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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

2,222 listings found

2005 Saturn ION 3

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

2005 Saturn ION 3

Chantilly, VA

UnscoredInsufficient · 0
$1,790270,235 mi

Chantilly, VA

2007 Scion tC Base

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

2007 Scion tC Base

Bunker Hill, WV

UnscoredInsufficient · 0
$1,995210,000 mi

Bunker Hill, WV

2007 Pontiac G5 Base

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

2007 Pontiac G5 Base

White Plains, MD

UnscoredInsufficient · 0
$2,977172,594 mi

White Plains, MD

2012 Mitsubishi Eclipse GS

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

2012 Mitsubishi Eclipse GS

Dumfries, VA

UnscoredInsufficient · 0
$3,495247,801 mi

Dumfries, VA

2000 Audi TT QUATTRO

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

2000 Audi TT QUATTRO

Chantilly, VA

UnscoredInsufficient · 0
$3,699227,325 mi

Chantilly, VA

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Woodbridge, VA

UnscoredInsufficient · 3
$3,950200,118 mi

Comparison: 3 similar vehicles

Woodbridge, 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

2002 Honda Accord EX

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

2002 Honda Accord EX

Sterling, VA

UnscoredLimited · 13
$3,995192,010 mi

Comparison: 13 similar vehicles

Sterling, VA

2010 Honda Civic LX

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

2010 Honda Civic LX

Baltimore, MD

UnscoredInsufficient · 4
$3,999205,967 mi

Comparison: 4 similar vehicles

Baltimore, MD

2008 Hyundai Tiburon GS

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

2008 Hyundai Tiburon GS

Stafford, VA

UnscoredLimited · 6
$3,999164,572 mi

Comparison: 6 similar vehicles

Stafford, VA

2002 Toyota Echo Base

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

2002 Toyota Echo Base

Rockville, MD

UnscoredInsufficient · 0
$4,194142,806 mi

Rockville, MD

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

UnscoredLimited · 12
$4,399158,735 mi

Comparison: 12 similar vehicles

Stafford, VA

2011 Scion tC Base

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

2011 Scion tC Base

Fredericksburg, VA

Salvage title
$4,450176,967 mi

Fredericksburg, VA

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Fredericksburg, VA

UnscoredInsufficient · 0
$4,495181,248 mi

Fredericksburg, VA

2010 Hyundai Genesis Coupe Base

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

2010 Hyundai Genesis Coupe Base

Winchester, VA

UnscoredInsufficient · 3
$4,600145,947 mi

Comparison: 3 similar vehicles

Winchester, VA

2009 Honda Civic LX

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

2009 Honda Civic LX

Sterling, VA

UnscoredLimited · 8
$4,700228,700 mi

Comparison: 8 similar vehicles

Sterling, VA

No Photo

2005 Honda Civic LX-SE

Chantilly, VA

UnscoredInsufficient · 0
$4,941165,928 mi

Chantilly, VA

No Photo

2003 Toyota Echo Base

Winchester, VA

UnscoredInsufficient · 0
$4,950138,001 mi

Winchester, VA

2012 Honda Civic EX

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

2012 Honda Civic EX

Falls Church, VA

UnscoredModerate · 24
$4,995176,223 mi

Comparison: 24 similar vehicles

Falls Church, VA

2009 Nissan Altima S

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

2009 Nissan Altima S

Fredericksburg, VA

UnscoredInsufficient · 4
$4,995143,319 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2008 Nissan Altima S

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

2008 Nissan Altima S

Chantilly, VA

Fair PriceLimited · 14
$4,99589,600 mi

Market: $1,900 – $9,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Chantilly, VA

2001 Honda Civic LX

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

2001 Honda Civic LX

Warrenton, VA

UnscoredInsufficient · 0
$4,995169,147 mi

Warrenton, VA

2008 Nissan Altima S

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

2008 Nissan Altima S

Chantilly, VA

UnscoredLimited · 13
$4,999140,005 mi

Comparison: 13 similar vehicles

Chantilly, VA

2006 Honda Civic LX

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

2006 Honda Civic LX

Stafford, VA

UnscoredLimited · 5
$4,999187,829 mi

Comparison: 5 similar vehicles

Stafford, VA

2002 Honda Civic EX

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

2002 Honda Civic EX

Chantilly, VA

UnscoredInsufficient · 3
$4,999103,795 mi

Comparison: 3 similar vehicles

Chantilly, VA

2010 Scion tC Base

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

2010 Scion tC Base

Elkridge, MD

UnscoredInsufficient · 0
$5,000149,500 mi

Elkridge, MD

2009 Nissan Altima S

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

2009 Nissan Altima S

Purcellville, VA

UnscoredModerate · 39
$5,355127,219 mi

Comparison: 39 similar vehicles

Purcellville, VA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Woodbridge, VA

