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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

284 listings found

2007 Honda Accord EX

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

2007 Honda Accord EX

Wilmington, OH

UnscoredLimited · 6
$3,728260,303 mi

Comparison: 6 similar vehicles

Wilmington, OH

2005 Chevrolet Monte Carlo LS

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

2005 Chevrolet Monte Carlo LS

Olive Hill, KY

UnscoredInsufficient · 0
$4,400125,641 mi

Olive Hill, KY

2005 Hyundai Tiburon GT

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

2005 Hyundai Tiburon GT

Cincinnati, OH

UnscoredInsufficient · 0
$4,792104,149 mi

Cincinnati, OH

2001 Chevrolet Monte Carlo SS

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

2001 Chevrolet Monte Carlo SS

Cincinnati, OH

UnscoredInsufficient · 0
$4,79286,838 mi

Cincinnati, OH

2012 Honda Civic EX

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

2012 Honda Civic EX

West Portsmouth, OH

UnscoredModerate · 28
$4,800130,831 mi

Comparison: 28 similar vehicles

West Portsmouth, OH

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Amelia, OH

UnscoredInsufficient · 3
$4,890160,017 mi

Comparison: 3 similar vehicles

Amelia, OH

2011 Honda Civic LX

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

2011 Honda Civic LX

West Portsmouth, OH

Salvage title
$4,90053,572 mi

West Portsmouth, OH

2016 Kia Forte Koup SX

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

2016 Kia Forte Koup SX

Maysville, KY

UnscoredInsufficient · 0
$4,999108,252 mi

Maysville, KY

2012 Audi A5 Premium

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

2012 Audi A5 Premium

Cincinnati, OH

UnscoredLimited · 11
$4,999138,102 mi

Comparison: 11 similar vehicles

Cincinnati, OH

2007 Saturn ION 2

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

2007 Saturn ION 2

Cincinnati, OH

UnscoredInsufficient · 0
$5,29242,516 mi

Cincinnati, OH

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Cincinnati, OH

UnscoredLimited · 5
$5,900142,770 mi

Comparison: 5 similar vehicles

Cincinnati, OH

2010 Scion tC Base

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

2010 Scion tC Base

Milford, OH

UnscoredInsufficient · 4
$6,49598,380 mi

Comparison: 4 similar vehicles

Milford, OH

2008 Honda Civic EX

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

2008 Honda Civic EX

Morehead, KY

UnscoredLimited · 13
$6,700129,635 mi

Comparison: 13 similar vehicles

Morehead, KY

2012 MINI Cooper John Cooper Works

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

2012 MINI Cooper John Cooper Works

Amelia, OH

UnscoredInsufficient · 0
$6,89072,968 mi

Amelia, OH

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Cincinnati, OH

UnscoredLimited · 7
$6,900140,880 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2013 Scion tC Base

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

2013 Scion tC Base

Wilmington, OH

UnscoredLimited · 6
$6,938174,459 mi

Comparison: 6 similar vehicles

Wilmington, OH

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Cincinnati, OH

UnscoredInsufficient · 0
$6,995137,126 mi

Cincinnati, OH

2008 Honda Civic SI

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

2008 Honda Civic SI

Cincinnati, OH

UnscoredInsufficient · 0
$7,292137,117 mi

Cincinnati, OH

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

Amelia, OH

UnscoredInsufficient · 3
$7,495156,003 mi

Comparison: 3 similar vehicles

Amelia, OH

2012 Honda Civic EX

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

2012 Honda Civic EX

Cincinnati, OH

UnscoredLimited · 7
$7,792132,054 mi

Comparison: 7 similar vehicles

Cincinnati, OH

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

Cincinnati, OH

UnscoredInsufficient · 3
$7,792131,202 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2006 Chevrolet Monte Carlo SS

