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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

747 listings found

2000 Buick Century CUSTOM

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

2000 Buick Century CUSTOM

Fort Walton Beach, FL

UnscoredInsufficient · 0
$2,200180,000 mi

Fort Walton Beach, FL

2007 Cadillac CTS 2.8

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

2007 Cadillac CTS 2.8

Fort Walton Beach, FL

UnscoredInsufficient · 3
$3,600168,544 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2010 Nissan Altima S

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

2010 Nissan Altima S

Bonifay, FL

UnscoredLimited · 5
$3,999173,021 mi

Comparison: 5 similar vehicles

Bonifay, FL

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Fort Walton Beach, FL

UnscoredInsufficient · 3
$4,000165,000 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2012 Ford Fiesta S

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

2012 Ford Fiesta S

Fort Walton Beach, FL

UnscoredInsufficient · 0
$4,50094,139 mi

Fort Walton Beach, FL

2013 Ford Focus SE

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

2013 Ford Focus SE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$4,900132,539 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2004 Acura TL Base

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

2004 Acura TL Base

Fort Walton Beach, FL

UnscoredInsufficient · 0
$4,995147,000 mi

Fort Walton Beach, FL

2006 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

Fort Walton Beach, FL

UnscoredInsufficient · 0
$4,998118,671 mi

Fort Walton Beach, FL

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Fort Walton Beach, FL

UnscoredInsufficient · 4
$5,000193,000 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2015 Ford Focus SE

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

2015 Ford Focus SE

Bonifay, FL

UnscoredInsufficient · 3
$5,49998,052 mi

Comparison: 3 similar vehicles

Bonifay, FL

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Andalusia, AL

UnscoredInsufficient · 3
$5,800Mileage not verified

Comparison: 3 similar vehicles

Andalusia, AL

2014 Volkswagen CC Sport

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

2014 Volkswagen CC Sport

Fort Walton Beach, FL

UnscoredInsufficient · 0
$5,900132,828 mi

Fort Walton Beach, FL

2012 Mercedes-Benz E-Class E350 Luxury

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

2012 Mercedes-Benz E-Class E350 Luxury

Fort Walton Beach, FL

UnscoredLimited · 9
$5,900132,317 mi

Comparison: 9 similar vehicles

Fort Walton Beach, FL

2012 Volkswagen CC Luxury

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

2012 Volkswagen CC Luxury

Fort Walton Beach, FL

Salvage title
$5,900126,742 mi

Fort Walton Beach, FL

2011 Volkswagen Jetta SEL

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

2011 Volkswagen Jetta SEL

Fort Walton Beach, FL

UnscoredInsufficient · 0
$5,900129,290 mi

Fort Walton Beach, FL

2019 Chevrolet Cruze LT

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

2019 Chevrolet Cruze LT

Fort Walton Beach, FL

UnscoredInsufficient · 0
$5,990172,153 mi

Fort Walton Beach, FL

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Fort Walton Beach, FL

UnscoredLimited · 10
$5,990243,937 mi

Comparison: 10 similar vehicles

Fort Walton Beach, FL

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Navarre, FL

UnscoredInsufficient · 0
$5,990134,698 mi

Navarre, FL

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Mary Esther, FL

UnscoredLimited · 9
$5,995167,503 mi

Comparison: 9 similar vehicles

Mary Esther, FL

2004 Jaguar XJ Series XJ8

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

2004 Jaguar XJ Series XJ8

Fort Walton Beach, FL

UnscoredInsufficient · 0
$6,39984,834 mi

Fort Walton Beach, FL

2012 Honda Accord LX-P

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

2012 Honda Accord LX-P

Navarre, FL

UnscoredInsufficient · 0
$6,400247,085 mi

Navarre, FL

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Fort Walton Beach, FL

UnscoredLimited · 5
$6,490124,005 mi

Comparison: 5 similar vehicles

Fort Walton Beach, FL

2015 Nissan Versa Sedan SV

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

2015 Nissan Versa Sedan SV

Fort Walton Beach, FL

UnscoredInsufficient · 0
$6,499106,222 mi

Fort Walton Beach, FL

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Geneva, AL

Fair PriceModerate · 23
$6,500115,439 mi

Market: $4,995 – $10,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Geneva, AL

