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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

372 listings found

2013 Kia Forte Koup SX

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

2013 Kia Forte Koup SX

Karns City, PA

UnscoredInsufficient · 0
$5,500180,650 mi

Karns City, PA

2009 Mitsubishi Eclipse GT

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

2009 Mitsubishi Eclipse GT

Butler, PA

UnscoredInsufficient · 0
$5,900232,010 mi

Butler, PA

1998 Cadillac Eldorado TOURING COUPE

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

1998 Cadillac Eldorado TOURING COUPE

Karns City, PA

UnscoredInsufficient · 0
$6,50081,560 mi

Karns City, PA

2003 Honda Civic LX

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

2003 Honda Civic LX

Pittsburgh, PA

UnscoredInsufficient · 4
$6,599124,000 mi

Comparison: 4 similar vehicles

Pittsburgh, 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

Pittsburgh, PA

UnscoredInsufficient · 3
$6,80089,551 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

No Photo

2012 Chevrolet Camaro 1LS

New Brighton, PA

UnscoredInsufficient · 4
$6,950132,948 mi

Comparison: 4 similar vehicles

New Brighton, PA

2004 Honda Civic EX

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

2004 Honda Civic EX

Pittsburgh, PA

Salvage title
$6,999102,000 mi

Pittsburgh, PA

2011 Honda Civic LX

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

2011 Honda Civic LX

Pittsburgh, PA

UnscoredInsufficient · 3
$7,900102,116 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2011 Nissan Altima SR

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

2011 Nissan Altima SR

Pittsburgh, PA

UnscoredInsufficient · 3
$8,199158,000 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2010 Scion tC Base

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

2010 Scion tC Base

Pittsburgh, PA

UnscoredInsufficient · 0
$8,199146,000 mi

Pittsburgh, PA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Pittsburgh, PA

UnscoredInsufficient · 0
$8,199108,000 mi

Pittsburgh, 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

Pittsburgh, PA

UnscoredInsufficient · 3
$8,199112,000 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2009 Chevrolet Cobalt SS

