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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

32,111 listings found

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Toledo, OH

UnscoredModerate · 29
$1,400192,342 mi

Comparison: 29 similar vehicles

Toledo, OH

2010 Nissan Altima S

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

2010 Nissan Altima S

Carleton, MI

UnscoredLimited · 8
$1,495249,158 mi

Comparison: 8 similar vehicles

Carleton, MI

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Carleton, MI

UnscoredInsufficient · 0
$1,595358,129 mi

Carleton, MI

2003 Mazda Tribute LX

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

2003 Mazda Tribute LX

Carleton, MI

UnscoredInsufficient · 0
$1,795193,113 mi

Carleton, MI

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Flat Rock, MI

UnscoredInsufficient · 4
$1,995235,000 mi

Comparison: 4 similar vehicles

Flat Rock, MI

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Carleton, MI

UnscoredInsufficient · 4
$1,995186,987 mi

Comparison: 4 similar vehicles

Carleton, MI

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Carleton, MI

UnscoredInsufficient · 4
$1,995199,486 mi

Comparison: 4 similar vehicles

Carleton, MI

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Flat Rock, MI

UnscoredLimited · 6
$1,995233,000 mi

Comparison: 6 similar vehicles

Flat Rock, MI

2004 Ford Econoline Van Commercial

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

2004 Ford Econoline Van Commercial

Flat Rock, MI

UnscoredInsufficient · 4
$1,995219,000 mi

Comparison: 4 similar vehicles

Flat Rock, MI

2003 Ford Explorer NBX

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

2003 Ford Explorer NBX

Flat Rock, MI

UnscoredInsufficient · 0
$1,995161,000 mi

Flat Rock, MI

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Woodhaven, MI

UnscoredInsufficient · 0
$2,250135,111 mi

Woodhaven, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Flat Rock, MI

UnscoredLimited · 16
$2,400230,385 mi

Comparison: 16 similar vehicles

Flat Rock, MI

2013 Ford Escape S

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

2013 Ford Escape S

Carleton, MI

UnscoredLimited · 8
$2,495204,195 mi

Comparison: 8 similar vehicles

Carleton, MI

2013 Kia Rio 5-Door LX

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

2013 Kia Rio 5-Door LX

Perrysburg, OH

UnscoredLimited · 6
$2,499220,900 mi

Comparison: 6 similar vehicles

Perrysburg, OH

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Lincoln Park, MI

UnscoredLimited · 5
$2,499153,061 mi

Comparison: 5 similar vehicles

Lincoln Park, MI

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Flat Rock, MI

UnscoredLimited · 7
$2,500296,000 mi

Comparison: 7 similar vehicles

Flat Rock, MI

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Flat Rock, MI

UnscoredInsufficient · 0
$2,500112,050 mi

Flat Rock, MI

2003 Chrysler PT Cruiser LIMITED

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

2003 Chrysler PT Cruiser LIMITED

Oregon, OH

UnscoredInsufficient · 0
$2,699172,262 mi

Oregon, OH

2010 Nissan Altima S

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

2010 Nissan Altima S

Findlay, OH

Fair PriceLimited · 15
$2,728279,382 mi

Market: $1,495 – $11,833

Comparison: 15 similar vehicles

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

Findlay, OH

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Findlay, OH

UnscoredRobust · 63
$2,737232,793 mi

Comparison: 63 similar vehicles

Findlay, OH

2008 Buick Lucerne CX

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

2008 Buick Lucerne CX

Findlay, OH

UnscoredInsufficient · 3
$2,737107,511 mi

Comparison: 3 similar vehicles

Findlay, OH

2003 Ford Mustang Standard

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

2003 Ford Mustang Standard

Fostoria, OH

UnscoredInsufficient · 3
$2,800143,338 mi

Comparison: 3 similar vehicles

Fostoria, OH

2005 Honda Civic LX

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

2005 Honda Civic LX

Maumee, OH

UnscoredInsufficient · 3
$2,948197,180 mi

Comparison: 3 similar vehicles

Maumee, OH

2004 Ford Focus ZX3

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

2004 Ford Focus ZX3

Amherst, OH

UnscoredInsufficient · 0
$2,988170,948 mi

Amherst, OH

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Toledo, OH

