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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

307 listings found

2003 Chevrolet Silverado 1500 LT

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

2003 Chevrolet Silverado 1500 LT

Frankfort, KS

UnscoredInsufficient · 0
$4,250213,177 mi

Frankfort, KS

1997 Ford Ranger STX

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

1997 Ford Ranger STX

Meriden, KS

UnscoredInsufficient · 0
$4,294255,000 mi

Meriden, KS

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Tecumseh, NE

UnscoredInsufficient · 3
$5,950227,823 mi

Comparison: 3 similar vehicles

Tecumseh, NE

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

Seneca, KS

UnscoredLimited · 12
$6,500162,008 mi

Comparison: 12 similar vehicles

Seneca, KS

2009 Chevrolet Colorado Work Truck

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

2009 Chevrolet Colorado Work Truck

Holton, KS

UnscoredInsufficient · 0
$6,990124,713 mi

Holton, KS

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Meriden, KS

UnscoredRobust · 124
$7,294265,000 mi

Comparison: 124 similar vehicles

Meriden, KS

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

Seneca, KS

UnscoredLimited · 14
$8,000212,402 mi

Comparison: 14 similar vehicles

Seneca, KS

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Meriden, KS

UnscoredInsufficient · 0
$8,294186,000 mi

Meriden, KS

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Marysville, KS

UnscoredInsufficient · 0
$9,250151,414 mi

Marysville, KS

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Seneca, KS

UnscoredInsufficient · 0
$9,90093,315 mi

Seneca, KS

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

Falls City, NE

UnscoredInsufficient · 3
$10,900232,717 mi

Comparison: 3 similar vehicles

Falls City, NE

2011 Ford F-350 Super Duty Lariat

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

2011 Ford F-350 Super Duty Lariat

Sabetha, KS

UnscoredLimited · 10
$10,900233,044 mi

Comparison: 10 similar vehicles

Sabetha, KS

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Horton, KS

UnscoredLimited · 6
$11,299170,649 mi

Comparison: 6 similar vehicles

Horton, KS

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Tecumseh, NE

UnscoredInsufficient · 3
$12,900178,797 mi

Comparison: 3 similar vehicles

Tecumseh, NE

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Meriden, KS

UnscoredLimited · 10
$12,995191,000 mi

Comparison: 10 similar vehicles

Meriden, KS

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Meriden, KS

UnscoredLimited · 6
$12,995147,000 mi

Comparison: 6 similar vehicles

Meriden, KS

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Seneca, KS

UnscoredRobust · 140
$13,000209,266 mi

Comparison: 140 similar vehicles

Seneca, KS

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Falls City, NE

UnscoredLimited · 5
$13,500110,455 mi

Comparison: 5 similar vehicles

Falls City, NE

1998 Dodge Ram Pickup ST

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

1998 Dodge Ram Pickup ST

Marysville, KS

UnscoredInsufficient · 0
$13,500227,739 mi

Marysville, KS

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Blue Rapids, KS

Fair PriceLimited · 19
$13,995103,250 mi

Market: $9,800 – $20,122

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Blue Rapids, KS

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Marysville, KS

UnscoredInsufficient · 4
$13,999107,809 mi

Comparison: 4 similar vehicles

Marysville, KS

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Marysville, KS

Fair PriceModerate · 36
$14,500100,681 mi

Market: $9,800 – $18,950

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Marysville, KS

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Tecumseh, NE

Salvage title
$14,900129,801 mi

Tecumseh, NE

2014 RAM 3500 Pickup SLT

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

2014 RAM 3500 Pickup SLT

Fairview, KS

UnscoredInsufficient · 0
$14,950148,541 mi

Fairview, KS

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

Fairview, KS

UnscoredRobust · 63
$14,950136,632 mi

Comparison: 63 similar vehicles

Fairview, KS

2014 Chevrolet Silverado 3500HD Work Truck

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

2014 Chevrolet Silverado 3500HD Work Truck

Meriden, KS

UnscoredInsufficient · 0
$14,995202,000 mi

Meriden, KS

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Meriden, KS

UnscoredLimited · 14
$15,294214,000 mi

Comparison: 14 similar vehicles

Meriden, KS

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Meriden, KS

Fair PriceLimited · 17
$15,294116,000 mi

Market: $9,800 – $20,122

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 386 days listed (based on current market benchmarks)

