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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

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

2008 BMW X5 3.0si

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

2008 BMW X5 3.0si

Pontiac, MI

UnscoredInsufficient · 0
$1,29999,000 mi

Pontiac, MI

2001 Subaru Forester L 4 AT

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

2001 Subaru Forester L 4 AT

Novi, MI

UnscoredInsufficient · 0
$1,480252,902 mi

Novi, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Saginaw, MI

Unscored
$1,495197,042 mi

Comparison: 27 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

Chesaning, MI

Unscored
$1,495302,180 mi

Comparison: 16 similar vehicles

Chesaning, MI

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Pontiac, MI

Unscored
$1,499Mileage not verified

Comparison: 11 similar vehicles

Pontiac, MI

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Saginaw, MI

Unscored
$1,500264,685 mi

Comparison: 5 similar vehicles

Saginaw, 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
$1,599186,669 mi

Mount Morris, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Novi, MI

Unscored
$1,680195,116 mi

Comparison: 31 similar vehicles

Novi, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Pontiac, MI

Unscored
$1,699Mileage not verified

Comparison: 12 similar vehicles

Pontiac, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Novi, MI

Unscored
$1,780195,238 mi

Comparison: 31 similar vehicles

Novi, MI

2005 Buick Park Avenue Base

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

2005 Buick Park Avenue Base

Flushing, MI

UnscoredInsufficient · 0
$1,780192,566 mi

Flushing, 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

UnscoredInsufficient · 4
$1,899225,486 mi

Comparison: 4 similar vehicles

Mount Morris, 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

Flint, MI

Unscored
$1,900259,325 mi

Comparison: 16 similar vehicles

Flint, MI

2004 Ford Freestar SES

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

2004 Ford Freestar SES

Flint, MI

UnscoredInsufficient · 0
$1,900166,141 mi

Flint, 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

Unscored
$1,913172,630 mi

Comparison: 5 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 · 0
$1,950194,400 mi

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

Unscored
$1,980237,566 mi

Comparison: 15 similar vehicles

Lansing, 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

UnscoredInsufficient · 4
$1,995200,155 mi

Comparison: 4 similar vehicles

Chesaning, MI

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Chesaning, MI

UnscoredInsufficient · 4
$1,995203,157 mi

Comparison: 4 similar vehicles

Chesaning, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

Pontiac, MI

Unscored
$1,999Mileage not verified

Comparison: 24 similar vehicles

Pontiac, MI

2012 Ford Fusion SE

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

2012 Ford Fusion SE

City of the Village of Clarkston, MI

Unscored
$1,999356,187 mi

Comparison: 11 similar vehicles

City of the Village of Clarkston, MI

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

City of the Village of Clarkston, MI

Unscored
$1,999220,000 mi

Comparison: 10 similar vehicles

City of the Village of Clarkston, MI

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

Pontiac, MI

UnscoredInsufficient · 3
$1,999239,040 mi

Comparison: 3 similar vehicles

Pontiac, MI

2003 GMC C5500

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

2003 GMC C5500

Mount Morris, MI

UnscoredInsufficient · 0
$1,999168,849 mi

Mount Morris, MI

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Fenton, MI

Unscored
$2,000269,202 mi

Comparison: 12 similar vehicles

Fenton, MI

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Southfield, MI

Unscored
$2,000259,267 mi

Comparison: 5 similar vehicles

Southfield, MI

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Metamora, MI

Unscored
$2,000207,544 mi

Comparison: 10 similar vehicles

Metamora, MI

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Flint, MI

Unscored
$2,000200,000 mi

Comparison: 8 similar vehicles

Flint, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Rochester Hills, MI

Unscored
$2,032109,689 mi

Comparison: 31 similar vehicles

Rochester Hills, MI

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Rochester Hills, MI

Unscored
$2,032234,677 mi

Comparison: 7 similar vehicles

Rochester Hills, MI

2012 Mitsubishi Lancer ES

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

2012 Mitsubishi Lancer ES

Southfield, MI

UnscoredInsufficient · 0
$2,080153,152 mi

Southfield, MI

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Flint Township, MI

UnscoredInsufficient · 3
$2,109268,361 mi

Comparison: 3 similar vehicles

Flint Township, MI

2007 Cadillac SRX Base

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

2007 Cadillac SRX Base

Troy, MI

UnscoredInsufficient · 0
$2,130142,199 mi

Troy, MI

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Novi, MI

UnscoredInsufficient · 3
$2,180226,818 mi

Comparison: 3 similar vehicles

Novi, MI

2004 GMC Yukon SLE

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

2004 GMC Yukon SLE

Novi, MI

Unscored
$2,180316,840 mi

Comparison: 5 similar vehicles

Novi, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Burton, MI

Unscored
$2,200191,000 mi

Comparison: 37 similar vehicles

Burton, MI

2006 Chevrolet TrailBlazer LT

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

2006 Chevrolet TrailBlazer LT

Pontiac, MI

UnscoredInsufficient · 0
$2,200240,118 mi

Pontiac, MI

No Photo

2010 Mercury Mariner Premier

Davison, MI

Unscored
$2,238194,627 mi

Comparison: 5 similar vehicles

Davison, MI

2011 Ford Focus SES

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

2011 Ford Focus SES

Farmington Hills, MI

UnscoredInsufficient · 0
$2,250203,000 mi

Farmington Hills, MI

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Novi, MI

Unscored
$2,275168,869 mi

Comparison: 16 similar vehicles

Novi, MI

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Washington, MI

UnscoredInsufficient · 3
$2,275227,025 mi

Comparison: 3 similar vehicles

Washington, MI

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Grand Blanc, MI

Unscored
$2,279205,473 mi

Comparison: 7 similar vehicles

Grand Blanc, MI

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Mount Morris, MI

Unscored
$2,289230,235 mi

Comparison: 12 similar vehicles

Mount Morris, MI

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Midland, MI

UnscoredInsufficient · 0
$2,295172,192 mi

Midland, MI

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Mount Morris, MI

UnscoredInsufficient · 3
$2,296291,003 mi

Comparison: 3 similar vehicles

Mount Morris, MI

2001 Ford Focus SE

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

2001 Ford Focus SE

Mason, MI

UnscoredInsufficient · 0
$2,300137,089 mi

Mason, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Davison, MI

Unscored
$2,301252,557 mi

Comparison: 14 similar vehicles

Davison, MI

2015 Ford Escape SE

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

2015 Ford Escape SE

Rochester Hills, MI

Unscored
$2,303217,929 mi

Comparison: 30 similar vehicles

Rochester Hills, MI

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Flint, MI

Unscored
$2,309218,682 mi

Comparison: 36 similar vehicles

Flint, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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.
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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