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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 15, 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)

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Columbus, OH

UnscoredLimited · 8
$1,400Mileage not verified

Comparison: 8 similar vehicles

Columbus, OH

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Reynoldsburg, OH

UnscoredLimited · 7
$1,495245,639 mi

Comparison: 7 similar vehicles

Reynoldsburg, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Greenfield, OH

UnscoredModerate · 41
$1,500198,115 mi

Comparison: 41 similar vehicles

Greenfield, OH

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Columbus, OH

UnscoredInsufficient · 3
$1,550Mileage not verified

Comparison: 3 similar vehicles

Columbus, OH

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Columbus, OH

UnscoredLimited · 12
$1,600Mileage not verified

Comparison: 12 similar vehicles

Columbus, OH

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Columbus, OH

UnscoredLimited · 10
$1,650208,312 mi

Comparison: 10 similar vehicles

Columbus, OH

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Columbus, OH

UnscoredRobust · 50
$1,700Mileage not verified

Comparison: 50 similar vehicles

Columbus, OH

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Lancaster, OH

UnscoredInsufficient · 0
$1,750157,875 mi

Lancaster, OH

2007 Honda Civic EX

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

2007 Honda Civic EX

Galloway, OH

UnscoredLimited · 15
$1,850305,898 mi

Comparison: 15 similar vehicles

Galloway, OH

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Columbus, OH

UnscoredLimited · 7
$1,893183,867 mi

Comparison: 7 similar vehicles

Columbus, OH

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Columbus, OH

UnscoredInsufficient · 3
$1,950277,360 mi

Comparison: 3 similar vehicles

Columbus, OH

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Dresden, OH

UnscoredModerate · 22
$1,999196,793 mi

Comparison: 22 similar vehicles

Dresden, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Galloway, OH

UnscoredLimited · 11
$2,000262,518 mi

Comparison: 11 similar vehicles

Galloway, OH

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Lancaster, OH

UnscoredInsufficient · 3
$2,000179,744 mi

Comparison: 3 similar vehicles

Lancaster, OH

2004 Chevrolet Aveo

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

2004 Chevrolet Aveo

Canal Winchester, OH

UnscoredInsufficient · 0
$2,15054,700 mi

Canal Winchester, OH

2002 Chrysler PT Cruiser Base

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

2002 Chrysler PT Cruiser Base

Delaware, OH

UnscoredInsufficient · 0
$2,195205,162 mi

Delaware, OH

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Columbus, OH

UnscoredModerate · 33
$2,200Mileage not verified

Comparison: 33 similar vehicles

Columbus, OH

2011 Kia Soul Base

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

2011 Kia Soul Base

Grove City, OH

UnscoredLimited · 5
$2,200177,072 mi

Comparison: 5 similar vehicles

Grove City, OH

2008 Nissan Xterra SE

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

2008 Nissan Xterra SE

Columbus, OH

UnscoredInsufficient · 0
$2,200208,865 mi

Columbus, OH

2006 Nissan Xterra Off Road

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

2006 Nissan Xterra Off Road

Malta, OH

UnscoredInsufficient · 0
$2,200249,445 mi

Malta, OH

2007 Acura MDX Base

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

2007 Acura MDX Base

Grove City, OH

UnscoredInsufficient · 0
$2,393229,790 mi

Grove City, OH

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Grove City, OH

UnscoredInsufficient · 3
$2,400125,472 mi

Comparison: 3 similar vehicles

Grove City, OH

2014 Chrysler Town & Country Touring-L

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

2014 Chrysler Town & Country Touring-L

Columbus, OH

UnscoredInsufficient · 3
$2,400213,689 mi

Comparison: 3 similar vehicles

Columbus, OH

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Rockbridge, OH

UnscoredModerate · 33
$2,471183,125 mi

Comparison: 33 similar vehicles

Rockbridge, OH

2014 Ford Fusion S

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

2014 Ford Fusion S

Lancaster, OH

UnscoredLimited · 6
$2,500171,941 mi

Comparison: 6 similar vehicles

Lancaster, OH

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Grove City, OH

UnscoredModerate · 25
$2,500179,612 mi

Comparison: 25 similar vehicles

Grove City, OH

2010 Nissan Altima S

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

2010 Nissan Altima S

Lancaster, OH

Fair PriceLimited · 13
$2,500133,684 mi

Market: $1,495 – $11,833

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 341 days listed (based on current market benchmarks)

