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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,958 listings found

2007 Acura RDX Base

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

2007 Acura RDX Base

Stafford, VA

Unscored
$2,500222,238 mi

Comparison: 10 similar vehicles

Stafford, VA

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Stafford, VA

Unscored
$2,995266,727 mi

Comparison: 13 similar vehicles

Stafford, VA

2000 Audi TT Base

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

2000 Audi TT Base

Stafford, VA

UnscoredInsufficient · 0
$2,999235,730 mi

Stafford, VA

2011 Chrysler 300 C

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

2011 Chrysler 300 C

Stafford, VA

Unscored
$3,500205,920 mi

Comparison: 6 similar vehicles

Stafford, VA

2000 Saturn L-Series Base

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

2000 Saturn L-Series Base

Stafford, VA

UnscoredInsufficient · 0
$3,700129,000 mi

Stafford, VA

2015 Mitsubishi Mirage DE

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

2015 Mitsubishi Mirage DE

Stafford, VA

Unscored
$3,777190,303 mi

Comparison: 7 similar vehicles

Stafford, VA

No Photo

2006 BMW 3 Series 325i

Stafford, VA

Unscored
$3,777219,768 mi

Comparison: 13 similar vehicles

Stafford, VA

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Stafford, VA

Unscored
$3,787150,102 mi

Comparison: 9 similar vehicles

Stafford, VA

2012 Honda Civic HF

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

2012 Honda Civic HF

Stafford, VA

UnscoredInsufficient · 0
$3,799267,478 mi

Stafford, VA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Stafford, VA

Unscored
$3,899164,752 mi

Comparison: 78 similar vehicles

Stafford, VA

2007 Nissan Versa S

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

2007 Nissan Versa S

Stafford, VA

UnscoredInsufficient · 3
$3,900130,000 mi

Comparison: 3 similar vehicles

Stafford, VA

2009 Kia Optima LX

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

2009 Kia Optima LX

Stafford, VA

UnscoredInsufficient · 3
$3,977165,258 mi

Comparison: 3 similar vehicles

Stafford, VA

2006 Toyota Camry Solara Sport

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

2006 Toyota Camry Solara Sport

Stafford, VA

UnscoredInsufficient · 0
$3,977202,995 mi

Stafford, VA

2004 Toyota Corolla

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

2004 Toyota Corolla

Stafford, VA

UnscoredInsufficient · 0
$3,977229,227 mi

Stafford, VA

2013 Ford Explorer Sport

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

2013 Ford Explorer Sport

Stafford, VA

UnscoredInsufficient · 4
$3,995225,999 mi

Comparison: 4 similar vehicles

Stafford, VA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Stafford, VA

UnscoredInsufficient · 0
$3,995157,750 mi

Stafford, VA

2006 Mercedes-Benz C-Class C350 Sport

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

2006 Mercedes-Benz C-Class C350 Sport

Stafford, VA

UnscoredInsufficient · 0
$3,998111,220 mi

Stafford, VA

2013 Honda Odyssey EX

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

2013 Honda Odyssey EX

Stafford, VA

Unscored
$3,999231,948 mi

Comparison: 5 similar vehicles

Stafford, VA

2012 Nissan Altima S

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

2012 Nissan Altima S

Stafford, VA

Salvage title
$3,999123,113 mi

Stafford, VA

2010 Toyota Camry Hybrid

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

2010 Toyota Camry Hybrid

Stafford, VA

UnscoredInsufficient · 3
$3,999249,627 mi

Comparison: 3 similar vehicles

Stafford, VA

1999 Toyota Camry CE

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

1999 Toyota Camry CE

Stafford, VA

UnscoredInsufficient · 0
$3,999124,178 mi

Stafford, VA

2007 Ford Focus ZX3 S

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

2007 Ford Focus ZX3 S

Stafford, VA

UnscoredInsufficient · 0
$4,100107,000 mi

Stafford, VA

2011 Mitsubishi Outlander Sport SE

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

2011 Mitsubishi Outlander Sport SE

Stafford, VA

UnscoredInsufficient · 0
$4,224166,672 mi

Stafford, VA

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Stafford, VA

UnscoredInsufficient · 3
$4,299126,217 mi

Comparison: 3 similar vehicles

Stafford, VA

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Stafford, VA

Unscored
$4,365378,517 mi

Comparison: 10 similar vehicles

