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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 3, 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

48,203 listings found

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Westminster, MD

UnscoredInsufficient · 0
$1,895398,895 mi

Westminster, MD

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
$1,999218,271 mi

Frederick, MD

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Frederick, MD

Unscored
$2,250187,998 mi

Comparison: 37 similar vehicles

Frederick, MD

2005 Ford Focus ZX3 S

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

2005 Ford Focus ZX3 S

Frederick, MD

UnscoredInsufficient · 0
$2,299239,224 mi

Frederick, MD

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

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

Bloomery, WV

UnscoredInsufficient · 0
$2,495202,000 mi

Bloomery, WV

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

Unscored
$2,499262,573 mi

Comparison: 13 similar vehicles

Sterling, VA

2004 Ford Explorer Sport Trac XLS

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

2004 Ford Explorer Sport Trac XLS

Winchester, VA

UnscoredInsufficient · 0
$2,500202,542 mi

Winchester, VA

2005 Chevrolet Venture LT Entertainment

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

2005 Chevrolet Venture LT Entertainment

Frederick, MD

UnscoredInsufficient · 0
$2,549235,000 mi

Frederick, 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

2006 Scion xB Base

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

2006 Scion xB Base

Westminster, MD

Salvage title
$2,750303,883 mi

Westminster, MD

2009 Land Rover Range Rover Sport HSE

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

2009 Land Rover Range Rover Sport HSE

Frederick, MD

UnscoredInsufficient · 0
$2,799165,173 mi

Frederick, MD

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Winchester, VA

UnscoredInsufficient · 0
$2,900191,821 mi

Winchester, VA

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Bunker Hill, WV

Unscored
$2,900280,000 mi

Comparison: 7 similar vehicles

Bunker Hill, WV

2011 Audi Q5 Premium Plus

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

2011 Audi Q5 Premium Plus

Westminster, MD

Unscored
$2,950232,211 mi

Comparison: 6 similar vehicles

Westminster, MD

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Shippensburg, PA

UnscoredInsufficient · 4
$2,950184,500 mi

Comparison: 4 similar vehicles

Shippensburg, PA

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 · 3
$2,993211,000 mi

Comparison: 3 similar vehicles

Sterling, VA

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Hedgesville, WV

UnscoredInsufficient · 4
$2,995Mileage not verified

Comparison: 4 similar vehicles

Hedgesville, WV

2012 Nissan Altima S

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

2012 Nissan Altima S

Shippensburg, PA

Unscored
$2,995191,000 mi

Comparison: 6 similar vehicles

Shippensburg, PA

2012 Ford Transit Connect XLT Premium

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

2012 Ford Transit Connect XLT Premium

Bunker Hill, WV

UnscoredInsufficient · 0
$2,995299,000 mi

Bunker Hill, WV

2009 Chrysler Sebring Touring

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

2009 Chrysler Sebring Touring

Bunker Hill, WV

UnscoredInsufficient · 0
$2,995167,000 mi

Bunker Hill, WV

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

Bloomery, WV

Unscored
$2,995255,000 mi

Comparison: 6 similar vehicles

Bloomery, WV

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Shippensburg, PA

UnscoredInsufficient · 0
$2,995230,400 mi

Shippensburg, PA

2005 Mercury Grand Marquis GS

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

2005 Mercury Grand Marquis GS

Bloomery, WV

UnscoredInsufficient · 0
$2,99576,000 mi

Bloomery, WV

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Winchester, VA

Unscored
$2,995147,965 mi

Comparison: 11 similar vehicles

Winchester, VA

2003 Volkswagen Jetta GLS

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

2003 Volkswagen Jetta GLS

Bunker Hill, WV

UnscoredInsufficient · 0
$2,995Mileage not verified

Bunker Hill, WV

