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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

50,000+ listings found(add a location or filter to narrow results)

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Pompano Beach, FL

UnscoredInsufficient · 0
$1,950Mileage not verified

Pompano Beach, FL

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Pompano Beach, FL

UnscoredInsufficient · 0
$2,155275,475 mi

Pompano Beach, FL

2003 Dodge Dakota Base

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

2003 Dodge Dakota Base

Hollywood, FL

UnscoredInsufficient · 0
$2,199266,210 mi

Hollywood, FL

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Cocoa, FL

UnscoredLimited · 12
$2,395Mileage not verified

Comparison: 12 similar vehicles

Cocoa, FL

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

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Pompano Beach, FL

UnscoredInsufficient · 0
$2,500252,398 mi

Pompano Beach, FL

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Doral, FL

UnscoredInsufficient · 0
$2,500131,900 mi

Doral, FL

2006 Chevrolet Silverado 1500 LT1

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

2006 Chevrolet Silverado 1500 LT1

Deland, FL

UnscoredInsufficient · 3
$2,595Mileage not verified

Comparison: 3 similar vehicles

Deland, 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

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Venice, FL

UnscoredLimited · 5
$2,752342,509 mi

Comparison: 5 similar vehicles

Venice, FL

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Hollywood, FL

UnscoredInsufficient · 0
$2,799286,046 mi

Hollywood, FL

No Photo

2001 Ford Explorer Sport Trac Base

Gulf Breeze, FL

UnscoredInsufficient · 0
$2,800204,714 mi

Gulf Breeze, FL

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Homestead, FL

UnscoredInsufficient · 0
$2,900154,000 mi

Homestead, 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

Oakland Park, FL

UnscoredInsufficient · 0
$2,900224,632 mi

Oakland Park, 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

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

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

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Daytona Beach, FL

UnscoredLimited · 11
$2,995Mileage not verified

Comparison: 11 similar vehicles

Daytona Beach, FL

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Bonita Springs, FL

UnscoredInsufficient · 0
$2,995195,939 mi

Bonita Springs, FL

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

West Palm Beach, FL

UnscoredInsufficient · 0
$2,995Mileage not verified

West Palm Beach, FL

2000 Chevrolet S-10 Base

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

2000 Chevrolet S-10 Base

St. Augustine, FL

UnscoredInsufficient · 3
$2,995211,000 mi

Comparison: 3 similar vehicles

St. Augustine, FL

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Hollywood, FL

UnscoredInsufficient · 3
$2,999184,236 mi

Comparison: 3 similar vehicles

Hollywood, FL

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999268,000 mi

Fort Lauderdale, FL

2007 Dodge Dakota SLT

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

2007 Dodge Dakota SLT

Mascotte, FL

UnscoredInsufficient · 0
$2,999194,675 mi

Mascotte, 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

Deland, FL

UnscoredInsufficient · 0
$2,999138,410 mi

Deland, 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

Longwood, FL

UnscoredInsufficient · 3
$2,999222,000 mi

Comparison: 3 similar vehicles

Longwood, 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

Daytona Beach, FL

UnscoredLimited · 5
$2,999202,375 mi

Comparison: 5 similar vehicles

Daytona Beach, 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

North Fort Myers, FL

UnscoredLimited · 5
$2,999257,688 mi

Comparison: 5 similar vehicles

North 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 Lauderdale, FL

UnscoredLimited · 6
$2,999286,000 mi

Comparison: 6 similar vehicles

Fort Lauderdale, 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

Pensacola, FL

UnscoredInsufficient · 4
$2,999289,012 mi

Comparison: 4 similar vehicles

Pensacola, 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

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

St. Augustine, FL

UnscoredLimited · 10
$3,000Mileage not verified

Comparison: 10 similar vehicles

St. Augustine, 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

No Photo

2005 Ford F-150 STX

DeLand, FL

UnscoredLimited · 8
$3,000400,000 mi

Comparison: 8 similar vehicles

DeLand, 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

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Miami, FL

UnscoredInsufficient · 0
$3,000228,995 mi

Miami, FL

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Melbourne, FL

UnscoredLimited · 11
$3,000268,869 mi

Comparison: 11 similar vehicles

Melbourne, 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

1999 Ford F-150 XL

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

1999 Ford F-150 XL

Margate, FL

UnscoredInsufficient · 0
$3,000Mileage not verified

Margate, 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

2003 Ford F-150 King Ranch

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

2003 Ford F-150 King Ranch

Oakland Park, FL

UnscoredInsufficient · 0
$3,150260,490 mi

Oakland Park, FL

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Orlando, FL

UnscoredLimited · 10
$3,191231,919 mi

Comparison: 10 similar vehicles

Orlando, 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

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

Oakland Park, FL

UnscoredInsufficient · 0
$3,350166,112 mi

Oakland Park, FL

2002 Ford Ranger XL

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

2002 Ford Ranger XL

Chiefland, FL

UnscoredInsufficient · 0
$3,452222,982 mi

Chiefland, 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

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Stuart, FL

UnscoredLimited · 6
$3,500326,946 mi

Comparison: 6 similar vehicles

Stuart, FL

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Cocoa, FL

UnscoredInsufficient · 3
$3,500265,056 mi

Comparison: 3 similar vehicles

Cocoa, 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

Cocoa, FL

UnscoredLimited · 5
$3,500281,762 mi

Comparison: 5 similar vehicles

Cocoa, FL

2002 GMC Sierra 1500 SLE

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

2002 GMC Sierra 1500 SLE

Melbourne, FL

UnscoredInsufficient · 0
$3,500284,718 mi

Melbourne, 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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