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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

22,208 listings found

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Frederick, MD

UnscoredInsufficient · 0
$1,200218,271 mi

Frederick, MD

2010 Ford Fusion S

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

2010 Ford Fusion S

Baltimore, MD

UnscoredInsufficient · 3
$1,500211,998 mi

Comparison: 3 similar vehicles

Baltimore, MD

2007 Chrysler 300 Base

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

2007 Chrysler 300 Base

Annapolis, MD

UnscoredInsufficient · 0
$1,500251,985 mi

Annapolis, MD

2005 Honda Civic EX

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

2005 Honda Civic EX

Frederick, MD

UnscoredLimited · 15
$1,799279,129 mi

Comparison: 15 similar vehicles

Frederick, MD

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Clinton, MD

UnscoredInsufficient · 4
$1,900262,200 mi

Comparison: 4 similar vehicles

Clinton, MD

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Clinton, MD

UnscoredLimited · 12
$1,900217,289 mi

Comparison: 12 similar vehicles

Clinton, MD

2001 Volvo S40 Base

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

2001 Volvo S40 Base

Clinton, MD

UnscoredInsufficient · 0
$1,90098,346 mi

Clinton, MD

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Woodbridge, VA

UnscoredLimited · 10
$1,950155,510 mi

Comparison: 10 similar vehicles

Woodbridge, VA

2001 Buick Century Custom

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

2001 Buick Century Custom

Clinton, MD

UnscoredInsufficient · 3
$1,950125,000 mi

Comparison: 3 similar vehicles

Clinton, MD

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Bunker Hill, WV

UnscoredLimited · 6
$1,995135,000 mi

Comparison: 6 similar vehicles

Bunker Hill, WV

2012 Dodge Charger Police

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

2012 Dodge Charger Police

Bunker Hill, WV

UnscoredLimited · 5
$1,995150,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

