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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

422 listings found

2001 Acura CL Type S

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

2001 Acura CL Type S

Coshocton, OH

UnscoredInsufficient · 0
$2,990289,875 mi

Coshocton, OH

2009 Nissan Altima SE

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

2009 Nissan Altima SE

Mansfield, OH

UnscoredInsufficient · 3
$2,995168,878 mi

Comparison: 3 similar vehicles

Mansfield, OH

2005 Chevrolet Cobalt LS

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

2005 Chevrolet Cobalt LS

Columbus, OH

UnscoredInsufficient · 0
$3,500152,040 mi

Columbus, OH

2001 Cadillac Eldorado ETC

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

2001 Cadillac Eldorado ETC

Newark, OH

UnscoredInsufficient · 0
$4,99582,277 mi

Newark, OH

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

Coshocton, OH

UnscoredModerate · 34
$5,990162,811 mi

Comparison: 34 similar vehicles

Coshocton, OH

2002 Chrysler Sebring LXI

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

2002 Chrysler Sebring LXI

Coshocton, OH

UnscoredInsufficient · 0
$5,99065,308 mi

Coshocton, OH

2013 Honda Civic EX-L

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

2013 Honda Civic EX-L

Newark, OH

UnscoredLimited · 7
$5,999182,956 mi

Comparison: 7 similar vehicles

Newark, OH

2012 Honda Civic LX

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

2012 Honda Civic LX

Marion, OH

UnscoredInsufficient · 4
$6,465182,349 mi

Comparison: 4 similar vehicles

Marion, OH

2002 Ford Mustang GT Deluxe

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

2002 Ford Mustang GT Deluxe

Hebron, OH

UnscoredInsufficient · 3
$6,495Mileage not verified

Comparison: 3 similar vehicles

Hebron, OH

2013 Cadillac CTS Coupe Premium Collection

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

2013 Cadillac CTS Coupe Premium Collection

Newark, OH

UnscoredInsufficient · 0
$6,995169,435 mi

Newark, OH

2011 Honda Civic LX

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

2011 Honda Civic LX

Newark, OH

UnscoredLimited · 5
$7,419119,722 mi

Comparison: 5 similar vehicles

Newark, OH

2012 Mitsubishi Eclipse GS

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

2012 Mitsubishi Eclipse GS

Mount Vernon, OH

UnscoredInsufficient · 0
$7,500120,207 mi

Mount Vernon, OH

2012 Audi A5 Premium

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

2012 Audi A5 Premium

Newark, OH

UnscoredLimited · 9
$7,500116,470 mi

Comparison: 9 similar vehicles

Newark, OH

2010 Honda Civic LX

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

2010 Honda Civic LX

Columbus, OH

UnscoredLimited · 8
$7,948140,289 mi

Comparison: 8 similar vehicles

Columbus, OH

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Columbus, OH

UnscoredInsufficient · 3
$7,995123,158 mi

Comparison: 3 similar vehicles

Columbus, OH

2010 Honda Civic LX

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

2010 Honda Civic LX

Newark, OH

UnscoredLimited · 9
$7,995104,882 mi

Comparison: 9 similar vehicles

Newark, OH

2014 Honda Accord LX-S

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

2014 Honda Accord LX-S

Mount Vernon, OH

UnscoredInsufficient · 0
$7,998133,663 mi

Mount Vernon, OH

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Mount Vernon, OH

UnscoredLimited · 8
$7,998101,207 mi

Comparison: 8 similar vehicles

Mount Vernon, OH

2010 Honda Civic LX

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

2010 Honda Civic LX

Mount Vernon, OH

UnscoredLimited · 9
$7,998128,117 mi

Comparison: 9 similar vehicles

Mount Vernon, OH

2015 Honda Civic LX

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

2015 Honda Civic LX

Delaware, OH

UnscoredLimited · 11
$8,750148,396 mi

Comparison: 11 similar vehicles

Delaware, OH

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Pataskala, OH

Salvage title
$8,88861,359 mi

Pataskala, OH

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Columbus, OH

Fair PriceModerate · 29
$8,94860,261 mi

Market: $7,245 – $15,590

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Columbus, OH

2013 Cadillac CTS Coupe Performance Collection

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

2013 Cadillac CTS Coupe Performance Collection

Newark, OH

UnscoredLimited · 8
$9,295142,558 mi

Comparison: 8 similar vehicles

Newark, OH

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Delaware, OH

UnscoredInsufficient · 3
$9,40099,959 mi

Comparison: 3 similar vehicles

Delaware, OH

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Mansfield, OH

UnscoredLimited · 18
$9,443156,117 mi

Comparison: 18 similar vehicles

Mansfield, OH

2015 Honda Civic EX

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

2015 Honda Civic EX

Ashland, OH

Fair PriceModerate · 45
$9,975119,415 mi

Market: $4,388 – $17,590

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 251 days listed (based on current market benchmarks)

