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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

718 listings found

1999 Honda Accord EX

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

1999 Honda Accord EX

Walnutport, PA

UnscoredInsufficient · 0
$2,500200,000 mi

Walnutport, PA

1998 Pontiac Grand Prix GT COUPE

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

1998 Pontiac Grand Prix GT COUPE

Ephrata, PA

UnscoredInsufficient · 0
$2,995Mileage not verified

Ephrata, PA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Hamburg, PA

UnscoredInsufficient · 3
$3,498197,360 mi

Comparison: 3 similar vehicles

Hamburg, PA

2007 Chevrolet Cobalt SS

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

2007 Chevrolet Cobalt SS

Dornsife, PA

UnscoredInsufficient · 0
$3,500184,706 mi

Dornsife, PA

2000 Mercedes-Benz CLK CLK320

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

2000 Mercedes-Benz CLK CLK320

Bethlehem, PA

UnscoredInsufficient · 0
$3,595122,990 mi

Bethlehem, PA

2005 Honda Civic EX

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

2005 Honda Civic EX

Harrisburg, PA

UnscoredLimited · 14
$3,990209,889 mi

Comparison: 14 similar vehicles

Harrisburg, PA

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Dornsife, PA

UnscoredLimited · 11
$3,995124,754 mi

Comparison: 11 similar vehicles

Dornsife, PA

2008 Ford Mustang Deluxe

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

2008 Ford Mustang Deluxe

Dornsife, PA

UnscoredInsufficient · 0
$4,295175,237 mi

Dornsife, PA

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Wind Gap, PA

Fair PriceModerate · 35
$4,850109,055 mi

Market: $2,500 – $9,999

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Wind Gap, PA

2012 Honda Accord LX-S

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

2012 Honda Accord LX-S

Bath, PA

UnscoredInsufficient · 0
$4,995125,578 mi

Bath, PA

2009 Nissan Altima S

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

2009 Nissan Altima S

Reading, PA

UnscoredModerate · 38
$4,995131,489 mi

Comparison: 38 similar vehicles

Reading, PA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Manheim, PA

OverpricedLimited · 11
$4,99586,599 mi

Market: $3,498 – $3,988

Comparison: 11 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Manheim, PA

2011 Kia Forte Koup EX

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

2011 Kia Forte Koup EX

Fullerton, PA

UnscoredInsufficient · 0
$4,999120,210 mi

Fullerton, PA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Wilkes-Barre, PA

Fair PriceRobust · 124
$5,295120,000 mi

Market: $2,500 – $11,500

Comparison: 124 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 448 days listed (based on current market benchmarks)

Wilkes-Barre, PA

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Lebanon, PA

UnscoredInsufficient · 3
$5,495192,609 mi

Comparison: 3 similar vehicles

Lebanon, PA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Wind Gap, PA

UnscoredLimited · 7
$5,49996,257 mi

Comparison: 7 similar vehicles

Wind Gap, PA

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Northumberland, PA

UnscoredInsufficient · 0
$5,595139,000 mi

Northumberland, PA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Allentown, PA

