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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 16, 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)

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Madison Heights, MI

UnscoredModerate · 33
$1,250169,000 mi

Comparison: 33 similar vehicles

Madison Heights, MI

2004 Nissan Sentra 1.8 S

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

2004 Nissan Sentra 1.8 S

Madison Heights, MI

UnscoredInsufficient · 0
$1,250240,000 mi

Madison Heights, 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

Madison Heights, MI

UnscoredLimited · 5
$1,299Mileage not verified

Comparison: 5 similar vehicles

Madison Heights, MI

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

Flint, MI

UnscoredInsufficient · 0
$1,399254,238 mi

Flint, MI

2010 Volkswagen Passat Komfort

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

2010 Volkswagen Passat Komfort

Highland Park, MI

UnscoredInsufficient · 3
$1,495252,651 mi

Comparison: 3 similar vehicles

Highland Park, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Chesaning, MI

UnscoredLimited · 16
$1,495302,180 mi

Comparison: 16 similar vehicles

Chesaning, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Madison Heights, MI

UnscoredInsufficient · 0
$1,49957,696 mi

Madison Heights, MI

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Pontiac, MI

UnscoredInsufficient · 0
$1,499187,000 mi

Pontiac, MI

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Madison Heights, MI

UnscoredInsufficient · 3
$1,499233,500 mi

Comparison: 3 similar vehicles

Madison Heights, MI

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Saginaw, MI

UnscoredLimited · 12
$1,500195,975 mi

Comparison: 12 similar vehicles

Saginaw, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Detroit, MI

UnscoredInsufficient · 3
$1,500Mileage not verified

Comparison: 3 similar vehicles

Detroit, MI

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Howell, MI

UnscoredLimited · 9
$1,564267,412 mi

Comparison: 9 similar vehicles

Howell, MI

2004 Pontiac Vibe Base

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

2004 Pontiac Vibe Base

Westland, MI

UnscoredInsufficient · 3
$1,613299,999 mi

Comparison: 3 similar vehicles

Westland, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Madison Heights, MI

UnscoredLimited · 10
$1,699Mileage not verified

Comparison: 10 similar vehicles

Madison Heights, MI

2001 Toyota Camry CE

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

2001 Toyota Camry CE

Oak Park, MI

UnscoredInsufficient · 3
$1,750241,000 mi

Comparison: 3 similar vehicles

Oak Park, MI

2012 Nissan Versa S

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

2012 Nissan Versa S

Novi, MI

UnscoredLimited · 11
$1,775213,569 mi

Comparison: 11 similar vehicles

Novi, MI

2010 Jeep Patriot Latitude

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

2010 Jeep Patriot Latitude

Davison, MI

UnscoredInsufficient · 3
$1,795195,452 mi

Comparison: 3 similar vehicles

Davison, MI

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Mount Morris, MI

UnscoredInsufficient · 0
$1,799186,669 mi

Mount Morris, MI

2005 Chevrolet Cavalier Base

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

2005 Chevrolet Cavalier Base

Warren, MI

UnscoredInsufficient · 0
$1,799163,835 mi

Warren, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Sterling Heights, MI

UnscoredModerate · 35
$1,880195,116 mi

Comparison: 35 similar vehicles

Sterling Heights, MI

2009 Kia Spectra EX

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

2009 Kia Spectra EX

Clinton Township, MI

UnscoredInsufficient · 0
$1,895180,000 mi

Clinton Township, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Mount Morris, MI