Lancaster, OH

2005 Scion xB Base

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

2005 Scion xB Base

East Fultonham, OH

UnscoredInsufficient · 3
$2,500211,965 mi

Comparison: 3 similar vehicles

East Fultonham, OH

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Columbus, OH

UnscoredInsufficient · 4
$2,500166,471 mi

Comparison: 4 similar vehicles

Columbus, OH

2004 Subaru Forester X

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

2004 Subaru Forester X

Carroll, OH

UnscoredInsufficient · 0
$2,500246,295 mi

Carroll, OH

No Photo

2003 Acura TL Base

Columbus, OH

Salvage title
$2,500236,028 mi

Columbus, OH

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Grove City, OH

UnscoredLimited · 11
$2,600169,116 mi

Comparison: 11 similar vehicles

Grove City, OH

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Grove City, OH

UnscoredInsufficient · 4
$2,600100,097 mi

Comparison: 4 similar vehicles

Grove City, OH

2013 Buick Encore Leather

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

2013 Buick Encore Leather

Grove City, OH

UnscoredLimited · 7
$2,600101,779 mi

Comparison: 7 similar vehicles

Grove City, OH

2012 Dodge Charger SXT

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

2012 Dodge Charger SXT

Columbus, OH

UnscoredLimited · 6
$2,600Mileage not verified

Comparison: 6 similar vehicles

Columbus, OH

2007 Chevrolet Monte Carlo LT

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

2007 Chevrolet Monte Carlo LT

Columbus, OH

UnscoredInsufficient · 0
$2,600147,249 mi

Columbus, OH

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Columbus, OH

Fair PriceModerate · 21
$2,695203,050 mi

Market: $2,600 – $6,999

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 244 days listed (based on current market benchmarks)

Columbus, OH

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Grove City, OH

UnscoredLimited · 9
$2,700116,558 mi

Comparison: 9 similar vehicles

Grove City, OH

2013 Dodge Charger SE

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

2013 Dodge Charger SE

Columbus, OH

UnscoredModerate · 23
$2,700Mileage not verified

Comparison: 23 similar vehicles

Columbus, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Columbus, OH

UnscoredLimited · 5
$2,700125,643 mi

Comparison: 5 similar vehicles

Columbus, OH

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Canal Winchester, OH

Fair PriceModerate · 25
$2,795210,000 mi

Market: $1,999 – $6,545

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 589 days listed (based on current market benchmarks)

Canal Winchester, OH

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Grove City, OH

UnscoredInsufficient · 4
$2,800176,119 mi

Comparison: 4 similar vehicles

Grove City, OH

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

Grove City, OH

UnscoredLimited · 5
$2,800130,277 mi

Comparison: 5 similar vehicles

Grove City, OH

2012 FIAT 500 Pop

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

2012 FIAT 500 Pop

Grove City, OH

UnscoredModerate · 25
$2,80088,834 mi

Comparison: 25 similar vehicles

Grove City, OH

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

Grove City, OH

UnscoredLimited · 11
$2,800184,797 mi

Comparison: 11 similar vehicles

Grove City, OH

2008 Honda Civic EX

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

2008 Honda Civic EX

Grove City, OH

UnscoredInsufficient · 4
$2,800185,813 mi

Comparison: 4 similar vehicles

Grove City, OH

2008 Honda Civic EX

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

2008 Honda Civic EX

Columbus, OH

UnscoredInsufficient · 4
$2,800187,874 mi

Comparison: 4 similar vehicles

Columbus, OH

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Grove City, OH

Salvage title
$2,85075,062 mi

Grove City, OH

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Columbus, OH

UnscoredModerate · 32
$2,850256,538 mi

Comparison: 32 similar vehicles

Columbus, OH

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Columbus, OH

UnscoredLimited · 10
$2,893218,378 mi

Comparison: 10 similar vehicles

Columbus, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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