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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

6,440 listings found

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Orlando, FL

UnscoredLimited · 11
$1,999243,000 mi

Comparison: 11 similar vehicles

Orlando, FL

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

St. Petersburg, FL

UnscoredInsufficient · 3
$2,450Mileage not verified

Comparison: 3 similar vehicles

St. Petersburg, FL

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Jacksonville, FL

UnscoredInsufficient · 3
$2,495285,490 mi

Comparison: 3 similar vehicles

Jacksonville, FL

1998 Chrysler Sebring JXI

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

1998 Chrysler Sebring JXI

Longwood, FL

UnscoredInsufficient · 0
$2,49599,014 mi

Longwood, FL

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Oakland Park, FL

UnscoredInsufficient · 0
$2,650109,678 mi

Oakland Park, FL

2007 Saab 9-3 2.0T

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

2007 Saab 9-3 2.0T

Fort Walton Beach, FL

UnscoredInsufficient · 0
$2,900138,692 mi

Fort Walton Beach, FL

2004 Audi A4 Base

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

2004 Audi A4 Base

Pompano Beach, FL

UnscoredInsufficient · 0
$2,950169,088 mi

Pompano Beach, FL

2005 Chrysler Sebring Limited

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

2005 Chrysler Sebring Limited

Sarasota, FL

UnscoredInsufficient · 0
$2,953131,197 mi

Sarasota, FL

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Longwood, FL

UnscoredInsufficient · 4
$2,995159,841 mi

Comparison: 4 similar vehicles

Longwood, FL

2005 Chrysler PT Cruiser Base

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

2005 Chrysler PT Cruiser Base

Crystal River, FL

UnscoredInsufficient · 0
$2,995117,529 mi

Crystal River, FL

2004 Chrysler Sebring LXI

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

2004 Chrysler Sebring LXI

Spring Hill, FL

UnscoredInsufficient · 0
$2,995101,680 mi

Spring Hill, FL

2000 Chrysler Sebring JXI

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

2000 Chrysler Sebring JXI

Sarasota, FL

UnscoredInsufficient · 0
$2,99570,160 mi

Sarasota, FL

2000 Mercedes-Benz CLK CLK430

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

2000 Mercedes-Benz CLK CLK430

Hollywood, FL

UnscoredInsufficient · 0
$2,995180,000 mi

Hollywood, FL

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Hollywood, FL

UnscoredInsufficient · 0
$2,999172,473 mi

Hollywood, FL

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Port Orange, FL

UnscoredLimited · 7
$2,999260,510 mi

Comparison: 7 similar vehicles

Port Orange, FL

2006 BMW Z4 3.0i

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

2006 BMW Z4 3.0i

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,999149,000 mi

Fort Lauderdale, FL

2005 Chrysler PT Cruiser Base

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

2005 Chrysler PT Cruiser Base

Stuart, FL

UnscoredInsufficient · 0
$2,999118,438 mi

Stuart, FL

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Orlando, FL

Fair PriceLimited · 10
$3,00085,000 mi

Market: $2,499 – $6,600

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Orlando, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Punta Gorda, FL

UnscoredInsufficient · 4
$3,20090,676 mi

Comparison: 4 similar vehicles

Punta Gorda, FL

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Pompano Beach, FL

UnscoredInsufficient · 0
$3,450Mileage not verified

Pompano Beach, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Clearwater, FL