UnscoredLimited · 5
$5,450127,455 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2011 Hyundai Genesis Coupe Base

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

2011 Hyundai Genesis Coupe Base

Stafford, VA

UnscoredInsufficient · 0
$5,484129,917 mi

Stafford, VA

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Fredericksburg, VA

UnscoredLimited · 15
$5,495252,786 mi

Comparison: 15 similar vehicles

Fredericksburg, VA

2001 Audi TT Base

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

2001 Audi TT Base

Fredericksburg, VA

UnscoredInsufficient · 0
$5,495130,922 mi

Fredericksburg, VA

2003 Honda Civic EX

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

2003 Honda Civic EX

Chantilly, VA

UnscoredLimited · 8
$5,499119,143 mi

Comparison: 8 similar vehicles

Chantilly, VA

2007 Honda Civic LX

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

2007 Honda Civic LX

Culpeper, VA

Fair PriceLimited · 13
$5,50096,930 mi

Market: $4,399 – $8,984

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Culpeper, VA

2007 INFINITI G 35

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

2007 INFINITI G 35

Alexandria, VA

UnscoredLimited · 11
$5,550173,417 mi

Comparison: 11 similar vehicles

Alexandria, VA

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Winchester, VA

UnscoredInsufficient · 0
$5,599223,919 mi

Winchester, VA

2010 Honda Civic LX

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

2010 Honda Civic LX

Boyds, MD

UnscoredLimited · 5
$5,699133,874 mi

Comparison: 5 similar vehicles

Boyds, MD

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Stafford, VA

UnscoredInsufficient · 3
$5,700151,000 mi

Comparison: 3 similar vehicles

Stafford, VA

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

Stafford, VA

UnscoredInsufficient · 3
$5,800151,000 mi

Comparison: 3 similar vehicles

Stafford, VA

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Chantilly, VA

UnscoredLimited · 12
$5,889149,350 mi

Comparison: 12 similar vehicles

Chantilly, VA

2010 Scion tC Release Series 6.0

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

2010 Scion tC Release Series 6.0

Stafford, VA

UnscoredInsufficient · 0
$5,900166,000 mi

Stafford, VA

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

Upper Marlboro, MD

Salvage title
$5,900113,489 mi

Upper Marlboro, MD

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Woodbridge, VA

UnscoredLimited · 13
$5,950126,909 mi

Comparison: 13 similar vehicles

Woodbridge, VA

2004 Toyota Camry Solara SLE

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

2004 Toyota Camry Solara SLE

Fredericksburg, VA

UnscoredInsufficient · 0
$5,970136,000 mi

Fredericksburg, VA

2003 Honda Civic EX

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

2003 Honda Civic EX

Frederick, MD

UnscoredLimited · 7
$5,980150,000 mi

Comparison: 7 similar vehicles

Frederick, MD

2001 Cadillac Eldorado ESC

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

2001 Cadillac Eldorado ESC

Warrenton, VA

UnscoredInsufficient · 0
$5,99479,988 mi

Warrenton, VA

2012 Kia Forte Koup EX

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

2012 Kia Forte Koup EX

Warrenton, VA

UnscoredInsufficient · 0
$5,995131,426 mi

Warrenton, VA

2002 Acura CL Base

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

2002 Acura CL Base

Chantilly, VA

UnscoredInsufficient · 0
$5,99599,058 mi

Chantilly, VA

2013 Honda Civic EX

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

2013 Honda Civic EX

Fredericksburg, VA

UnscoredLimited · 11
$5,996163,062 mi

Comparison: 11 similar vehicles

Fredericksburg, VA

2010 Kia Forte Koup SX

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

2010 Kia Forte Koup SX

Fredericksburg, VA

UnscoredInsufficient · 0
$5,999174,441 mi

Fredericksburg, VA

2004 Honda Accord EX

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

2004 Honda Accord EX

Stafford, VA

UnscoredLimited · 5
$6,000126,000 mi

Comparison: 5 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. 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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