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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

8,015 listings found

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Arcadia, FL

UnscoredLimited · 5
$2,752342,509 mi

Comparison: 5 similar vehicles

Arcadia, FL

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Fort Myers, FL

UnscoredInsufficient · 0
$3,000228,995 mi

Fort Myers, FL

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

Punta Gorda, FL

UnscoredModerate · 28
$3,800257,350 mi

Comparison: 28 similar vehicles

Punta Gorda, FL

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Venice, FL

UnscoredLimited · 8
$3,984203,800 mi

Comparison: 8 similar vehicles

Venice, FL

2013 GMC Sierra 2500HD Work Truck

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

2013 GMC Sierra 2500HD Work Truck

Lehigh Acres, FL

UnscoredInsufficient · 0
$4,000Mileage not verified

Lehigh Acres, FL

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Port Charlotte, FL

UnscoredInsufficient · 0
$4,500170,128 mi

Port Charlotte, FL

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Fort Myers, FL

UnscoredInsufficient · 0
$4,995220,716 mi

Fort Myers, FL

2001 Nissan Frontier SE

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

2001 Nissan Frontier SE

Sarasota, FL

UnscoredInsufficient · 0
$5,000202,600 mi

Sarasota, FL

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Nokomis, FL

UnscoredModerate · 35
$5,199Mileage not verified

Comparison: 35 similar vehicles

Nokomis, FL

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

Fort Myers, FL

Great DealLimited · 13
$5,500108,018 mi

Market: $8,495 – $16,900

Comparison: 13 similar vehicles

Competitively priced ~35% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Fort Myers, FL