UnscoredModerate · 28
$2,995261,504 mi

Comparison: 28 similar vehicles

Toledo, OH

2013 Ford Flex SEL

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

2013 Ford Flex SEL

Carleton, MI

UnscoredLimited · 9
$2,995134,752 mi

Comparison: 9 similar vehicles

Carleton, MI

2013 GMC Terrain SLT-2

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

2013 GMC Terrain SLT-2

Carleton, MI

UnscoredLimited · 5
$2,995211,606 mi

Comparison: 5 similar vehicles

Carleton, MI

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Carleton, MI

Fair PriceLimited · 15
$2,995180,840 mi

Market: $2,600 – $6,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Carleton, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Carleton, MI

Fair PriceLimited · 16
$2,995182,804 mi

Market: $2,495 – $13,000

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Carleton, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Wyandotte, MI

Fair PriceLimited · 10
$2,995141,258 mi

Market: $2,995 – $6,825

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Wyandotte, MI

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Toledo, OH

UnscoredLimited · 7
$2,995196,774 mi

Comparison: 7 similar vehicles

Toledo, OH

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Vermilion, OH

UnscoredLimited · 6
$2,995194,269 mi

Comparison: 6 similar vehicles

Vermilion, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Taylor, MI

Fair PriceLimited · 13
$2,995142,008 mi

Market: $1,500 – $6,450

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1465 days listed (based on current market benchmarks)

Taylor, MI

No Photo

2008 Ford Edge SE

Bellevue, OH

UnscoredLimited · 14
$2,995281,333 mi

Comparison: 14 similar vehicles

Bellevue, OH

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Toledo, OH

UnscoredLimited · 16
$2,995175,870 mi

Comparison: 16 similar vehicles

Toledo, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Perrysburg, OH

Fair PriceModerate · 47
$2,995265,200 mi

Market: $1,495 – $5,999

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Perrysburg, OH

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Carleton, MI

UnscoredLimited · 15
$2,995202,430 mi

Comparison: 15 similar vehicles

Carleton, MI

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Perrysburg, OH

UnscoredLimited · 6
$2,995198,200 mi

Comparison: 6 similar vehicles

Perrysburg, OH

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Bowling Green, OH

UnscoredInsufficient · 0
$2,995161,781 mi

Bowling Green, OH

1997 Chevrolet GMT400

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

1997 Chevrolet GMT400

Romulus, MI

UnscoredInsufficient · 0
$2,995139,000 mi

Romulus, MI

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Perrysburg, OH

UnscoredInsufficient · 3
$2,999229,005 mi

Comparison: 3 similar vehicles

Perrysburg, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Perrysburg, OH

Fair PriceModerate · 46
$2,999267,304 mi

Market: $2,650 – $9,999

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Perrysburg, OH

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Toledo, OH

UnscoredLimited · 7
$2,999191,908 mi

Comparison: 7 similar vehicles

Toledo, OH

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Toledo, OH

UnscoredLimited · 18
$2,999215,065 mi

Comparison: 18 similar vehicles

Toledo, OH

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Fostoria, OH

UnscoredInsufficient · 0
$3,000253,768 mi

Fostoria, OH

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Ecorse, MI

UnscoredLimited · 5
$3,199143,555 mi

Comparison: 5 similar vehicles

Ecorse, MI

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Flat Rock, MI

UnscoredInsufficient · 3
$3,200274,000 mi

Comparison: 3 similar vehicles

Flat Rock, MI

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Flat Rock, MI

UnscoredInsufficient · 3
$3,200221,209 mi

Comparison: 3 similar vehicles

Flat Rock, MI

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Findlay, OH

UnscoredInsufficient · 4
$3,228260,299 mi

Comparison: 4 similar vehicles

Findlay, OH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Carleton, MI

UnscoredInsufficient · 4
$3,295178,738 mi

Comparison: 4 similar vehicles

Carleton, MI

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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