2015 BMW 7 Series 740i

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

2015 BMW 7 Series 740i

Fort Walton Beach, FL

UnscoredInsufficient · 0
$6,900155,489 mi

Fort Walton Beach, FL

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Elba, AL

UnscoredLimited · 8
$6,903101,051 mi

Comparison: 8 similar vehicles

Elba, AL

2017 Nissan Altima S

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

2017 Nissan Altima S

Fort Walton Beach, FL

UnscoredModerate · 23
$6,975144,198 mi

Comparison: 23 similar vehicles

Fort Walton Beach, FL

2019 Ford Fusion S

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

2019 Ford Fusion S

Crestview, FL

UnscoredLimited · 11
$6,990199,352 mi

Comparison: 11 similar vehicles

Crestview, FL

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Chipley, FL

UnscoredLimited · 5
$6,99590,000 mi

Comparison: 5 similar vehicles

Chipley, FL

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Fort Walton Beach, FL

UnscoredInsufficient · 0
$6,999131,495 mi

Fort Walton Beach, FL

2015 Mitsubishi Lancer ES

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

2015 Mitsubishi Lancer ES

Fort Walton Beach, FL

UnscoredInsufficient · 0
$7,490110,578 mi

Fort Walton Beach, FL

2014 Mercedes-Benz CLA-Class CLA250

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

2014 Mercedes-Benz CLA-Class CLA250

Panama City Beach, FL

UnscoredLimited · 15
$7,499159,893 mi

Comparison: 15 similar vehicles

Panama City Beach, FL

2008 Honda Accord EX

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

2008 Honda Accord EX

Geneva, AL

UnscoredInsufficient · 3
$7,500149,434 mi

Comparison: 3 similar vehicles

Geneva, AL

2015 Ford Taurus Limited

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

2015 Ford Taurus Limited

New Brockton, AL

UnscoredInsufficient · 0
$7,850146,169 mi

New Brockton, AL

2017 Chevrolet Cruze LS

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

2017 Chevrolet Cruze LS

Fort Walton Beach, FL

UnscoredLimited · 7
$7,900128,457 mi

Comparison: 7 similar vehicles

Fort Walton Beach, FL

2012 Toyota Corolla L

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

2012 Toyota Corolla L

Fort Walton Beach, FL

UnscoredInsufficient · 0
$7,994164,503 mi

Fort Walton Beach, FL

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Chipley, FL

UnscoredInsufficient · 0
$7,995150,998 mi

Chipley, FL

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Chipley, FL

UnscoredInsufficient · 3
$7,995227,276 mi

Comparison: 3 similar vehicles

Chipley, FL

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Panama City Beach, FL

UnscoredLimited · 6
$8,499115,279 mi

Comparison: 6 similar vehicles

Panama City Beach, FL

2019 Nissan Versa Sedan SV

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

2019 Nissan Versa Sedan SV

Fort Walton Beach, FL

UnscoredLimited · 7
$8,588125,112 mi

Comparison: 7 similar vehicles

Fort Walton Beach, FL

2010 Audi A4 Premium

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

2010 Audi A4 Premium

Mary Esther, FL

UnscoredInsufficient · 0
$8,595146,968 mi

Mary Esther, FL

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Fort Walton Beach, FL

UnscoredLimited · 5
$8,79388,739 mi

Comparison: 5 similar vehicles

Fort Walton Beach, FL

2016 Volkswagen Jetta SE

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

2016 Volkswagen Jetta SE

Navarre, FL

UnscoredInsufficient · 0
$8,800117,587 mi

Navarre, FL

2018 Jaguar XE Prestige

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

2018 Jaguar XE Prestige

Fort Walton Beach, FL

UnscoredInsufficient · 0
$8,900135,489 mi

Fort Walton Beach, FL

2015 Kia Optima LX

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

2015 Kia Optima LX

Navarre, FL

UnscoredLimited · 9
$8,900101,695 mi

Comparison: 9 similar vehicles

Navarre, FL

2016 Chrysler 200 S

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

2016 Chrysler 200 S

Navarre, FL

UnscoredInsufficient · 3
$8,990155,238 mi

Comparison: 3 similar vehicles

Navarre, FL

2015 Nissan Versa Sedan S

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

2015 Nissan Versa Sedan S

Fort Walton Beach, FL

UnscoredInsufficient · 3
$8,990118,172 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2018 Volkswagen Passat R-Line

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

2018 Volkswagen Passat R-Line

Mary Esther, FL

UnscoredInsufficient · 0
$8,995155,654 mi

Mary Esther, FL

2015 Nissan Altima S

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

2015 Nissan Altima S

Chipley, FL

Fair PriceRobust · 75
$8,995107,741 mi

Market: $3,484 – $12,995

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1428 days listed (based on current market benchmarks)

Chipley, FL

2018 Ford Focus SE

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

2018 Ford Focus SE

Shalimar, FL

UnscoredLimited · 5
$9,29984,115 mi

Comparison: 5 similar vehicles

Shalimar, 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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