UnscoredModerate · 49
$1,899225,486 mi

Comparison: 49 similar vehicles

Mount Morris, MI

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Flint, MI

UnscoredLimited · 5
$1,900208,845 mi

Comparison: 5 similar vehicles

Flint, MI

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Ann Arbor, MI

UnscoredInsufficient · 0
$1,900277,446 mi

Ann Arbor, MI

2004 Acura TL Base

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

2004 Acura TL Base

Southfield, MI

UnscoredInsufficient · 3
$1,900311,269 mi

Comparison: 3 similar vehicles

Southfield, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Davison, MI

UnscoredLimited · 9
$1,901174,753 mi

Comparison: 9 similar vehicles

Davison, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Davison, MI

UnscoredModerate · 32
$1,901210,604 mi

Comparison: 32 similar vehicles

Davison, MI

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Village Of Clarkston, MI

UnscoredLimited · 10
$1,913172,630 mi

Comparison: 10 similar vehicles

Village Of Clarkston, MI

2005 Scion xB Base

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

2005 Scion xB Base

Troy, MI

UnscoredInsufficient · 3
$1,950194,400 mi

Comparison: 3 similar vehicles

Troy, MI

2011 Nissan Altima S

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

2011 Nissan Altima S

Lansing, MI

Salvage title
$1,980224,002 mi

Lansing, MI

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Lansing, MI

UnscoredModerate · 29
$1,980237,566 mi

Comparison: 29 similar vehicles

Lansing, MI

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

River Rouge, MI

UnscoredLimited · 16
$1,995231,923 mi

Comparison: 16 similar vehicles

River Rouge, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

River Rouge, MI

UnscoredModerate · 31
$1,995196,904 mi

Comparison: 31 similar vehicles

River Rouge, MI

2013 Kia Soul Base

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

2013 Kia Soul Base

Saginaw, MI

UnscoredModerate · 20
$1,995224,769 mi

Comparison: 20 similar vehicles

Saginaw, MI

2012 Ford Taurus SEL

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

2012 Ford Taurus SEL

River Rouge, MI

UnscoredLimited · 8
$1,995216,919 mi

Comparison: 8 similar vehicles

River Rouge, MI

2012 Ford Edge SEL

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

2012 Ford Edge SEL

River Rouge, MI

UnscoredInsufficient · 4
$1,995258,289 mi

Comparison: 4 similar vehicles

River Rouge, MI

2010 Ford Edge SE

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

2010 Ford Edge SE

Chesaning, MI

UnscoredLimited · 5
$1,995200,155 mi

Comparison: 5 similar vehicles

Chesaning, MI

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Warren, MI

UnscoredLimited · 8
$1,995284,388 mi

Comparison: 8 similar vehicles

Warren, MI

2009 Ford Edge Limited

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

2009 Ford Edge Limited

River Rouge, MI

UnscoredLimited · 9
$1,995255,000 mi

Comparison: 9 similar vehicles

River Rouge, MI

2009 Kia Rio Base

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

2009 Kia Rio Base

Warren, MI

UnscoredInsufficient · 0
$1,995260,965 mi

Warren, MI

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Redford Charter Township, MI

UnscoredLimited · 7
$1,995203,723 mi

Comparison: 7 similar vehicles

Redford Charter Township, MI

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Saginaw, MI

UnscoredInsufficient · 0
$1,995186,079 mi

Saginaw, MI

2005 Dodge Grand Caravan SXT

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

2005 Dodge Grand Caravan SXT

Warren, MI

UnscoredInsufficient · 0
$1,995152,125 mi

Warren, MI

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Redford Charter Township, MI

UnscoredLimited · 6
$1,995245,866 mi

Comparison: 6 similar vehicles

Redford Charter Township, MI

2001 Chevrolet Express Base

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

2001 Chevrolet Express Base

Warren, MI

UnscoredInsufficient · 3
$1,995293,199 mi

Comparison: 3 similar vehicles

Warren, MI

1996 GMC Sierra

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

1996 GMC Sierra

Warren, MI

UnscoredInsufficient · 0
$1,995226,567 mi

Warren, MI

1996 Dodge Ram 1500

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

1996 Dodge Ram 1500

Warren, MI

UnscoredInsufficient · 0
$1,995161,616 mi

Warren, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

Madison Heights, MI

UnscoredModerate · 32
$1,999198,000 mi

Comparison: 32 similar vehicles

Madison Heights, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

New Baltimore, MI

UnscoredModerate · 22
$1,999142,624 mi

Comparison: 22 similar vehicles

New Baltimore, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

Madison Heights, MI

Fair PriceModerate · 30
$1,999Mileage not verified

Market: $1,999 – $6,100

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Madison Heights, 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. 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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