparison: 4 similar vehicles

Grand Island, 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

Grand Island, NE

UnscoredLimited · 6
$9,900181,461 mi

Comparison: 6 similar vehicles

Grand Island, 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

Crete, NE

UnscoredLimited · 8
$9,992197,119 mi

Comparison: 8 similar vehicles

Crete, NE

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

Kenesaw, NE

UnscoredInsufficient · 4
$9,995174,723 mi

Comparison: 4 similar vehicles

Kenesaw, NE

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

Central City, NE

UnscoredInsufficient · 3
$9,995177,745 mi

Comparison: 3 similar vehicles

Central City, NE

2001 Ford F-250 Super Duty Lariat

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

2001 Ford F-250 Super Duty Lariat

Seward, NE

UnscoredInsufficient · 0
$9,995137,815 mi

Seward, NE

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Hastings, NE

UnscoredInsufficient · 3
$9,999203,000 mi

Comparison: 3 similar vehicles

Hastings, NE

No Photo

2015 RAM 1500 Outdoorsman

Grand Island, NE

UnscoredInsufficient · 0
$10,000204,016 mi

Grand Island, NE

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Silver Creek, NE

UnscoredInsufficient · 0
$10,000120,000 mi

Silver Creek, NE

2012 RAM 2500 Pickup ST

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

2012 RAM 2500 Pickup ST

Fairbury, NE

UnscoredLimited · 9
$10,094182,136 mi

Comparison: 9 similar vehicles

Fairbury, NE

2013 Honda Ridgeline RTS

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

2013 Honda Ridgeline RTS

Dorchester, NE

UnscoredInsufficient · 0
$10,250183,120 mi

Dorchester, NE

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Grand Island, NE

UnscoredInsufficient · 0
$10,900146,856 mi

Grand Island, NE

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

Grand Island, NE

Fair PriceRobust · 52
$10,975Mileage not verified

Market: $6,999 – $25,490

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Grand Island, NE

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

Grand Island, NE

UnscoredLimited · 8
$10,975Mileage not verified

Comparison: 8 similar vehicles

Grand Island, NE

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Seward, NE

UnscoredLimited · 12
$10,995165,176 mi

Comparison: 12 similar vehicles

Seward, NE

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

Wood River, NE

UnscoredModerate · 48
$10,995181,899 mi

Comparison: 48 similar vehicles

Wood River, NE

2012 GMC Canyon SLE

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

2012 GMC Canyon SLE

Wood River, NE

UnscoredInsufficient · 0
$10,995161,718 mi

Wood River, NE

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

Crete, NE

Fair PriceModerate · 24
$11,493112,820 mi

Market: $4,500 – $21,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Crete, 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

Grand Island, NE

UnscoredLimited · 11
$11,500191,311 mi

Comparison: 11 similar vehicles

Grand Island, NE

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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