2007 Nissan Maxima SE

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

2007 Nissan Maxima SE

Bunker Hill, WV

UnscoredInsufficient · 3
$1,995129,000 mi

Comparison: 3 similar vehicles

Bunker Hill, WV

2004 Chevrolet Malibu LS

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

2004 Chevrolet Malibu LS

Baltimore, MD

UnscoredInsufficient · 0
$1,999161,368 mi

Baltimore, MD

2003 Acura TL Base

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

2003 Acura TL Base

Clinton, MD

UnscoredInsufficient · 4
$2,200199,955 mi

Comparison: 4 similar vehicles

Clinton, MD

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Woodbridge, VA

UnscoredInsufficient · 3
$2,250200,584 mi

Comparison: 3 similar vehicles

Woodbridge, VA

2008 Honda Civic LX

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

2008 Honda Civic LX

Clinton, MD

UnscoredLimited · 6
$2,300207,103 mi

Comparison: 6 similar vehicles

Clinton, MD

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Clinton, MD

UnscoredLimited · 6
$2,300174,320 mi

Comparison: 6 similar vehicles

Clinton, MD

2006 Honda Accord SE

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

2006 Honda Accord SE

Clinton, MD

UnscoredLimited · 5
$2,300234,276 mi

Comparison: 5 similar vehicles

Clinton, MD

2003 Mercedes-Benz C-Class C240

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

2003 Mercedes-Benz C-Class C240

Clinton, MD

UnscoredInsufficient · 3
$2,400156,987 mi

Comparison: 3 similar vehicles

Clinton, MD

2014 Ford Focus SE

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

2014 Ford Focus SE

Bunker Hill, WV

UnscoredLimited · 7
$2,49596,000 mi

Comparison: 7 similar vehicles

Bunker Hill, WV

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Bunker Hill, WV

UnscoredInsufficient · 3
$2,495160,000 mi

Comparison: 3 similar vehicles

Bunker Hill, WV

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Bunker Hill, WV

UnscoredModerate · 27
$2,495170,000 mi

Comparison: 27 similar vehicles

Bunker Hill, WV

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Sterling, VA

Salvage title
$2,495189,405 mi

Sterling, VA

2003 Toyota Corolla LE

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

2003 Toyota Corolla LE

Chantilly, VA

UnscoredInsufficient · 0
$2,495227,710 mi

Chantilly, VA

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Capitol Heights, MD

UnscoredInsufficient · 4
$2,499177,527 mi

Comparison: 4 similar vehicles

Capitol Heights, MD

2009 Cadillac CTS 1SB

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

2009 Cadillac CTS 1SB

Annapolis, MD

UnscoredLimited · 8
$2,499Mileage not verified

Comparison: 8 similar vehicles

Annapolis, MD

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Clinton, MD

UnscoredInsufficient · 0
$2,500209,245 mi

Clinton, MD

2012 Ford Focus S

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

2012 Ford Focus S

Vienna, VA

UnscoredInsufficient · 0
$2,500104,000 mi

Vienna, VA

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Vienna, VA

UnscoredLimited · 6
$2,500134,371 mi

Comparison: 6 similar vehicles

Vienna, VA

2006 Hyundai Sonata GL

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

2006 Hyundai Sonata GL

Annapolis, MD

UnscoredInsufficient · 0
$2,500141,497 mi

Annapolis, MD

2002 Lexus ES 300

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

2002 Lexus ES 300

Laurel, MD

UnscoredLimited · 10
$2,500210,413 mi

Comparison: 10 similar vehicles

Laurel, MD

2004 Toyota Avalon XL

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

2004 Toyota Avalon XL

Frederick, MD

Salvage title
$2,549180,986 mi

Frederick, MD

2012 Kia Forte EX

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

2012 Kia Forte EX

Woodbridge, VA

UnscoredLimited · 12
$2,550246,312 mi

Comparison: 12 similar vehicles

Woodbridge, VA

2008 Honda Accord LX

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

2008 Honda Accord LX

Clinton, MD

Salvage title
$2,600243,184 mi

Clinton, MD

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Sterling, VA

UnscoredLimited · 12
$2,899262,573 mi

Comparison: 12 similar vehicles

Sterling, VA

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Essex, MD

UnscoredModerate · 21
$2,900193,639 mi

Comparison: 21 similar vehicles

Essex, MD

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

Brooklyn Park, MD

UnscoredModerate · 37
$2,900180,000 mi

Comparison: 37 similar vehicles

Brooklyn Park, MD

2013 Audi A4 Premium

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

2013 Audi A4 Premium

Arlington, VA

UnscoredInsufficient · 4
$2,900208,621 mi

Comparison: 4 similar vehicles

Arlington, VA

2008 Honda Civic EX

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

2008 Honda Civic EX

Annapolis, MD

UnscoredModerate · 20
$2,900236,727 mi

Comparison: 20 similar vehicles

Annapolis, MD

2009 Volkswagen Jetta S

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

2009 Volkswagen Jetta S

Chantilly, VA

UnscoredLimited · 12
$2,945149,952 mi

Comparison: 12 similar vehicles

Chantilly, VA

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

Woodbridge, VA

UnscoredLimited · 18
$2,950220,305 mi

Comparison: 18 similar vehicles

Woodbridge, VA

2015 Nissan Altima S

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

2015 Nissan Altima S

Woodbridge, VA

UnscoredLimited · 15
$2,950187,826 mi

Comparison: 15 similar vehicles

Woodbridge, VA

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Woodbridge, VA

UnscoredLimited · 6
$2,950190,057 mi

Comparison: 6 similar vehicles

Woodbridge, VA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Woodbridge, VA

UnscoredRobust · 52
$2,950154,969 mi

Comparison: 52 similar vehicles

Woodbridge, VA

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Woodbridge, VA

UnscoredLimited · 10
$2,950192,986 mi

Comparison: 10 similar vehicles

Woodbridge, VA

2012 Honda Civic HYBRID

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

2012 Honda Civic HYBRID

Woodbridge, VA

UnscoredInsufficient · 4
$2,950217,963 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2006 Buick LaCrosse CX

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

2006 Buick LaCrosse CX

Woodbridge, VA

UnscoredLimited · 5
$2,950160,000 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2001 Honda Accord EX Leather

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

2001 Honda Accord EX Leather

Woodbridge, VA

UnscoredLimited · 5
$2,950165,328 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

White Plains, MD

UnscoredLimited · 9
$2,977202,788 mi

Comparison: 9 similar vehicles

White Plains, MD

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Sterling, VA

UnscoredInsufficient · 4
$2,993211,000 mi

Comparison: 4 similar vehicles

Sterling, 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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