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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 22, 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

2,437 listings found

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Leesburg, FL

UnscoredInsufficient · 0
$1,995140,553 mi

Leesburg, FL

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Dade City, FL

UnscoredInsufficient · 4
$2,195161,618 mi

Comparison: 4 similar vehicles

Dade City, FL

2007 Nissan Sentra 2.0 SL

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

2007 Nissan Sentra 2.0 SL

Ocala, FL

UnscoredInsufficient · 0
$2,400310,723 mi

Ocala, FL

2009 Mercury Milan Premier

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

2009 Mercury Milan Premier

Leesburg, FL

UnscoredInsufficient · 0
$2,495142,654 mi

Leesburg, FL

2005 Pontiac G6 Base

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

2005 Pontiac G6 Base

Leesburg, FL

UnscoredInsufficient · 0
$2,495153,979 mi

Leesburg, FL

2012 Honda Accord EX-L

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

2012 Honda Accord EX-L

Hudson, FL

UnscoredLimited · 9
$2,899325,608 mi

Comparison: 9 similar vehicles

Hudson, FL

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Hudson, FL

UnscoredLimited · 10
$2,900168,215 mi

Comparison: 10 similar vehicles

Hudson, FL

2016 Kia Optima LX

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

2016 Kia Optima LX

Gainesville, FL

UnscoredModerate · 25
$2,975232,448 mi

Comparison: 25 similar vehicles

Gainesville, FL

2009 Mitsubishi Lancer GTS

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

2009 Mitsubishi Lancer GTS

Leesburg, FL

UnscoredInsufficient · 0
$2,995205,671 mi

Leesburg, FL

2006 Jaguar S-Type V6

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

2006 Jaguar S-Type V6

Leesburg, FL

UnscoredLimited · 9
$2,995142,772 mi

Comparison: 9 similar vehicles

Leesburg, FL

2006 Volvo S60 2.5T

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

2006 Volvo S60 2.5T

Hudson, FL

UnscoredInsufficient · 0
$2,995176,669 mi

Hudson, FL

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Spring Hill, FL

UnscoredLimited · 14
$2,99799,386 mi

Comparison: 14 similar vehicles

Spring Hill, FL

2016 Hyundai Sonata Hybrid Limited

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

2016 Hyundai Sonata Hybrid Limited

Port Richey, FL

UnscoredInsufficient · 3
$2,999225,600 mi

Comparison: 3 similar vehicles

Port Richey, FL

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Chiefland, FL

UnscoredInsufficient · 0
$3,052140,717 mi

Chiefland, FL

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Leesburg, FL

UnscoredInsufficient · 3
$3,099251,398 mi

Comparison: 3 similar vehicles

Leesburg, FL

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Hudson, FL

UnscoredLimited · 7
$3,199195,798 mi

Comparison: 7 similar vehicles

Hudson, FL

2012 Cadillac CTS Sport Sedan Luxury Collection

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

2012 Cadillac CTS Sport Sedan Luxury Collection

Hudson, FL

UnscoredInsufficient · 4
$3,200180,544 mi

Comparison: 4 similar vehicles

Hudson, 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

Hudson, FL

UnscoredInsufficient · 4
$3,200161,660 mi

Comparison: 4 similar vehicles

Hudson, FL

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Leesburg, FL

UnscoredInsufficient · 0
$3,495150,831 mi

Leesburg, FL

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Hudson, FL

Salvage title
$3,499145,183 mi

Hudson, FL

2003 Lexus ES 300

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

2003 Lexus ES 300

Land O' Lakes, FL

UnscoredInsufficient · 3
$3,499206,000 mi

Comparison: 3 similar vehicles

Land O' Lakes, FL

2015 Nissan Sentra S

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

2015 Nissan Sentra S

New Port Richey, FL

UnscoredLimited · 7
$3,50096,904 mi

Comparison: 7 similar vehicles

New Port Richey, FL

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Hudson, FL

UnscoredInsufficient · 4
$3,500133,111 mi

Comparison: 4 similar vehicles

Hudson, FL

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Ocala, FL

UnscoredInsufficient · 4
$3,500247,081 mi

Comparison: 4 similar vehicles

Ocala, FL

2011 Nissan Altima S

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

2011 Nissan Altima S

Ocala, FL

UnscoredModerate · 28
$3,500207,000 mi

Comparison: 28 similar vehicles

Ocala, FL

2008 Lexus IS 250

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

