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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 29, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

106 listings found

2005 Honda CR-V LX

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

2005 Honda CR-V LX

Interlachen, FL

UnscoredInsufficient · 3
$3,500255,213 mi

Comparison: 3 similar vehicles

Interlachen, FL

2004 Honda Element EX

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

2004 Honda Element EX

Interlachen, FL

Unscored
$3,500240,888 mi

Comparison: 5 similar vehicles

Interlachen, FL

2007 Nissan Altima S

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

2007 Nissan Altima S

Interlachen, FL

Unscored
$4,000199,504 mi

Comparison: 8 similar vehicles

Interlachen, FL

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Interlachen, FL

Unscored
$4,000227,670 mi

Comparison: 5 similar vehicles

Interlachen, FL

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Interlachen, FL

Unscored
$4,000222,128 mi

Comparison: 7 similar vehicles

Interlachen, FL

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Interlachen, FL

Unscored
$4,400189,370 mi

Comparison: 23 similar vehicles

Interlachen, FL

2013 Kia Soul +

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

2013 Kia Soul +

Interlachen, FL

Unscored
$4,500195,354 mi

Comparison: 25 similar vehicles

Interlachen, FL

2009 Honda Odyssey EX-L

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

2009 Honda Odyssey EX-L

Interlachen, FL

Unscored
$4,500209,903 mi

Comparison: 7 similar vehicles

Interlachen, FL

2008 Scion xD Base

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

2008 Scion xD Base

Interlachen, FL

UnscoredInsufficient · 0
$4,500194,422 mi

Interlachen, FL

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Interlachen, FL

Unscored
$4,500228,403 mi

Comparison: 12 similar vehicles

Interlachen, FL

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

Interlachen, FL

Unscored
$4,500289,403 mi

Comparison: 9 similar vehicles

Interlachen, FL

2006 Mitsubishi Eclipse GS

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

2006 Mitsubishi Eclipse GS

Interlachen, FL

UnscoredInsufficient · 0
$4,50086,143 mi

Interlachen, FL

2005 Toyota Matrix XR

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

2005 Toyota Matrix XR

Interlachen, FL

UnscoredInsufficient · 0
$4,500213,012 mi

Interlachen, FL

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Interlachen, FL

UnscoredInsufficient · 4
$4,500184,349 mi

Comparison: 4 similar vehicles

Interlachen, FL

2002 Nissan Pathfinder SE

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

2002 Nissan Pathfinder SE

Interlachen, FL

UnscoredInsufficient · 0
$4,500145,452 mi

Interlachen, FL

2000 Toyota Echo Base

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

2000 Toyota Echo Base

Interlachen, FL

UnscoredInsufficient · 0
$4,500174,693 mi

Interlachen, FL

2007 Mazda CX-9 Grand Touring

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

2007 Mazda CX-9 Grand Touring

Interlachen, FL

UnscoredInsufficient · 0
$4,800200,834 mi

Interlachen, FL

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Interlachen, FL

Unscored
$5,000148,116 mi

Comparison: 5 similar vehicles

Interlachen, FL

2011 Ford Flex SEL

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

2011 Ford Flex SEL

Interlachen, FL

UnscoredInsufficient · 4
$5,000244,879 mi

Comparison: 4 similar vehicles

Interlachen, FL

2010 Mazda MAZDA5 Sport

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

2010 Mazda MAZDA5 Sport

Interlachen, FL

UnscoredInsufficient · 0
$5,000180,515 mi

Interlachen, FL

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Interlachen, FL

Unscored
$5,000133,502 mi

Comparison: 23 similar vehicles

Interlachen, FL

2008 Hyundai Santa Fe Limited

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

2008 Hyundai Santa Fe Limited

Interlachen, FL

UnscoredInsufficient · 3
$5,000207,294 mi

Comparison: 3 similar vehicles

Interlachen, FL

2008 Toyota Yaris Base

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

2008 Toyota Yaris Base

Interlachen, FL

Unscored
$5,000177,000 mi

Comparison: 15 similar vehicles

Interlachen, FL

2007 Honda Civic LX

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

2007 Honda Civic LX

Interlachen, FL

Fair PriceLimited · 13
$5,00099,861 mi

Market: $3,499 – $8,294

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1652 days listed (based on current market benchmarks)