Stafford, VA

2012 Nissan Altima S

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

2012 Nissan Altima S

Stafford, VA

Unscored
$4,399158,735 mi

Comparison: 9 similar vehicles

Stafford, VA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Stafford, VA

Unscored
$4,399161,530 mi

Comparison: 19 similar vehicles

Stafford, VA

2005 Subaru Outback I

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

2005 Subaru Outback I

Stafford, VA

Unscored
$4,400169,000 mi

Comparison: 11 similar vehicles

Stafford, VA

2013 Kia Soul Base

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

2013 Kia Soul Base

Stafford, VA

Unscored
$4,449210,528 mi

Comparison: 33 similar vehicles

Stafford, VA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Stafford, VA

UnscoredInsufficient · 4
$4,473179,000 mi

Comparison: 4 similar vehicles

Stafford, VA

2004 Chrysler Sebring GTC

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

2004 Chrysler Sebring GTC

Stafford, VA

UnscoredInsufficient · 0
$4,485119,553 mi

Stafford, VA

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Stafford, VA

Unscored
$4,499131,353 mi

Comparison: 12 similar vehicles

Stafford, VA

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Stafford, VA

Unscored
$4,500136,163 mi

Comparison: 7 similar vehicles

Stafford, VA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Stafford, VA

UnscoredInsufficient · 3
$4,528225,362 mi

Comparison: 3 similar vehicles

Stafford, VA

2001 Ford Windstar SEL

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

2001 Ford Windstar SEL

Stafford, VA

UnscoredInsufficient · 0
$4,600145,000 mi

Stafford, VA

1998 Honda Accord LX

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

1998 Honda Accord LX

Stafford, VA

UnscoredInsufficient · 3
$4,600187,000 mi

Comparison: 3 similar vehicles

Stafford, VA

2014 Ford Escape S

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

2014 Ford Escape S

Stafford, VA

Unscored
$4,648200,517 mi

Comparison: 14 similar vehicles

Stafford, VA

2013 Ford Focus S

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

2013 Ford Focus S

Stafford, VA

UnscoredInsufficient · 3
$4,668184,769 mi

Comparison: 3 similar vehicles

Stafford, VA

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Stafford, VA

UnscoredInsufficient · 0
$4,670179,594 mi

Stafford, VA

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Stafford, VA

Unscored
$4,688152,359 mi

Comparison: 11 similar vehicles

Stafford, VA

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Stafford, VA

UnscoredInsufficient · 0
$4,69999,647 mi

Stafford, VA

2007 Nissan Versa S

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

2007 Nissan Versa S

Stafford, VA

UnscoredInsufficient · 3
$4,700111,200 mi

Comparison: 3 similar vehicles

Stafford, VA

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Stafford, VA

UnscoredInsufficient · 3
$4,855191,532 mi

Comparison: 3 similar vehicles

Stafford, VA

2004 Saturn ION 2

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

2004 Saturn ION 2

Stafford, VA

UnscoredInsufficient · 3
$4,859116,115 mi

Comparison: 3 similar vehicles

Stafford, VA

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Stafford, VA

UnscoredInsufficient · 3
$4,888115,280 mi

Comparison: 3 similar vehicles

Stafford, VA

2013 Ford C-Max SEL

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

2013 Ford C-Max SEL

Stafford, VA

Unscored
$4,893211,343 mi

Comparison: 5 similar vehicles

Stafford, VA

1998 GMC Yukon SLE

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

1998 GMC Yukon SLE

Stafford, VA

UnscoredInsufficient · 0
$4,898149,515 mi

Stafford, VA

2008 Ford Focus SE

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

2008 Ford Focus SE

Stafford, VA

Unscored
$4,900163,000 mi

Comparison: 13 similar vehicles

Stafford, VA

2005 Hyundai Sonata GLS

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

2005 Hyundai Sonata GLS

Stafford, VA

UnscoredInsufficient · 0
$4,900110,000 mi

Stafford, VA

2008 Mercedes-Benz C-Class C300 Sport

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

2008 Mercedes-Benz C-Class C300 Sport

Stafford, VA

Unscored
$4,937170,000 mi

Comparison: 9 similar vehicles

Stafford, VA

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.
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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