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

2009 Chevrolet Cobalt SS

Butler, PA

UnscoredInsufficient · 0
$8,295149,000 mi

Butler, PA

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Dubois, PA

UnscoredLimited · 9
$8,299168,575 mi

Comparison: 9 similar vehicles

Dubois, PA

2019 Chevrolet Camaro 1LT

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

2019 Chevrolet Camaro 1LT

Harrisville, PA

UnscoredLimited · 17
$8,99078,660 mi

Comparison: 17 similar vehicles

Harrisville, PA

2013 BMW 3 Series 335i

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

2013 BMW 3 Series 335i

Homestead, PA

UnscoredLimited · 12
$8,995152,099 mi

Comparison: 12 similar vehicles

Homestead, PA

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Homestead, PA

UnscoredInsufficient · 0
$9,495109,298 mi

Homestead, PA

1997 Chevrolet Corvette Base

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

1997 Chevrolet Corvette Base

Homestead, PA

UnscoredInsufficient · 0
$9,750121,065 mi

Homestead, PA

2010 Hyundai Genesis Coupe Premium

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

2010 Hyundai Genesis Coupe Premium

Wexford, PA

UnscoredInsufficient · 0
$9,98674,039 mi

Wexford, PA

2016 Chevrolet Camaro 2LT

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

2016 Chevrolet Camaro 2LT

Duquesne, PA

Salvage title
$9,999122,000 mi

Duquesne, PA

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Pittsburgh, PA

UnscoredInsufficient · 0
$9,999104,599 mi

Pittsburgh, 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

Pittsburgh, PA

UnscoredLimited · 8
$9,999115,000 mi

Comparison: 8 similar vehicles

Pittsburgh, PA

1998 Nissan 200 SX BASE

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

1998 Nissan 200 SX BASE

Pittsburgh, PA

UnscoredInsufficient · 0
$9,99944,000 mi

Pittsburgh, PA

2013 Subaru BRZ Premium

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

2013 Subaru BRZ Premium

Butler, PA

UnscoredLimited · 10
$10,999131,770 mi

Comparison: 10 similar vehicles

Butler, PA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

New Castle, PA

UnscoredInsufficient · 0
$11,99051,176 mi

New Castle, PA

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Grove City, PA

UnscoredInsufficient · 3
$11,999141,387 mi

Comparison: 3 similar vehicles

Grove City, PA

2012 Honda Civic SI

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

2012 Honda Civic SI

Butler, PA

UnscoredLimited · 14
$12,500124,234 mi

Comparison: 14 similar vehicles

Butler, PA

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Sarver, PA

UnscoredLimited · 8
$12,58576,485 mi

Comparison: 8 similar vehicles

Sarver, PA

2017 Honda Accord EX

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

2017 Honda Accord EX

Pittsburgh, PA

Fair PriceModerate · 40
$13,22963,428 mi

Market: $8,950 – $24,850

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Pittsburgh, PA

2008 Mitsubishi Eclipse GS

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

2008 Mitsubishi Eclipse GS

Cranberry, PA

UnscoredInsufficient · 0
$13,48535,187 mi

Cranberry, PA

2017 Ford Mustang V6

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

2017 Ford Mustang V6

DuBois, PA

Fair PriceLimited · 17
$13,802110,703 mi

Market: $11,500 – $19,478

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

DuBois, PA

2004 Mazda RX-8 - MT

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

2004 Mazda RX-8 - MT

Butler, PA

UnscoredInsufficient · 0
$13,97746,482 mi

Butler, PA

2015 Ford Mustang V6

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

2015 Ford Mustang V6

DuBois, PA

UnscoredInsufficient · 3
$13,98681,699 mi

Comparison: 3 similar vehicles

DuBois, PA

2006 Nissan 350Z Enthusiast

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

2006 Nissan 350Z Enthusiast

Butler, PA

UnscoredInsufficient · 0
$14,48950,705 mi

Butler, PA

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Pittsburgh, PA

OverpricedModerate · 21
$15,41588,606 mi

Market: $7,500 – $14,794

Comparison: 21 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Pittsburgh, PA

2016 Honda Civic EX

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

2016 Honda Civic EX

DuBois, PA

Fair PriceRobust · 97
$15,63460,926 mi

Market: $8,950 – $20,998

Comparison: 97 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

DuBois, PA

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

DuBois, PA

UnscoredInsufficient · 3
$15,780106,195 mi

Comparison: 3 similar vehicles

DuBois, PA

2019 Audi A5 Coupe Premium Plus

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

2019 Audi A5 Coupe Premium Plus

Wexford, PA

UnscoredInsufficient · 0
$16,157109,171 mi

Wexford, PA

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

DuBois, PA

OverpricedLimited · 17
$17,48062,933 mi

Market: $13,495 – $17,415

Comparison: 17 similar vehicles

DuBois, PA

2018 Honda Civic EX-T

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

2018 Honda Civic EX-T

Springdale, PA

OverpricedLimited · 12
$17,49574,424 mi

Market: $14,943 – $15,831

Comparison: 12 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Springdale, PA

2017 Honda Civic Si

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

2017 Honda Civic Si

Knox, PA

Fair PriceLimited · 10
$17,50099,760 mi

Market: $14,500 – $19,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Knox, PA

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

New Kensington, PA

OverpricedModerate · 25
$17,61069,576 mi

Market: $9,781 – $17,495

Comparison: 25 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

New Kensington, PA

2019 Honda Civic EX

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

2019 Honda Civic EX

Wexford, PA

Fair PriceRobust · 61
$17,72374,336 mi

Market: $14,443 – $19,999

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Wexford, PA

2011 Audi S5 Premium Plus

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

2011 Audi S5 Premium Plus

Pittsburgh, PA

UnscoredLimited · 5
$17,90066,302 mi

Comparison: 5 similar vehicles

Pittsburgh, PA

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Kittanning, PA

UnscoredInsufficient · 0
$17,99537,000 mi

Kittanning, PA

2018 Honda Civic EX-L

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

2018 Honda Civic EX-L

Pittsburgh, PA

UnscoredLimited · 10
$18,27063,853 mi

Comparison: 10 similar vehicles

Pittsburgh, PA

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Murrysville, PA

UnscoredInsufficient · 0
$18,37955,177 mi

Murrysville, PA

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Butler, PA

Fair PriceModerate · 20
$18,48967,372 mi

Market: $9,995 – $20,998

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Butler, PA

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Homestead, PA

UnscoredInsufficient · 0
$18,50032,957 mi

Homestead, PA

2010 Ford Mustang GT Premium

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

2010 Ford Mustang GT Premium

Butler, PA

UnscoredInsufficient · 3
$18,97771,867 mi

Comparison: 3 similar vehicles

Butler, 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 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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