Interlachen, FL

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Interlachen, FL

Unscored
$5,000246,080 mi

Comparison: 12 similar vehicles

Interlachen, FL

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

Interlachen, FL

Unscored
$5,000157,924 mi

Comparison: 9 similar vehicles

Interlachen, FL

2006 Honda Civic LX

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

2006 Honda Civic LX

Interlachen, FL

Unscored
$5,000153,911 mi

Comparison: 6 similar vehicles

Interlachen, FL

2006 Scion xA Base

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

2006 Scion xA Base

Interlachen, FL

UnscoredInsufficient · 0
$5,000153,481 mi

Interlachen, FL

2005 Scion tC Base

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

2005 Scion tC Base

Interlachen, FL

UnscoredInsufficient · 0
$5,000158,781 mi

Interlachen, FL

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Interlachen, FL

UnscoredInsufficient · 0
$5,000175,459 mi

Interlachen, FL

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Interlachen, FL

UnscoredInsufficient · 0
$5,000212,520 mi

Interlachen, FL

1999 Lexus RX 300

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

1999 Lexus RX 300

Interlachen, FL

UnscoredInsufficient · 3
$5,000101,946 mi

Comparison: 3 similar vehicles

Interlachen, FL

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Interlachen, FL

Unscored
$5,500234,638 mi

Comparison: 31 similar vehicles

Interlachen, FL

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Interlachen, FL

Unscored
$5,500157,331 mi

Comparison: 5 similar vehicles

Interlachen, FL

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Interlachen, FL

UnscoredInsufficient · 0
$5,500147,189 mi

Interlachen, FL

2010 Scion xB Base

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

2010 Scion xB Base

Interlachen, FL

UnscoredInsufficient · 0
$5,500183,617 mi

Interlachen, FL

2007 Acura RDX Base

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

2007 Acura RDX Base

Interlachen, FL

UnscoredInsufficient · 0
$5,500220,139 mi

Interlachen, FL

2007 Toyota Sienna LE

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

2007 Toyota Sienna LE

Interlachen, FL

UnscoredInsufficient · 3
$5,500220,480 mi

Comparison: 3 similar vehicles

Interlachen, FL

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Interlachen, FL

UnscoredInsufficient · 4
$5,500140,244 mi

Comparison: 4 similar vehicles

Interlachen, FL

2006 Toyota Avalon XL

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

2006 Toyota Avalon XL

Interlachen, FL

UnscoredInsufficient · 0
$5,500238,181 mi

Interlachen, FL

2004 Toyota Highlander

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

2004 Toyota Highlander

Interlachen, FL

UnscoredInsufficient · 0
$5,500201,276 mi

Interlachen, FL

2013 Scion xB 10 Series

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

2013 Scion xB 10 Series

Interlachen, FL

UnscoredInsufficient · 0
$6,000218,996 mi

Interlachen, FL

2011 Nissan Altima S

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

2011 Nissan Altima S

Interlachen, FL

Unscored
$6,000156,360 mi

Comparison: 44 similar vehicles

Interlachen, FL

2009 Toyota Sienna Limited

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

2009 Toyota Sienna Limited

Interlachen, FL

UnscoredInsufficient · 0
$6,000227,364 mi

Interlachen, FL

2009 Mazda MAZDA3 i Sport

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

2009 Mazda MAZDA3 i Sport

Interlachen, FL

UnscoredInsufficient · 0
$6,000101,278 mi

Interlachen, FL

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Interlachen, FL

Unscored
$6,000100,197 mi

Comparison: 6 similar vehicles

Interlachen, FL

2008 Scion xD Base

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

2008 Scion xD Base

Interlachen, FL

UnscoredInsufficient · 0
$6,000172,218 mi

Interlachen, FL

2007 Nissan Pathfinder S

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

2007 Nissan Pathfinder S

Interlachen, FL

UnscoredInsufficient · 0
$6,000192,504 mi

Interlachen, FL

2006 Toyota RAV4 Base

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

2006 Toyota RAV4 Base

Interlachen, FL

Unscored
$6,000180,206 mi

Comparison: 6 similar vehicles

Interlachen, FL

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Interlachen, FL

Unscored
$6,500181,093 mi

Comparison: 20 similar vehicles

Interlachen, 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. 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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