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

2006 Chevrolet Monte Carlo SS

Cincinnati, OH

UnscoredInsufficient · 0
$7,792140,269 mi

Cincinnati, OH

2001 Chevrolet Camaro Base

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

2001 Chevrolet Camaro Base

Cincinnati, OH

UnscoredInsufficient · 0
$7,79291,642 mi

Cincinnati, OH

No Photo

2012 Dodge Challenger R/T

Cynthiana, KY

UnscoredInsufficient · 4
$7,976155,235 mi

Comparison: 4 similar vehicles

Cynthiana, KY

2010 Scion tC Base

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

2010 Scion tC Base

Milford, OH

UnscoredInsufficient · 4
$7,99581,267 mi

Comparison: 4 similar vehicles

Milford, OH

2009 Scion tC Base

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

2009 Scion tC Base

Cincinnati, OH

UnscoredInsufficient · 3
$7,995124,652 mi

Comparison: 3 similar vehicles

Cincinnati, OH

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

Cincinnati, OH

UnscoredInsufficient · 4
$7,999153,915 mi

Comparison: 4 similar vehicles

Cincinnati, OH

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

Wilmington, OH

UnscoredLimited · 8
$8,106189,986 mi

Comparison: 8 similar vehicles

Wilmington, OH

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Mount Orab, OH

UnscoredLimited · 10
$8,434148,087 mi

Comparison: 10 similar vehicles

Mount Orab, OH

2009 Dodge Challenger SE

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

2009 Dodge Challenger SE

Cincinnati, OH

UnscoredInsufficient · 0
$8,79295,269 mi

Cincinnati, OH

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Amelia, OH

UnscoredInsufficient · 0
$8,89059,117 mi

Amelia, OH

2012 Honda Civic LX

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

2012 Honda Civic LX

Wheelersburg, OH

UnscoredRobust · 111
$8,950130,672 mi

Comparison: 111 similar vehicles

Wheelersburg, OH

2012 Honda Accord EX

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

2012 Honda Accord EX

Cincinnati, OH

UnscoredLimited · 8
$8,995135,698 mi

Comparison: 8 similar vehicles

Cincinnati, OH

2012 INFINITI G Coupe 37x

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

2012 INFINITI G Coupe 37x

Cincinnati, OH

UnscoredInsufficient · 3
$8,995167,638 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2011 Hyundai Genesis Coupe Premium

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

2011 Hyundai Genesis Coupe Premium

Cincinnati, OH

UnscoredInsufficient · 0
$8,995111,640 mi

Cincinnati, OH

2006 Chevrolet Monte Carlo SS

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

2006 Chevrolet Monte Carlo SS

Cincinnati, OH

UnscoredInsufficient · 0
$8,99798,734 mi

Cincinnati, OH

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Amelia, OH

UnscoredLimited · 5
$9,000157,000 mi

Comparison: 5 similar vehicles

Amelia, OH

2010 INFINITI G Coupe 37 Journey

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

2010 INFINITI G Coupe 37 Journey

Batavia, OH

UnscoredInsufficient · 0
$9,240116,847 mi

Batavia, OH

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Cincinnati, OH

UnscoredInsufficient · 3
$9,292119,984 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2015 Nissan 370Z Coupe Base

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

2015 Nissan 370Z Coupe Base

Cincinnati, OH

UnscoredInsufficient · 0
$9,295181,706 mi

Cincinnati, OH

2000 Toyota Celica GT-S

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

2000 Toyota Celica GT-S

Amelia, OH

UnscoredInsufficient · 0
$9,39068,971 mi

Amelia, 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

Cincinnati, OH

UnscoredInsufficient · 3
$9,792124,663 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Cincinnati, OH

UnscoredLimited · 6
$9,792142,412 mi

Comparison: 6 similar vehicles

Cincinnati, OH

2015 Kia Forte Koup EX

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

2015 Kia Forte Koup EX

Chillicothe, OH

UnscoredInsufficient · 0
$9,87595,608 mi

Chillicothe, OH

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Vanceburg, KY

Great DealModerate · 35
$9,950115,195 mi

Market: $10,995 – $17,535

Comparison: 35 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 56 days listed (based on current market benchmarks)

Vanceburg, KY

2015 Scion tC Release Series 9.0

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

2015 Scion tC Release Series 9.0

Cynthiana, KY

UnscoredInsufficient · 3
$9,97666,958 mi

Comparison: 3 similar vehicles

Cynthiana, KY

2011 BMW 3 Series 335i

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

2011 BMW 3 Series 335i

Cincinnati, OH

UnscoredLimited · 7
$9,990101,552 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2011 Honda Accord EX-L V6

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

2011 Honda Accord EX-L V6

Milford, OH

Fair PriceLimited · 14
$9,995117,154 mi

Market: $5,800 – $12,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Milford, OH

2004 Toyota Camry Solara SLE

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

2004 Toyota Camry Solara SLE

Cincinnati, OH

UnscoredInsufficient · 0
$9,99548,535 mi

Cincinnati, OH

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Cincinnati, OH

UnscoredModerate · 28
$10,292141,663 mi

Comparison: 28 similar vehicles

Cincinnati, 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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