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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

520 listings found

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Emporia, KS

UnscoredInsufficient · 0
$4,995135,451 mi

Emporia, KS

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

Emporia, KS

UnscoredInsufficient · 3
$5,250121,215 mi

Comparison: 3 similar vehicles

Emporia, KS

2004 Ford F-350 SD Chassis Cab XL

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

2004 Ford F-350 SD Chassis Cab XL

Lyndon, KS

UnscoredInsufficient · 0
$5,90093,911 mi

Lyndon, KS

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

Lyndon, KS

UnscoredModerate · 28
$5,980203,595 mi

Comparison: 28 similar vehicles

Lyndon, KS

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Lyndon, KS

UnscoredLimited · 5
$5,980327,417 mi

Comparison: 5 similar vehicles

Lyndon, KS

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Topeka, KS

UnscoredLimited · 5
$5,995211,200 mi

Comparison: 5 similar vehicles

Topeka, KS

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Lyndon, KS

UnscoredLimited · 8
$6,450204,552 mi

Comparison: 8 similar vehicles

Lyndon, KS

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Topeka, KS

UnscoredModerate · 29
$6,495176,883 mi

Comparison: 29 similar vehicles

Topeka, KS

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

Lyndon, KS

Fair PriceLimited · 14
$6,70081,211 mi

Market: $4,950 – $10,950

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 673 days listed (based on current market benchmarks)