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

Sarasota, FL

Salvage title
$5,500Mileage not verified

Sarasota, FL

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

Port Charlotte, FL

UnscoredLimited · 6
$5,987183,261 mi

Comparison: 6 similar vehicles

Port Charlotte, FL

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Sarasota, FL

UnscoredInsufficient · 4
$5,990183,243 mi

Comparison: 4 similar vehicles

Sarasota, FL

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Lehigh Acres, FL

UnscoredLimited · 8
$6,300193,013 mi

Comparison: 8 similar vehicles

Lehigh Acres, FL

2004 Ford Ranger Edge

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

2004 Ford Ranger Edge

Sarasota, FL

UnscoredInsufficient · 0
$6,495135,684 mi

Sarasota, FL

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Sarasota, FL

UnscoredLimited · 15
$6,495184,615 mi

Comparison: 15 similar vehicles

Sarasota, FL

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Sarasota, FL

UnscoredLimited · 15
$6,495172,149 mi

Comparison: 15 similar vehicles

Sarasota, FL

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Sarasota, FL

UnscoredLimited · 6
$6,499332,211 mi

Comparison: 6 similar vehicles

Sarasota, FL

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Fort Myers, FL

UnscoredLimited · 6
$6,500235,250 mi

Comparison: 6 similar vehicles

Fort Myers, FL

2006 Dodge Ram 1500 Pickup ST

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

2006 Dodge Ram 1500 Pickup ST

Sarasota, FL

UnscoredLimited · 6
$6,500110,000 mi

Comparison: 6 similar vehicles

Sarasota, FL

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Sarasota, FL

UnscoredInsufficient · 3
$6,500Mileage not verified

Comparison: 3 similar vehicles

Sarasota, FL

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Fort Myers, FL

UnscoredInsufficient · 3
$6,700191,277 mi

Comparison: 3 similar vehicles

Fort Myers, FL

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Port Charlotte, FL

UnscoredInsufficient · 4
$6,832124,116 mi

Comparison: 4 similar vehicles

Port Charlotte, FL

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

North Fort Myers, FL

UnscoredModerate · 33
$6,995212,636 mi

Comparison: 33 similar vehicles

North Fort Myers, FL

2004 Chevrolet Silverado 2500HD base

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

2004 Chevrolet Silverado 2500HD base

Port Charlotte, FL

UnscoredInsufficient · 0
$6,995129,421 mi

Port Charlotte, FL

2009 Dodge Ram 1500 Pickup Laramie

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

2009 Dodge Ram 1500 Pickup Laramie

North Fort Myers, FL

UnscoredInsufficient · 0
$6,999210,762 mi

North Fort Myers, FL

2008 GMC Sierra 1500 Denali

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

2008 GMC Sierra 1500 Denali

North Fort Myers, FL

UnscoredInsufficient · 0
$6,999257,060 mi

North Fort Myers, FL

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

North Fort Myers, FL

UnscoredInsufficient · 4
$7,298181,459 mi

Comparison: 4 similar vehicles

North Fort Myers, FL

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

Sarasota, FL

UnscoredLimited · 15
$7,499246,568 mi

Comparison: 15 similar vehicles

Sarasota, FL

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

Punta Gorda, FL

UnscoredLimited · 17
$7,500164,329 mi

Comparison: 17 similar vehicles

Punta Gorda, FL

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

North Fort Myers, FL

UnscoredModerate · 22
$7,500178,430 mi

Comparison: 22 similar vehicles

North Fort Myers, FL

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

Cape Coral, FL

UnscoredInsufficient · 3
$7,799155,482 mi

Comparison: 3 similar vehicles

Cape Coral, FL

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

Fort Myers, FL

UnscoredLimited · 13
$7,888186,001 mi

Comparison: 13 similar vehicles

Fort Myers, FL

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

Fort Myers, FL

UnscoredRobust · 63
$7,900178,862 mi

Comparison: 63 similar vehicles

Fort Myers, FL

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

North Fort Myers, FL

UnscoredLimited · 13
$7,900206,700 mi

Comparison: 13 similar vehicles

North Fort Myers, FL

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

Nokomis, FL

UnscoredLimited · 12
$7,950211,300 mi

Comparison: 12 similar vehicles

Nokomis, FL

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Fort Myers, FL

UnscoredLimited · 6
$7,995212,000 mi

Comparison: 6 similar vehicles

Fort Myers, FL

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

North Fort Myers, FL

UnscoredInsufficient · 3
$7,995230,606 mi

Comparison: 3 similar vehicles

North Fort Myers, FL

2004 Ford F-350 Super Duty Lariat

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

2004 Ford F-350 Super Duty Lariat

Fort Myers, FL

UnscoredInsufficient · 3
$7,995268,462 mi

Comparison: 3 similar vehicles

Fort Myers, FL

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Fort Myers, FL

UnscoredModerate · 22
$7,995167,916 mi

Comparison: 22 similar vehicles

Fort Myers, FL

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

Fort Myers, FL

UnscoredInsufficient · 3
$7,999192,812 mi

Comparison: 3 similar vehicles

Fort Myers, FL

2017 Nissan Titan S

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

2017 Nissan Titan S

Fort Myers, FL

UnscoredLimited · 15
$8,500175,844 mi

Comparison: 15 similar vehicles

Fort Myers, FL

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Sarasota, FL

UnscoredLimited · 16
$8,500135,300 mi

Comparison: 16 similar vehicles

Sarasota, FL

2013 Chevrolet Silverado 1500 LS

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

2013 Chevrolet Silverado 1500 LS

Punta Gorda, FL

UnscoredInsufficient · 3
$8,500136,691 mi

Comparison: 3 similar vehicles

Punta Gorda, FL

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Fort Myers, FL

UnscoredInsufficient · 0
$8,500212,795 mi

Fort Myers, FL

2020 Chevrolet Colorado Work Truck

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

2020 Chevrolet Colorado Work Truck

Fort Myers, FL

UnscoredModerate · 48
$8,900167,264 mi

Comparison: 48 similar vehicles

Fort Myers, FL

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

Bradenton, FL

UnscoredInsufficient · 4
$8,900161,330 mi

Comparison: 4 similar vehicles

Bradenton, FL

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

Fort Myers, FL

UnscoredModerate · 41
$8,900155,716 mi

Comparison: 41 similar vehicles

Fort Myers, FL

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

Sarasota, FL

UnscoredLimited · 18
$8,900138,519 mi

Comparison: 18 similar vehicles

Sarasota, FL

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

North Fort Myers, FL

UnscoredLimited · 18
$8,900173,400 mi

Comparison: 18 similar vehicles

North Fort Myers, FL

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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