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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

16,229 listings found

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Orlando, FL

UnscoredLimited · 5
$2,500Mileage not verified

Comparison: 5 similar vehicles

Orlando, FL

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Orlando, FL

UnscoredInsufficient · 0
$2,600237,151 mi

Orlando, FL

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

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Avon Park, FL

UnscoredInsufficient · 3
$2,995198,338 mi

Comparison: 3 similar vehicles

Avon Park, 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

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

Orlando, FL

UnscoredLimited · 11
$3,000141,908 mi

Comparison: 11 similar vehicles

Orlando, FL

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Kissimmee, FL

UnscoredLimited · 9
$3,000249,707 mi

Comparison: 9 similar vehicles

Kissimmee, FL

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

Minneola, FL

UnscoredInsufficient · 0
$3,000178,099 mi

Minneola, 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

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Auburndale, FL

UnscoredLimited · 5
$3,200204,313 mi

Comparison: 5 similar vehicles

Auburndale, 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

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

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 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

2000 Ford F-150 WORK SERIES

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

2000 Ford F-150 WORK SERIES

Orlando, FL

UnscoredInsufficient · 0
$3,999179,621 mi

Orlando, 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

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

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

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Orlando, FL

UnscoredLimited · 11
$4,500234,984 mi

Comparison: 11 similar vehicles

Orlando, FL

2010 Ford Explorer Sport Trac Limited

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

2010 Ford Explorer Sport Trac Limited

Orlando, FL

UnscoredInsufficient · 0
$4,700161,700 mi

Orlando, 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

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

Orlando, FL

UnscoredLimited · 6
$4,900224,886 mi

Comparison: 6 similar vehicles

Orlando, FL

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Groveland, FL

UnscoredLimited · 15
$4,900224,180 mi

Comparison: 15 similar vehicles

Groveland, FL

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Groveland, FL

UnscoredInsufficient · 0
$4,900207,986 mi

Groveland, 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

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

2006 Nissan Titan LE

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

2006 Nissan Titan LE

Orlando, FL

UnscoredInsufficient · 3
$4,990227,775 mi

Comparison: 3 similar vehicles

Orlando, FL

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Haines City, FL

UnscoredInsufficient · 4
$4,995239,704 mi

Comparison: 4 similar vehicles

Haines City, FL

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Lakeland, FL

UnscoredLimited · 10
$4,995225,210 mi

Comparison: 10 similar vehicles

Lakeland, 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

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

Lakeland, FL

UnscoredInsufficient · 3
$4,995148,553 mi

Comparison: 3 similar vehicles

Lakeland, 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

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

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Orlando, FL

UnscoredInsufficient · 3
$4,999230,069 mi

Comparison: 3 similar vehicles

Orlando, 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

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

2000 Ford F-150 WORK SERIES

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

2000 Ford F-150 WORK SERIES

Groveland, FL

UnscoredInsufficient · 0
$5,388284,241 mi

Groveland, 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

Riverview, FL

UnscoredInsufficient · 4
$5,490182,320 mi

Comparison: 4 similar vehicles

Riverview, FL

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Tampa, FL

UnscoredInsufficient · 0
$5,500283,824 mi

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

Minneola, FL

UnscoredLimited · 8
$5,500178,000 mi

Comparison: 8 similar vehicles

Minneola, FL

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Seffner, FL

UnscoredInsufficient · 3
$5,500226,889 mi

Comparison: 3 similar vehicles

Seffner, FL

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

Tampa, FL

UnscoredInsufficient · 3
$5,500204,410 mi

Comparison: 3 similar vehicles

Tampa, FL

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Tampa, FL

UnscoredLimited · 10
$5,500183,392 mi

Comparison: 10 similar vehicles

Tampa, FL

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Tampa, FL

UnscoredInsufficient · 0
$5,500274,434 mi

Tampa, FL

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Lakeland, FL

UnscoredInsufficient · 3
$5,700216,541 mi

Comparison: 3 similar vehicles

Lakeland, FL

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Tampa, FL

UnscoredLimited · 5
$5,800233,698 mi

Comparison: 5 similar vehicles

Tampa, FL

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Orlando, FL

UnscoredInsufficient · 0
$5,800160,230 mi

Orlando, FL

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

Lakeland, FL

UnscoredInsufficient · 4
$5,850235,650 mi

Comparison: 4 similar vehicles

Lakeland, 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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