Fair PriceLimited · 11
$3,495147,811 mi

Market: $3,200 – $6,700

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Clearwater, FL

2008 Mitsubishi Eclipse Spyder GS

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

2008 Mitsubishi Eclipse Spyder GS

Clearwater, FL

UnscoredInsufficient · 0
$3,495110,104 mi

Clearwater, FL

2004 Chrysler Sebring LXI

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

2004 Chrysler Sebring LXI

Welaka, FL

UnscoredInsufficient · 0
$3,49580,451 mi

Welaka, FL

2000 Mercedes-Benz CLK CLK430

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

2000 Mercedes-Benz CLK CLK430

Lakeland, FL

UnscoredInsufficient · 0
$3,495151,957 mi

Lakeland, FL

2013 Volvo C70 T5

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

2013 Volvo C70 T5

Tampa, FL

UnscoredInsufficient · 0
$3,499143,205 mi

Tampa, FL

2009 Volvo C70 T5

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

2009 Volvo C70 T5

Tampa, FL

UnscoredInsufficient · 0
$3,499111,792 mi

Tampa, FL

2004 Saab 9-3 Arc

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

2004 Saab 9-3 Arc

Tampa, FL

UnscoredInsufficient · 0
$3,49989,946 mi

Tampa, FL

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Naples, FL

UnscoredInsufficient · 0
$3,500151,673 mi

Naples, FL

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Largo, FL

UnscoredInsufficient · 3
$3,500160,000 mi

Comparison: 3 similar vehicles

Largo, FL

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Orlando, FL

UnscoredLimited · 6
$3,500140,144 mi

Comparison: 6 similar vehicles

Orlando, FL

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Tampa, FL

UnscoredInsufficient · 4
$3,500179,340 mi

Comparison: 4 similar vehicles

Tampa, FL

2000 BMW 3 Series Base

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

2000 BMW 3 Series Base

Tampa, FL

UnscoredInsufficient · 3
$3,500137,785 mi

Comparison: 3 similar vehicles

Tampa, FL

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Miami, FL

Fair PriceLimited · 11
$3,600161,968 mi

Market: $2,899 – $10,200

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Miami, FL

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Holiday, FL

UnscoredInsufficient · 0
$3,699191,416 mi

Holiday, FL

2006 Chrysler Sebring Limited

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

2006 Chrysler Sebring Limited

Longwood, FL

UnscoredInsufficient · 0
$3,75065,571 mi

Longwood, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Fort Myers, FL

UnscoredLimited · 7
$3,76764,553 mi

Comparison: 7 similar vehicles

Fort Myers, FL

2003 Chrysler Sebring LXI

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

2003 Chrysler Sebring LXI

Pompano Beach, FL

UnscoredInsufficient · 0
$3,77968,230 mi

Pompano Beach, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Tampa, FL

UnscoredInsufficient · 3
$3,799109,524 mi

Comparison: 3 similar vehicles

Tampa, FL

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Plantation, FL

Salvage title
$3,894111,312 mi

Plantation, FL

2007 Chrysler PT Cruiser Touring Edition

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

2007 Chrysler PT Cruiser Touring Edition

Melbourne, FL

UnscoredInsufficient · 4
$3,899186,809 mi

Comparison: 4 similar vehicles

Melbourne, FL

2006 Audi A4 Base

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

2006 Audi A4 Base

Cocoa, FL

UnscoredInsufficient · 3
$3,900Mileage not verified

Comparison: 3 similar vehicles

Cocoa, FL

2005 BMW 3 Series 330

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

2005 BMW 3 Series 330

Tampa, FL

UnscoredInsufficient · 4
$3,900242,826 mi

Comparison: 4 similar vehicles

Tampa, FL

2007 MINI Cooper Base

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

2007 MINI Cooper Base

Lakeland, FL

UnscoredInsufficient · 0
$3,950112,736 mi

Lakeland, FL

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Jacksonville, FL

UnscoredLimited · 6
$3,995115,476 mi

Comparison: 6 similar vehicles

Jacksonville, FL

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Tampa, FL

UnscoredInsufficient · 3
$3,995171,368 mi

Comparison: 3 similar vehicles

Tampa, FL

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Jacksonville, FL

UnscoredLimited · 7
$3,995192,650 mi

Comparison: 7 similar vehicles

Jacksonville, FL

2005 BMW 3 Series 330

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

2005 BMW 3 Series 330

Fort Myers, FL

UnscoredInsufficient · 0
$3,995137,180 mi

Fort Myers, FL

2011 MINI Cooper Base

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

2011 MINI Cooper Base

West Palm Beach, FL

UnscoredInsufficient · 3
$3,999185,525 mi

Comparison: 3 similar vehicles

West Palm Beach, FL

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Tampa, FL

UnscoredLimited · 8
$3,999111,418 mi

Comparison: 8 similar vehicles

Tampa, FL

No Photo

2007 Pontiac G6 GT

Fort Pierce, FL

UnscoredLimited · 6
$3,999169,903 mi

Comparison: 6 similar vehicles

Fort Pierce, FL

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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