UnscoredLimited · 6
$5,999118,000 mi

Comparison: 6 similar vehicles

Allentown, PA

2008 Ford Focus SE

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

2008 Ford Focus SE

Lancaster, PA

UnscoredLimited · 15
$6,250177,701 mi

Comparison: 15 similar vehicles

Lancaster, PA

No Photo

2010 Hyundai Genesis Coupe Base

Mount Joy, PA

UnscoredInsufficient · 4
$6,50070,134 mi

Comparison: 4 similar vehicles

Mount Joy, PA

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

Freemansburg, PA

UnscoredInsufficient · 0
$6,650166,646 mi

Freemansburg, PA

2008 Audi A5 Base

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

2008 Audi A5 Base

Ephrata, PA

UnscoredInsufficient · 0
$6,750124,185 mi

Ephrata, PA

2002 Honda Civic EX

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

2002 Honda Civic EX

Larksville, PA

UnscoredLimited · 8
$6,850107,498 mi

Comparison: 8 similar vehicles

Larksville, PA

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Effort, PA

UnscoredLimited · 5
$6,900135,161 mi

Comparison: 5 similar vehicles

Effort, PA

2009 Honda Civic EX

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

2009 Honda Civic EX

Laureldale, PA

UnscoredModerate · 29
$6,995143,059 mi

Comparison: 29 similar vehicles

Laureldale, PA

2004 BMW 3 Series 330

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

2004 BMW 3 Series 330

Bethlehem, PA

UnscoredLimited · 8
$6,99590,664 mi

Comparison: 8 similar vehicles

Bethlehem, PA

2009 BMW 1 Series 128i

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

2009 BMW 1 Series 128i

Allentown, PA

UnscoredLimited · 7
$7,490123,702 mi

Comparison: 7 similar vehicles

Allentown, PA

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Allentown, PA

UnscoredInsufficient · 4
$7,500Mileage not verified

Comparison: 4 similar vehicles

Allentown, PA

2003 Audi TT Base

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

2003 Audi TT Base

New Cumberland, PA

UnscoredInsufficient · 3
$7,70085,844 mi

Comparison: 3 similar vehicles

New Cumberland, PA

2011 Chevrolet Camaro LS

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

2011 Chevrolet Camaro LS

Manheim, PA

Salvage title
$7,995132,999 mi

Manheim, PA

2011 INFINITI G Coupe 37 Journey

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

2011 INFINITI G Coupe 37 Journey

Wilkes-Barre, PA

UnscoredInsufficient · 0
$7,995143,810 mi

Wilkes-Barre, PA

2010 Honda Civic LX

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

2010 Honda Civic LX

Wilkes-Barre, PA

Fair PriceRobust · 56
$7,99594,722 mi

Market: $2,999 – $11,499

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Wilkes-Barre, PA

2003 Nissan 350Z Base

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

2003 Nissan 350Z Base

Wilkes-Barre, PA

UnscoredInsufficient · 0
$7,995156,525 mi

Wilkes-Barre, PA

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Lancaster, PA

UnscoredModerate · 31
$7,999139,874 mi

Comparison: 31 similar vehicles

Lancaster, PA

2015 Honda Civic LX

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

2015 Honda Civic LX

Wilkes-Barre, PA

UnscoredRobust · 183
$8,295186,000 mi

Comparison: 183 similar vehicles

Wilkes-Barre, PA

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

York, PA

UnscoredInsufficient · 4
$8,385127,156 mi

Comparison: 4 similar vehicles

York, PA

2013 Honda Accord EX-L V6

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

2013 Honda Accord EX-L V6

Bath, PA

UnscoredModerate · 42
$8,500179,061 mi

Comparison: 42 similar vehicles

Bath, PA

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Manheim, PA

Fair PriceLimited · 15
$8,500111,538 mi

Market: $5,900 – $13,485

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Manheim, PA

2012 Scion tC Base

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

2012 Scion tC Base

York, PA

UnscoredInsufficient · 0
$8,798129,402 mi

York, PA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Dornsife, PA

UnscoredModerate · 24
$8,995142,375 mi

Comparison: 24 similar vehicles

Dornsife, PA

2009 Honda Civic LX

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

2009 Honda Civic LX

Emmaus, PA

UnscoredInsufficient · 4
$8,995132,856 mi

Comparison: 4 similar vehicles

Emmaus, PA

2014 Honda Civic LX

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

2014 Honda Civic LX

Harrisburg, PA

UnscoredInsufficient · 3
$8,999123,267 mi

Comparison: 3 similar vehicles

Harrisburg, PA

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Hazleton, PA

UnscoredLimited · 12
$8,999141,920 mi

Comparison: 12 similar vehicles

Hazleton, PA

2007 Mitsubishi Eclipse GT

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

2007 Mitsubishi Eclipse GT

Lewisburg, PA

UnscoredInsufficient · 0
$8,99975,689 mi

Lewisburg, PA

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

York, PA

UnscoredRobust · 56
$9,198140,078 mi

Comparison: 56 similar vehicles

York, PA

2012 Honda Civic SI

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

2012 Honda Civic SI

Freemansburg, PA

UnscoredModerate · 20
$9,500220,271 mi

Comparison: 20 similar vehicles

Freemansburg, PA

2007 BMW 3 Series 328xi

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

2007 BMW 3 Series 328xi

Gilbertsville, PA

OverpricedLimited · 17
$9,90061,388 mi

Market: $2,599 – $8,995

Comparison: 17 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Gilbertsville, PA

2013 Honda Accord EX

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

2013 Honda Accord EX

Allentown, PA

UnscoredModerate · 36
$9,990142,923 mi

Comparison: 36 similar vehicles

Allentown, PA

2013 Mercedes-Benz E-Class E350

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

2013 Mercedes-Benz E-Class E350

Harrisburg, PA

UnscoredInsufficient · 4
$9,99093,886 mi

Comparison: 4 similar vehicles

Harrisburg, PA

2013 Scion tC Base

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

2013 Scion tC Base

Wrightsville, PA

UnscoredInsufficient · 4
$10,345122,926 mi

Comparison: 4 similar vehicles

Wrightsville, 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. 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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