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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2007 GMC Savana

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

2007 GMC Savana

Lakewood, OH

UnscoredInsufficient · 0
$1,695257,986 mi

Lakewood, OH

1996 Honda Accord

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

1996 Honda Accord

Perry, OH

UnscoredInsufficient · 0
$1,890198,000 mi

Perry, OH

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Cleveland, OH

UnscoredLimited · 14
$1,900182,429 mi

Comparison: 14 similar vehicles

Cleveland, OH

2008 Scion xD Base

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

2008 Scion xD Base

Perry, OH

UnscoredLimited · 5
$1,990192,676 mi

Comparison: 5 similar vehicles

Perry, OH

2004 Honda Accord LX

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

2004 Honda Accord LX

Perry, OH

UnscoredInsufficient · 0
$1,990273,691 mi

Perry, OH

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Cuyahoga Falls, OH

UnscoredLimited · 15
$1,995178,713 mi

Comparison: 15 similar vehicles

Cuyahoga Falls, OH

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Painesville, OH

UnscoredModerate · 29
$1,995179,585 mi

Comparison: 29 similar vehicles

Painesville, OH

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Eastlake, OH

UnscoredLimited · 5
$1,995111,920 mi

Comparison: 5 similar vehicles

Eastlake, OH

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Mansfield, OH

Fair PriceLimited · 14
$1,995Mileage not verified

Market: $1,900 – $4,500

Comparison: 14 similar vehicles

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

Mansfield, OH

2008 Kia Spectra SX

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

2008 Kia Spectra SX

Mansfield, OH

UnscoredInsufficient · 0
$1,995166,845 mi

Mansfield, OH

2007 Toyota Matrix XR

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

2007 Toyota Matrix XR

Kent, OH

UnscoredInsufficient · 0
$1,995245,997 mi

Kent, OH

2005 Buick Terraza CX

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

2005 Buick Terraza CX

Eastlake, OH

UnscoredInsufficient · 0
$1,995213,317 mi

Eastlake, OH

2000 Honda Odyssey EX

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

2000 Honda Odyssey EX

North Ridgeville, OH

UnscoredInsufficient · 4
$1,995160,500 mi

Comparison: 4 similar vehicles

North Ridgeville, OH

2000 Toyota Rav4 Base

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

2000 Toyota Rav4 Base

Brook Park, OH

UnscoredInsufficient · 0
$1,995203,000 mi

Brook Park, OH

1994 Ford Ranger XL

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

1994 Ford Ranger XL

Cleveland, OH

UnscoredInsufficient · 0
$1,995215,919 mi

Cleveland, OH

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Cleveland, OH

UnscoredLimited · 11
$1,999165,000 mi

Comparison: 11 similar vehicles

Cleveland, OH

2010 Ford Focus SES

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

2010 Ford Focus SES

Perry, OH

UnscoredInsufficient · 3
$2,099208,000 mi

Comparison: 3 similar vehicles

Perry, OH

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Kirtland, OH

UnscoredInsufficient · 4
$2,100241,056 mi

Comparison: 4 similar vehicles

Kirtland, OH

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Willoughby, OH

UnscoredLimited · 8
$2,194143,000 mi

Comparison: 8 similar vehicles

Willoughby, OH

2009 Chevrolet Malibu 1LS

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

2009 Chevrolet Malibu 1LS

Willoughby, OH

UnscoredInsufficient · 3
$2,194205,000 mi

Comparison: 3 similar vehicles

Willoughby, OH

2007 Ford Fusion SE

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

2007 Ford Fusion SE

Willoughby, OH

UnscoredInsufficient · 4
$2,194137,000 mi

Comparison: 4 similar vehicles

Willoughby, OH

1991 Dodge Shadow

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

1991 Dodge Shadow

Cleveland, OH

UnscoredInsufficient · 0
$2,19587,613 mi

Cleveland, OH

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Middleburg Heights, OH

UnscoredLimited · 7
$2,198211,676 mi

Comparison: 7 similar vehicles

Middleburg Heights, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Perry, OH