Lyndon, KS

2003 Dodge Ram 2500 Pickup ST

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

2003 Dodge Ram 2500 Pickup ST

Emporia, KS

UnscoredInsufficient · 0
$6,950165,046 mi

Emporia, KS

2007 Chevrolet Silverado Classic 1500 LT2

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

2007 Chevrolet Silverado Classic 1500 LT2

Emporia, KS

UnscoredInsufficient · 0
$6,995166,534 mi

Emporia, KS

2000 Chevrolet C3500 BASE

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

2000 Chevrolet C3500 BASE

Council Grove, KS

UnscoredInsufficient · 0
$7,240210,769 mi

Council Grove, KS

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Lyndon, KS

UnscoredLimited · 11
$7,500265,839 mi

Comparison: 11 similar vehicles

Lyndon, KS

No Photo

2004 Chevrolet Silverado 1500 LS

Emporia, KS

UnscoredInsufficient · 0
$8,750196,650 mi

Emporia, KS

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

Council Grove, KS

UnscoredInsufficient · 0
$8,900200,395 mi

Council Grove, KS

2004 GMC Sierra 1500 SLT

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

2004 GMC Sierra 1500 SLT

Lyndon, KS

UnscoredInsufficient · 0
$8,980206,500 mi

Lyndon, KS

2006 Ford Ranger FX4 Off-Road

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

2006 Ford Ranger FX4 Off-Road

Topeka, KS

UnscoredLimited · 11
$9,099169,363 mi

Comparison: 11 similar vehicles

Topeka, KS

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

Lyndon, KS

UnscoredModerate · 37
$10,980191,875 mi

Comparison: 37 similar vehicles

Lyndon, KS

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Emporia, KS

UnscoredInsufficient · 3
$11,995191,284 mi

Comparison: 3 similar vehicles

Emporia, KS

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Lyndon, KS

UnscoredInsufficient · 3
$12,98090,974 mi

Comparison: 3 similar vehicles

Lyndon, KS

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Topeka, KS

UnscoredInsufficient · 4
$12,995125,000 mi

Comparison: 4 similar vehicles

Topeka, KS

2009 Ford Ranger FX4 Off-Road

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

2009 Ford Ranger FX4 Off-Road

Emporia, KS

UnscoredInsufficient · 0
$13,798132,575 mi

Emporia, KS

2013 Chevrolet Avalanche LTZ

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

2013 Chevrolet Avalanche LTZ

Council Grove, KS

UnscoredLimited · 5
$13,900134,121 mi

Comparison: 5 similar vehicles

Council Grove, KS

2007 GMC Sierra 2500HD SLE1

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

2007 GMC Sierra 2500HD SLE1

Council Grove, KS

UnscoredInsufficient · 0
$13,900139,497 mi

Council Grove, KS

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Topeka, KS

UnscoredInsufficient · 3
$14,000178,000 mi

Comparison: 3 similar vehicles

Topeka, KS

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Topeka, KS

UnscoredModerate · 37
$14,520142,664 mi

Comparison: 37 similar vehicles

Topeka, KS

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Emporia, KS

UnscoredModerate · 24
$14,995176,866 mi

Comparison: 24 similar vehicles

Emporia, KS

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Topeka, KS

UnscoredInsufficient · 3
$14,995149,575 mi

Comparison: 3 similar vehicles

Topeka, KS

2021 GMC Sierra 1500 Base

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

2021 GMC Sierra 1500 Base

Pomona, KS

UnscoredInsufficient · 0
$15,900175,275 mi

Pomona, KS

2015 GMC Canyon Base

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

2015 GMC Canyon Base

Topeka, KS

UnscoredInsufficient · 0
$15,995118,000 mi

Topeka, KS

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

Topeka, KS

UnscoredModerate · 25
$15,995154,926 mi

Comparison: 25 similar vehicles

Topeka, KS

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Topeka, KS

UnscoredInsufficient · 0
$15,995141,000 mi

Topeka, KS

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

Topeka, KS

UnscoredModerate · 22
$16,095154,328 mi

Comparison: 22 similar vehicles

Topeka, KS

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Council Grove, KS

UnscoredLimited · 10
$16,840139,577 mi

Comparison: 10 similar vehicles

Council Grove, KS

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

Emporia, KS

UnscoredLimited · 19
$16,995187,479 mi

Comparison: 19 similar vehicles

Emporia, KS

No Photo

2006 Chevrolet Silverado 2500HD LT3

Emporia, KS

UnscoredInsufficient · 0
$16,995218,337 mi

Emporia, KS

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Topeka, KS

UnscoredLimited · 11
$17,096188,229 mi

Comparison: 11 similar vehicles

Topeka, KS

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

Emporia, KS

UnscoredInsufficient · 3
$17,500140,375 mi

Comparison: 3 similar vehicles

Emporia, KS

2019 GMC Canyon SLE

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

2019 GMC Canyon SLE

Topeka, KS

Great DealModerate · 31
$17,995103,953 mi

Market: $20,479 – $26,454

Comparison: 31 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 47 days listed (based on current market benchmarks)

Topeka, 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

Emporia, KS

UnscoredRobust · 111
$17,995163,650 mi

Comparison: 111 similar vehicles

Emporia, 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

Topeka, KS

Fair PriceRobust · 133
$17,995119,720 mi

Market: $6,950 – $24,199

Comparison: 133 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Topeka, KS

2008 Dodge Ram 2500 Pickup ST

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

2008 Dodge Ram 2500 Pickup ST

Burlington, KS

UnscoredInsufficient · 4
$17,998215,258 mi

Comparison: 4 similar vehicles

Burlington, KS

2017 Ford F-150 Limited

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

2017 Ford F-150 Limited

Topeka, KS

UnscoredLimited · 8
$18,000177,000 mi

Comparison: 8 similar vehicles

Topeka, KS

2016 RAM 1500 ST

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

2016 RAM 1500 ST

Council Grove, KS

UnscoredInsufficient · 0
$18,03577,002 mi

Council Grove, KS

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Council Grove, KS

UnscoredLimited · 10
$18,235133,721 mi

Comparison: 10 similar vehicles

Council Grove, KS

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Topeka, KS

Fair PriceModerate · 37
$18,400101,792 mi

Market: $14,248 – $21,194

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Topeka, KS

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Topeka, KS

OverpricedLimited · 10
$18,99979,000 mi

Market: $5,900 – $15,550

Comparison: 10 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

Topeka, KS

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Emporia, KS

UnscoredLimited · 7
$19,450125,554 mi

Comparison: 7 similar vehicles

Emporia, KS

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Topeka, KS

UnscoredModerate · 23
$19,694133,480 mi

Comparison: 23 similar vehicles

Topeka, KS

2015 Chevrolet Silverado 1500 LTZ

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

2015 Chevrolet Silverado 1500 LTZ

Lyndon, KS

Fair PriceRobust · 61
$19,950114,914 mi

Market: $12,890 – $31,798

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Lyndon, KS

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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