Ashland, OH

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Newark, OH

UnscoredInsufficient · 3
$9,995147,852 mi

Comparison: 3 similar vehicles

Newark, OH

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Columbus, OH

UnscoredLimited · 6
$9,99599,864 mi

Comparison: 6 similar vehicles

Columbus, OH

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Powell, OH

UnscoredLimited · 5
$9,99980,847 mi

Comparison: 5 similar vehicles

Powell, OH

2012 Nissan Altima S

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

2012 Nissan Altima S

Heath, OH

UnscoredLimited · 7
$10,99092,275 mi

Comparison: 7 similar vehicles

Heath, OH

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Westerville, OH

Fair PriceModerate · 32
$11,49598,211 mi

Market: $6,995 – $17,494

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 935 days listed (based on current market benchmarks)

Westerville, OH

2014 Honda Accord EX-L V-6

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

2014 Honda Accord EX-L V-6

Marion, OH

UnscoredLimited · 18
$11,500163,608 mi

Comparison: 18 similar vehicles

Marion, OH

2015 Chevrolet Camaro 1LS

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

2015 Chevrolet Camaro 1LS

Worthington, OH

UnscoredInsufficient · 4
$11,650101,279 mi

Comparison: 4 similar vehicles

Worthington, OH

2013 Hyundai Genesis Coupe Premium

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

2013 Hyundai Genesis Coupe Premium

Huron, OH

UnscoredInsufficient · 0
$11,875101,610 mi

Huron, OH

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Columbus, OH

UnscoredLimited · 8
$11,948106,987 mi

Comparison: 8 similar vehicles

Columbus, OH

2014 Scion tC 10 Series

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

2014 Scion tC 10 Series

Columbus, OH

UnscoredInsufficient · 0
$11,995112,116 mi

Columbus, OH

2014 Dodge Challenger Rallye Redline

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

2014 Dodge Challenger Rallye Redline

Dresden, OH

UnscoredInsufficient · 3
$11,999124,586 mi

Comparison: 3 similar vehicles

Dresden, OH

2014 Chevrolet Camaro 1SS

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

2014 Chevrolet Camaro 1SS

Pataskala, OH

UnscoredInsufficient · 0
$12,000Mileage not verified

Pataskala, OH

2012 Honda Civic SI

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

2012 Honda Civic SI

Wadsworth, OH

UnscoredLimited · 7
$12,899110,349 mi

Comparison: 7 similar vehicles

Wadsworth, OH

2017 Dodge Challenger SXT

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

2017 Dodge Challenger SXT

Powell, OH

UnscoredInsufficient · 3
$12,989136,970 mi

Comparison: 3 similar vehicles

Powell, OH

2014 Mercedes-Benz C-Class C350 Sport

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

2014 Mercedes-Benz C-Class C350 Sport

Newark, OH

UnscoredInsufficient · 0
$13,397111,766 mi

Newark, OH

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Columbus, OH

UnscoredInsufficient · 0
$13,44356,728 mi

Columbus, OH

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Columbus, OH

Fair PriceModerate · 24
$13,44370,264 mi

Market: $7,887 – $16,533

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Columbus, OH

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Newark, OH

UnscoredLimited · 14
$13,495134,274 mi

Comparison: 14 similar vehicles

Newark, OH

2016 Honda Civic EX-L

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

2016 Honda Civic EX-L

Columbus, OH

UnscoredLimited · 7
$13,499132,827 mi

Comparison: 7 similar vehicles

Columbus, OH

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Mansfield, OH

UnscoredLimited · 7
$13,60880,318 mi

Comparison: 7 similar vehicles

Mansfield, OH

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Columbus, OH

Fair PriceLimited · 16
$13,799108,542 mi

Market: $7,900 – $15,799

Comparison: 16 similar vehicles

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

Columbus, OH

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Columbus, OH

UnscoredInsufficient · 3
$13,948116,086 mi

Comparison: 3 similar vehicles

Columbus, OH

2013 Audi S5 Premium Plus

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

2013 Audi S5 Premium Plus

Columbus, OH

UnscoredInsufficient · 0
$13,94898,342 mi

Columbus, OH

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Mount Vernon, OH

UnscoredLimited · 6
$13,99597,100 mi

Comparison: 6 similar vehicles

Mount Vernon, OH

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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