UnscoredLimited · 18
$2,199169,000 mi

Comparison: 18 similar vehicles

Perry, OH

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Cleveland, OH

UnscoredModerate · 38
$2,200123,456 mi

Comparison: 38 similar vehicles

Cleveland, OH

2010 Kia Forte Koup EX

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

2010 Kia Forte Koup EX

Cleveland, OH

UnscoredInsufficient · 0
$2,200199,000 mi

Cleveland, OH

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Cleveland, OH

UnscoredLimited · 10
$2,200133,000 mi

Comparison: 10 similar vehicles

Cleveland, OH

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Cleveland, OH

UnscoredInsufficient · 0
$2,200113,000 mi

Cleveland, OH

2003 Dodge Caravan SE

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

2003 Dodge Caravan SE

Mogadore, OH

UnscoredInsufficient · 0
$2,295140,809 mi

Mogadore, OH

2010 Ford Focus SE

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

2010 Ford Focus SE

Cleveland, OH

UnscoredModerate · 29
$2,300132,000 mi

Comparison: 29 similar vehicles

Cleveland, OH

2009 Pontiac G6

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

2009 Pontiac G6

Cleveland, OH

Fair PriceLimited · 18
$2,300Mileage not verified

Market: $1,999 – $6,999

Comparison: 18 similar vehicles

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

Cleveland, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Strongsville, OH

UnscoredLimited · 15
$2,348159,227 mi

Comparison: 15 similar vehicles

Strongsville, OH

2004 Toyota 4Runner SR5

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

2004 Toyota 4Runner SR5

Orrville, OH

UnscoredInsufficient · 3
$2,348326,101 mi

Comparison: 3 similar vehicles

Orrville, OH

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

North Canton, OH

UnscoredInsufficient · 0
$2,350112,218 mi

North Canton, OH

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Norton, OH

UnscoredInsufficient · 0
$2,398176,228 mi

Norton, OH

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Perry, OH

UnscoredLimited · 6
$2,399199,900 mi

Comparison: 6 similar vehicles

Perry, OH

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Perry, OH

UnscoredLimited · 13
$2,399240,921 mi

Comparison: 13 similar vehicles

Perry, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Cleveland, OH

UnscoredModerate · 26
$2,400194,757 mi

Comparison: 26 similar vehicles

Cleveland, OH

2012 Honda Civic LX

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

2012 Honda Civic LX

Cleveland, OH

UnscoredLimited · 12
$2,400222,533 mi

Comparison: 12 similar vehicles

Cleveland, OH

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Cleveland, OH

UnscoredLimited · 7
$2,400141,733 mi

Comparison: 7 similar vehicles

Cleveland, OH

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Cleveland, OH

UnscoredInsufficient · 3
$2,400150,859 mi

Comparison: 3 similar vehicles

Cleveland, OH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Cleveland, OH

UnscoredLimited · 8
$2,400152,000 mi

Comparison: 8 similar vehicles

Cleveland, OH

2010 Subaru Legacy I Premium

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

2010 Subaru Legacy I Premium

Cleveland, OH

UnscoredLimited · 6
$2,400154,530 mi

Comparison: 6 similar vehicles

Cleveland, OH

2008 Chevrolet HHR LS

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

2008 Chevrolet HHR LS

Cleveland, OH

UnscoredLimited · 9
$2,400119,859 mi

Comparison: 9 similar vehicles

Cleveland, OH

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Cleveland, OH

UnscoredLimited · 7
$2,400156,497 mi

Comparison: 7 similar vehicles

Cleveland, OH

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Akron, OH

UnscoredLimited · 14
$2,400124,012 mi

Comparison: 14 similar vehicles

Akron, OH

No Photo

2002 Hyundai Sonata Base

Akron, OH

UnscoredInsufficient · 0
$2,400174,150 mi

Akron, OH

2011 Ford Flex Limited

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

2011 Ford Flex Limited

Middleburg Heights, OH

UnscoredLimited · 5
$2,443307,559 mi

Comparison: 5 similar vehicles

Middleburg Heights, OH

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Middleburg Heights, OH

UnscoredInsufficient · 3
$2,443174,890 mi

Comparison: 3 similar vehicles

Middleburg Heights, OH

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Middleburg Heights, OH

UnscoredLimited · 10
$2,443132,266 mi

Comparison: 10 similar vehicles

Middleburg Heights, 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 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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