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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

20,057 listings found

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Lakeland, FL

UnscoredLimited · 8
$2,950237,453 mi

Comparison: 8 similar vehicles

Lakeland, FL

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

Tampa, FL

UnscoredLimited · 17
$2,995233,182 mi

Comparison: 17 similar vehicles

Tampa, FL

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

Tampa, FL

UnscoredInsufficient · 0
$2,999310,574 mi

Tampa, 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

Lakeland, FL

UnscoredLimited · 6
$3,150244,767 mi

Comparison: 6 similar vehicles

Lakeland, FL

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Tampa, FL

UnscoredLimited · 11
$3,499320,999 mi

Comparison: 11 similar vehicles

Tampa, FL

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Tampa, FL

UnscoredInsufficient · 4
$3,585202,000 mi

Comparison: 4 similar vehicles

Tampa, 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

Kenneth City, FL

UnscoredInsufficient · 4
$3,588230,000 mi

Comparison: 4 similar vehicles

Kenneth City, FL

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Spring Hill, FL

UnscoredLimited · 5
$3,800130,716 mi

Comparison: 5 similar vehicles

Spring Hill, FL

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Tampa, FL

UnscoredInsufficient · 4
$3,900150,002 mi

Comparison: 4 similar vehicles

Tampa, FL

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Lakeland, FL

UnscoredLimited · 5
$3,950275,068 mi

Comparison: 5 similar vehicles

Lakeland, FL

2007 Chevrolet Silverado Classic 1500 Work Truck

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

2007 Chevrolet Silverado Classic 1500 Work Truck

Palm Harbor, FL

UnscoredLimited · 11
$3,950264,677 mi

Comparison: 11 similar vehicles

Palm Harbor, FL

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

Lakeland, FL

UnscoredInsufficient · 3
$3,950127,122 mi

Comparison: 3 similar vehicles

Lakeland, FL

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Tampa, FL

UnscoredInsufficient · 0
$3,990184,580 mi

Tampa, FL

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Clearwater, FL

UnscoredLimited · 10
$3,995198,355 mi

Comparison: 10 similar vehicles

Clearwater, FL

2001 Ford Ranger XLT

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

2001 Ford Ranger XLT

Tampa, FL

UnscoredInsufficient · 0
$3,995Mileage not verified

Tampa, FL

2001 Chevrolet Silverado base

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

2001 Chevrolet Silverado base

Largo, FL

Salvage title
$3,995Mileage not verified

Largo, FL

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Spring Hill, FL

UnscoredInsufficient · 0
$3,995132,910 mi

Spring Hill, FL

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Tampa, FL

UnscoredLimited · 6
$3,999283,112 mi

Comparison: 6 similar vehicles

Tampa, FL

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Tampa, FL

UnscoredInsufficient · 3
$3,999190,105 mi

Comparison: 3 similar vehicles

Tampa, FL

2004 Ford Explorer Sport Trac XLT

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

2004 Ford Explorer Sport Trac XLT

Clearwater, FL

UnscoredLimited · 5
$4,194184,377 mi

Comparison: 5 similar vehicles

Clearwater, FL

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Lakeland, FL

UnscoredLimited · 15
$4,250184,345 mi

Comparison: 15 similar vehicles

Lakeland, FL

2007 Mitsubishi Raider LS 2wd

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

2007 Mitsubishi Raider LS 2wd

Clearwater, FL

UnscoredInsufficient · 0
$4,290165,680 mi

Clearwater, 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

Tampa, FL

UnscoredLimited · 7
$4,495208,036 mi

Comparison: 7 similar vehicles

Tampa, FL

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Tampa, FL

UnscoredInsufficient · 0
$4,495Mileage not verified

Tampa, 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

Tampa, FL

UnscoredInsufficient · 4
$4,499153,155 mi

Comparison: 4 similar vehicles

Tampa, FL

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

Land O' Lakes, FL

UnscoredModerate · 34
$4,500198,067 mi

Comparison: 34 similar vehicles

Land O' Lakes, FL

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

Hudson, FL

UnscoredInsufficient · 3
$4,500228,475 mi

Comparison: 3 similar vehicles

Hudson, FL

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

Tampa, FL

UnscoredInsufficient · 3
$4,500126,311 mi

Comparison: 3 similar vehicles

Tampa, FL

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Tampa, FL

UnscoredInsufficient · 0
$4,799187,152 mi

Tampa, FL

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

Spring Hill, FL

UnscoredModerate · 28
$4,800130,982 mi

Comparison: 28 similar vehicles

Spring Hill, FL

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Tampa, FL

UnscoredLimited · 6
$4,899145,188 mi

Comparison: 6 similar vehicles

Tampa, FL

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Tampa, FL

UnscoredLimited · 8
$4,900Mileage not verified

Comparison: 8 similar vehicles

Tampa, FL

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Tampa, FL

UnscoredInsufficient · 3
$4,900141,335 mi

Comparison: 3 similar vehicles

Tampa, FL

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Lakeland, FL

UnscoredInsufficient · 0
$4,900114,825 mi

Lakeland, FL

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Lakeland, FL

UnscoredLimited · 6
$4,950130,065 mi

Comparison: 6 similar vehicles

Lakeland, FL

No Photo

2005 Dodge Dakota ST

Bradenton, FL

UnscoredInsufficient · 0
$4,950193,858 mi

Bradenton, FL

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Lakeland, FL

UnscoredInsufficient · 3
$4,950145,340 mi

Comparison: 3 similar vehicles

Lakeland, FL

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Lakeland, FL

UnscoredInsufficient · 0
$4,950135,079 mi

Lakeland, FL

No Photo

1998 Ford F-150 XLT

Bradenton, FL

UnscoredInsufficient · 0
$4,950128,419 mi

Bradenton, FL

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Tampa, FL

UnscoredLimited · 7
$4,995234,618 mi

Comparison: 7 similar vehicles

Tampa, FL

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

New Port Richey, FL

UnscoredInsufficient · 3
$4,995179,000 mi

Comparison: 3 similar vehicles

New Port Richey, FL

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

Largo, FL

UnscoredLimited · 5
$4,995299,498 mi

Comparison: 5 similar vehicles

Largo, FL

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Mulberry, FL

UnscoredInsufficient · 3
$4,995397,580 mi

Comparison: 3 similar vehicles

Mulberry, FL

No Photo

2004 Ford F-150 XL

Tampa, FL

UnscoredInsufficient · 3
$4,995253,203 mi

Comparison: 3 similar vehicles

Tampa, FL

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Mulberry, FL

UnscoredInsufficient · 0
$4,995223,762 mi

Mulberry, FL

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

Largo, FL

UnscoredInsufficient · 0
$4,995Mileage not verified

Largo, FL

2007 Chevrolet Colorado LS

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

2007 Chevrolet Colorado LS

Tampa, FL

UnscoredInsufficient · 0
$4,999168,490 mi

Tampa, FL

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

Plant City, FL

UnscoredInsufficient · 0
$5,000160,054 mi

Plant City, 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

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Plant City, FL

UnscoredInsufficient · 4
$5,195290,093 mi

Comparison: 4 similar vehicles

Plant City, 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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