2008 Lexus IS 250

Leesburg, FL

UnscoredLimited · 13
$3,500249,777 mi

Comparison: 13 similar vehicles

Leesburg, FL

2005 Toyota Avalon Touring

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

2005 Toyota Avalon Touring

Ocala, FL

UnscoredInsufficient · 0
$3,500234,717 mi

Ocala, FL

2002 Lexus ES 300

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

2002 Lexus ES 300

Hudson, FL

UnscoredInsufficient · 0
$3,500193,303 mi

Hudson, FL

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Chiefland, FL

UnscoredLimited · 6
$3,55294,429 mi

Comparison: 6 similar vehicles

Chiefland, FL

2009 Cadillac CTS 1SB

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

2009 Cadillac CTS 1SB

Chiefland, FL

UnscoredInsufficient · 4
$3,568172,560 mi

Comparison: 4 similar vehicles

Chiefland, FL

2006 Ford Fusion SEL

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

2006 Ford Fusion SEL

Leesburg, FL

UnscoredInsufficient · 0
$3,695106,567 mi

Leesburg, FL

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Homosassa, FL

UnscoredLimited · 10
$3,699194,846 mi

Comparison: 10 similar vehicles

Homosassa, FL

2014 Mercedes-Benz C-Class C300 Sport

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

2014 Mercedes-Benz C-Class C300 Sport

Hudson, FL

UnscoredLimited · 8
$3,750187,667 mi

Comparison: 8 similar vehicles

Hudson, FL

2010 Nissan Altima Base

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

2010 Nissan Altima Base

Leesburg, FL

UnscoredLimited · 10
$3,750196,089 mi

Comparison: 10 similar vehicles

Leesburg, FL

2012 Honda Civic LX

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

2012 Honda Civic LX

Ocala, FL

UnscoredInsufficient · 4
$3,840222,917 mi

Comparison: 4 similar vehicles

Ocala, FL

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Hudson, FL

UnscoredLimited · 14
$3,895194,975 mi

Comparison: 14 similar vehicles

Hudson, FL

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Hudson, FL

UnscoredLimited · 7
$3,895140,397 mi

Comparison: 7 similar vehicles

Hudson, FL

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

Crystal River, FL

UnscoredLimited · 8
$3,896128,151 mi

Comparison: 8 similar vehicles

Crystal River, FL

2016 Chevrolet Malibu Limited 1LS

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

2016 Chevrolet Malibu Limited 1LS

Ocala, FL

UnscoredInsufficient · 4
$3,900193,895 mi

Comparison: 4 similar vehicles

Ocala, FL

2006 BMW 3 Series 325xi

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

2006 BMW 3 Series 325xi

Hudson, FL

UnscoredInsufficient · 0
$3,900157,121 mi

Hudson, FL

2011 Ford Focus SE

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

2011 Ford Focus SE

Leesburg, FL

UnscoredLimited · 10
$3,995157,673 mi

Comparison: 10 similar vehicles

Leesburg, FL

2010 BMW 5 Series 528i

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

2010 BMW 5 Series 528i

Leesburg, FL

UnscoredInsufficient · 4
$3,995214,035 mi

Comparison: 4 similar vehicles

Leesburg, FL

2009 Mercury Sable Premier

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

2009 Mercury Sable Premier

Ocala, FL

UnscoredInsufficient · 3
$3,995221,394 mi

Comparison: 3 similar vehicles

Ocala, FL

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Leesburg, FL

UnscoredInsufficient · 0
$3,995164,777 mi

Leesburg, FL

2009 Toyota Camry Base

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

2009 Toyota Camry Base

New Port Richey, FL

UnscoredInsufficient · 4
$3,995156,604 mi

Comparison: 4 similar vehicles

New Port Richey, FL

No Photo

2009 Kia Rio LX

Dade City, FL

UnscoredInsufficient · 3
$3,995171,966 mi

Comparison: 3 similar vehicles

Dade City, FL

2007 Volvo S60 2.5T

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

2007 Volvo S60 2.5T

Crystal River, FL

UnscoredInsufficient · 0
$3,995131,439 mi

Crystal River, FL

2005 Nissan Altima S

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

2005 Nissan Altima S

Ocala, FL

UnscoredInsufficient · 4
$3,995179,636 mi

Comparison: 4 similar vehicles

Ocala, FL

2000 Cadillac Catera Base

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

2000 Cadillac Catera Base

Hudson, FL

UnscoredInsufficient · 0
$3,99571,544 mi

Hudson, FL

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Land O' Lakes, FL

UnscoredInsufficient · 4
$3,999168,910 mi

Comparison: 4 similar vehicles

Land O' Lakes, 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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