2002 Volkswagen Passat GLS

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

2002 Volkswagen Passat GLS

Lovettsville, VA

UnscoredInsufficient · 0
$2,995112,623 mi

Lovettsville, VA

1999 Lincoln Town Car EXECUTIVE

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

1999 Lincoln Town Car EXECUTIVE

Martinsburg, WV

UnscoredInsufficient · 0
$2,995199,123 mi

Martinsburg, WV

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Leesburg, VA

UnscoredInsufficient · 0
$2,99753,144 mi

Leesburg, VA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Winchester, VA

Unscored
$2,998254,098 mi

Comparison: 19 similar vehicles

Winchester, VA

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Sterling, VA

Unscored
$2,999150,859 mi

Comparison: 12 similar vehicles

Sterling, VA

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Winchester, VA

Unscored
$2,999134,000 mi

Comparison: 7 similar vehicles

Winchester, VA

2004 Volkswagen Jetta GLS

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

2004 Volkswagen Jetta GLS

Winchester, VA

UnscoredInsufficient · 0
$2,999175,099 mi

Winchester, VA

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Frederick, MD

UnscoredInsufficient · 3
$3,000156,760 mi

Comparison: 3 similar vehicles

Frederick, MD

2005 Mercedes-Benz M-Class ML350

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

2005 Mercedes-Benz M-Class ML350

Winchester, VA

Salvage title
$3,000200,000 mi

Winchester, VA

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

Bunker Hill, WV

Unscored
$3,200198,995 mi

Comparison: 6 similar vehicles

Bunker Hill, WV

2008 Dodge Nitro SLT

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

2008 Dodge Nitro SLT

Martinsburg, WV

UnscoredInsufficient · 0
$3,295130,542 mi

Martinsburg, WV

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Bunker Hill, WV

Unscored
$3,295199,000 mi

Comparison: 11 similar vehicles

Bunker Hill, WV

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Chambersburg, PA

Unscored
$3,390190,712 mi

Comparison: 49 similar vehicles

Chambersburg, PA

2011 Dodge Grand Caravan Crew

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

2011 Dodge Grand Caravan Crew

Chambersburg, PA

Unscored
$3,390161,684 mi

Comparison: 6 similar vehicles

Chambersburg, PA

2010 Ford Escape Hybrid

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

2010 Ford Escape Hybrid

Chambersburg, PA

UnscoredInsufficient · 4
$3,390131,341 mi

Comparison: 4 similar vehicles

Chambersburg, PA

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Chambersburg, PA

Unscored
$3,390111,061 mi

Comparison: 7 similar vehicles

Chambersburg, PA

2014 FIAT 500L Trekking

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

2014 FIAT 500L Trekking

Winchester, VA

Unscored
$3,398171,268 mi

Comparison: 6 similar vehicles

Winchester, VA

2001 Nissan Frontier SC

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

2001 Nissan Frontier SC

Berkeley Springs, WV

UnscoredInsufficient · 0
$3,400156,918 mi

Berkeley Springs, WV

2016 Chevrolet Sonic LS

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

2016 Chevrolet Sonic LS

Hagerstown, MD

Unscored
$3,495182,852 mi

Comparison: 8 similar vehicles

Hagerstown, MD

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Sterling, VA

UnscoredInsufficient · 4
$3,495250,066 mi

Comparison: 4 similar vehicles

Sterling, VA

2012 Honda Civic LX

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

2012 Honda Civic LX

Bloomery, WV

Unscored
$3,495263,000 mi

Comparison: 118 similar vehicles

Bloomery, WV

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

Bloomery, WV

Unscored
$3,495146,000 mi

Comparison: 7 similar vehicles

Bloomery, WV

2010 Toyota Prius V

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

2010 Toyota Prius V

Bloomery, WV

Salvage title
$3,495235,000 mi

Bloomery, WV

2009 Volkswagen Jetta SE

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

2009 Volkswagen Jetta SE

Shippensburg, PA

Unscored
$3,495160,353 mi

Comparison: 9 similar vehicles

Shippensburg, PA

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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