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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

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

Cockeysville, MD

UnscoredInsufficient · 0
$1,200218,271 mi

Cockeysville, MD

2005 Acura TL Base

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

2005 Acura TL Base

Baltimore, MD

UnscoredLimited · 10
$1,400210,000 mi

Comparison: 10 similar vehicles

Baltimore, MD

2008 Ford Focus SE

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

2008 Ford Focus SE

Manheim, PA

UnscoredLimited · 18
$1,435219,240 mi

Comparison: 18 similar vehicles

Manheim, PA

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 · 4
$1,500211,998 mi

Comparison: 4 similar vehicles

Baltimore, MD

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Lancaster, PA

UnscoredInsufficient · 0
$1,500Mileage not verified

Lancaster, PA

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 · 9
$1,799279,129 mi

Comparison: 9 similar vehicles

Frederick, MD

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

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Lancaster, PA

UnscoredLimited · 11
$1,950183,001 mi

Comparison: 11 similar vehicles

Lancaster, PA

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Lititz, PA

UnscoredInsufficient · 3
$1,995204,000 mi

Comparison: 3 similar vehicles

Lititz, PA

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

2001 Subaru Outback LIMITED

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

2001 Subaru Outback LIMITED

Jonestown, PA

UnscoredInsufficient · 0
$2,000219,294 mi

Jonestown, PA

2010 Chrysler PT Cruiser Classic

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

2010 Chrysler PT Cruiser Classic

Manheim, PA

UnscoredLimited · 5
$2,100141,397 mi

Comparison: 5 similar vehicles

Manheim, PA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Jonestown, PA

UnscoredLimited · 9
$2,200229,389 mi

Comparison: 9 similar vehicles

Jonestown, PA

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

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Ephrata, PA

UnscoredLimited · 8
$2,40079,750 mi

Comparison: 8 similar vehicles

Ephrata, PA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Manheim, PA

UnscoredLimited · 6
$2,400111,446 mi

Comparison: 6 similar vehicles

Manheim, PA

2014 Ford Focus SE

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

2014 Ford Focus SE

Camp Hill, PA

UnscoredLimited · 18
$2,495189,448 mi

Comparison: 18 similar vehicles

Camp Hill, PA

2013 Honda Civic EX

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

2013 Honda Civic EX

Glen Rock, PA

UnscoredLimited · 10
$2,500225,943 mi

Comparison: 10 similar vehicles

Glen Rock, PA

2012 Honda Civic LX

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

2012 Honda Civic LX

Harrisburg, PA

UnscoredLimited · 5
$2,500259,464 mi

Comparison: 5 similar vehicles

Harrisburg, PA

2006 Dodge Grand Caravan SE

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

2006 Dodge Grand Caravan SE

Manheim, PA

UnscoredInsufficient · 3
$2,500225,106 mi

Comparison: 3 similar vehicles

Manheim, PA

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Jonestown, PA

UnscoredInsufficient · 0
$2,500212,881 mi

Jonestown, PA

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Salunga-Landisville, PA

UnscoredInsufficient · 4
$2,500173,400 mi

Comparison: 4 similar vehicles

Salunga-Landisville, PA

1995 Toyota Celica

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

1995 Toyota Celica

Mount Airy, MD

UnscoredInsufficient · 0
$2,500115,000 mi

Mount Airy, 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 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

Baltimore, MD

UnscoredInsufficient · 3
$2,60076,925 mi

Comparison: 3 similar vehicles

Baltimore, MD

2002 Ford Escape XLT Choice

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

2002 Ford Escape XLT Choice

Dover, PA

UnscoredInsufficient · 3
$2,625158,004 mi

Comparison: 3 similar vehicles

Dover, PA

2009 Toyota Sienna CE

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

2009 Toyota Sienna CE

York, PA

UnscoredInsufficient · 4
$2,698185,606 mi

Comparison: 4 similar vehicles

York, PA

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

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Harrisburg, PA

UnscoredModerate · 39
$2,799207,085 mi

Comparison: 39 similar vehicles

Harrisburg, PA

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

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Harrisburg, PA

UnscoredLimited · 12
$2,899206,118 mi

Comparison: 12 similar vehicles

Harrisburg, PA

2009 Mazda MAZDA5 Sport

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

2009 Mazda MAZDA5 Sport

Fayetteville, PA

UnscoredInsufficient · 0
$2,900181,677 mi

Fayetteville, PA

2008 Honda Fit Sport

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

2008 Honda Fit Sport

York, PA

UnscoredLimited · 5
$2,900307,479 mi

Comparison: 5 similar vehicles

York, PA

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

UnscoredInsufficient · 3
$2,950232,211 mi

Comparison: 3 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

UnscoredModerate · 35
$2,950184,500 mi

Comparison: 35 similar vehicles

Shippensburg, PA

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

York, PA

UnscoredInsufficient · 4
$2,950144,208 mi

Comparison: 4 similar vehicles

York, PA

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

UnscoredRobust · 103
$2,995191,000 mi

Comparison: 103 similar vehicles

Shippensburg, PA

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

York, PA

Fair PriceModerate · 25
$2,995103,915 mi

Market: $1,500 – $5,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

York, PA

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

No Photo

2003 Buick LeSabre Custom

Manheim, PA

UnscoredInsufficient · 0
$2,995186,524 mi

Manheim, PA

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Dover, PA

UnscoredLimited · 11
$2,999138,050 mi

Comparison: 11 similar vehicles

Dover, PA

2012 Honda Accord EX

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

2012 Honda Accord EX

Baltimore, MD

Fair PriceLimited · 17
$2,999Mileage not verified

Market: $2,300 – $14,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Baltimore, MD

2006 Subaru Forester X

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

2006 Subaru Forester X

Dover, PA

UnscoredLimited · 6
$2,999199,125 mi

Comparison: 6 similar vehicles

Dover, PA

2015 Nissan Altima S

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

2015 Nissan Altima S

Harrisburg, PA

UnscoredLimited · 6
$3,000169,333 mi

Comparison: 6 similar vehicles

Harrisburg, PA

2010 Hyundai Elantra SE

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

2010 Hyundai Elantra SE

York, PA

UnscoredInsufficient · 4
$3,000191,792 mi

Comparison: 4 similar vehicles

York, PA

2005 Ford Five Hundred Limited

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

2005 Ford Five Hundred Limited

York, PA

UnscoredInsufficient · 0
$3,000128,900 mi

York, PA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Cockeysville, MD

UnscoredLimited · 14
$3,000187,685 mi

Comparison: 14 similar vehicles

Cockeysville, MD

2005 INFINITI QX56 Base

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

2005 INFINITI QX56 Base

Baltimore, MD

UnscoredInsufficient · 0
$3,000245,973 mi

Baltimore, MD

2003 Honda Element DX

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

2003 Honda Element DX

Cockeysville, MD

UnscoredInsufficient · 0
$3,000191,141 mi

Cockeysville, MD

2000 Toyota Camry CE

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

2000 Toyota Camry CE

York, PA

UnscoredLimited · 6
$3,000159,700 mi

Comparison: 6 similar vehicles

York, PA

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 manage their profile, 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, exports, and enhanced merchandising.
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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