Meriden, KS

2013 Ford F-150 King Ranch

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

2013 Ford F-150 King Ranch

Meriden, KS

UnscoredLimited · 7
$15,294180,000 mi

Comparison: 7 similar vehicles

Meriden, KS

2011 GMC Sierra 2500HD SLE

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

2011 GMC Sierra 2500HD SLE

Meriden, KS

UnscoredInsufficient · 0
$15,294190,000 mi

Meriden, KS

2019 GMC Sierra 1500 Limited SLE

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

2019 GMC Sierra 1500 Limited SLE

Marysville, KS

UnscoredInsufficient · 0
$15,500152,199 mi

Marysville, KS

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Falls City, NE

Fair PriceModerate · 40
$15,750119,950 mi

Market: $7,995 – $21,475

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Falls City, NE

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Sabetha, KS

UnscoredLimited · 10
$15,900227,482 mi

Comparison: 10 similar vehicles

Sabetha, KS

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Seneca, KS

UnscoredRobust · 99
$15,900196,475 mi

Comparison: 99 similar vehicles

Seneca, KS

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

Falls City, NE

UnscoredRobust · 89
$15,900133,989 mi

Comparison: 89 similar vehicles

Falls City, NE

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Holton, KS

UnscoredLimited · 17
$15,980120,033 mi

Comparison: 17 similar vehicles

Holton, KS

2013 RAM 2500 SLT

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

2013 RAM 2500 SLT

Meriden, KS

UnscoredInsufficient · 0
$15,995185,000 mi

Meriden, KS

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Seneca, KS

UnscoredRobust · 202
$16,000183,719 mi

Comparison: 202 similar vehicles

Seneca, KS

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

Marysville, KS

UnscoredRobust · 71
$16,995155,841 mi

Comparison: 71 similar vehicles

Marysville, KS

2010 RAM 1500 Pickup Sport

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

2010 RAM 1500 Pickup Sport

Marysville, KS

UnscoredInsufficient · 0
$17,500109,410 mi

Marysville, KS

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Tecumseh, NE

Fair PriceRobust · 118
$17,900116,908 mi

Market: $9,500 – $25,159

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Tecumseh, NE

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Seneca, KS

Fair PriceLimited · 18
$18,000102,087 mi

Market: $9,999 – $22,590

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Seneca, KS

2017 Chevrolet Silverado 2500HD LT

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

2017 Chevrolet Silverado 2500HD LT

Meriden, KS

UnscoredLimited · 13
$18,799201,000 mi

Comparison: 13 similar vehicles

Meriden, KS

2017 RAM 2500 Pickup Tradesman

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

2017 RAM 2500 Pickup Tradesman

Holton, KS

UnscoredLimited · 18
$18,990133,458 mi

Comparison: 18 similar vehicles

Holton, KS

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Seneca, KS

UnscoredRobust · 62
$19,000149,640 mi

Comparison: 62 similar vehicles

Seneca, KS

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Meriden, KS

UnscoredLimited · 10
$19,294131,000 mi

Comparison: 10 similar vehicles

Meriden, KS

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Tecumseh, NE

OverpricedLimited · 15
$19,900103,705 mi

Market: $8,999 – $17,884

Comparison: 15 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Tecumseh, NE

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Meriden, KS

UnscoredLimited · 12
$19,995130,000 mi

Comparison: 12 similar vehicles

Meriden, KS

2017 Toyota Tacoma SR5

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

2017 Toyota Tacoma SR5

Meriden, KS

UnscoredInsufficient · 4
$19,99581,000 mi

Comparison: 4 similar vehicles

Meriden, KS

2010 Chevrolet Silverado 3500 LT

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

2010 Chevrolet Silverado 3500 LT

Meriden, KS

UnscoredInsufficient · 0
$19,995180,000 mi

Meriden, KS

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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