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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 10, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

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

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Novi, MI

Unscored
$1,480122,895 mi

Comparison: 7 similar vehicles

Novi, 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: 13 similar vehicles

Chesaning, 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

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
$1,599356,187 mi

Comparison: 12 similar vehicles

City of the Village of Clarkston, 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

2002 Chevrolet S-10 LS

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

2002 Chevrolet S-10 LS

Flint, MI

UnscoredInsufficient · 0
$1,637239,400 mi

Flint, 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 · 0
$1,750241,000 mi

Oak Park, MI

2011 Ford Edge SE

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

2011 Ford Edge SE

Novi, MI

UnscoredInsufficient · 4
$1,780218,605 mi

Comparison: 4 similar vehicles

Novi, MI

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Novi, MI

Unscored
$1,780205,670 mi

Comparison: 14 similar vehicles

Novi, MI

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Novi, MI

Unscored
$1,780199,999 mi

Comparison: 10 similar vehicles

Novi, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Novi, MI

Unscored
$1,780194,778 mi

Comparison: 7 similar vehicles

Novi, 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 · 0
$1,795200,155 mi

Chesaning, 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
$1,800220,000 mi

Comparison: 9 similar vehicles

City of the Village of Clarkston, 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

Unscored
$1,899225,486 mi

Comparison: 6 similar vehicles

Mount Morris, 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 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

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Troy, MI

Unscored
$1,914204,284 mi

Comparison: 5 similar vehicles

Troy, 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: 20 similar vehicles

Lansing, MI

2003 Buick Rendezvous FWD CX

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

2003 Buick Rendezvous FWD CX

Brighton, MI

UnscoredInsufficient · 0
$1,994224,829 mi

Brighton, MI

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Davison, MI

UnscoredInsufficient · 3
$1,995310,233 mi

Comparison: 3 similar vehicles

Davison, MI

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Chesaning, MI

Unscored
$1,995210,371 mi

Comparison: 6 similar vehicles

Chesaning, 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

Unscored
$1,995203,723 mi

Comparison: 5 similar vehicles

Redford Charter Township, 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 · 3
$1,995203,157 mi

Comparison: 3 similar vehicles

Chesaning, 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

Unscored
$1,995245,866 mi

Comparison: 7 similar vehicles

Redford Charter Township, MI

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Pontiac, MI

Unscored
$1,999217,000 mi

Comparison: 11 similar vehicles

Pontiac, MI

2006 Chevrolet Impala SS

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

2006 Chevrolet Impala SS

Pontiac, MI

Unscored
$1,999200,000 mi

Comparison: 5 similar vehicles

Pontiac, MI

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Flint, MI

UnscoredInsufficient · 4
$2,000Mileage not verified

Comparison: 4 similar vehicles

Flint, 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: 7 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

2008 Lexus RX 400h

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

2008 Lexus RX 400h

Flint, MI

UnscoredInsufficient · 0
$2,000224,081 mi

Flint, MI

2006 Nissan Altima S

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

2006 Nissan Altima S

Novi, MI

UnscoredInsufficient · 0
$2,013170,809 mi

Novi, 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

Flushing, MI

Unscored
$2,030269,202 mi

Comparison: 10 similar vehicles

Flushing, 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: 6 similar vehicles

Rochester Hills, 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
$2,080226,818 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
$2,080316,840 mi

Comparison: 5 similar vehicles

Novi, MI

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Troy, MI

UnscoredInsufficient · 4
$2,114243,932 mi

Comparison: 4 similar vehicles

Troy, MI

2010 Ford Focus SE

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

2010 Ford Focus SE

Troy, MI

Unscored
$2,164100,619 mi

Comparison: 10 similar vehicles

Troy, MI

2008 Chevrolet HHR LS

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

2008 Chevrolet HHR LS

Lansing, MI

UnscoredInsufficient · 3
$2,164163,953 mi

Comparison: 3 similar vehicles

Lansing, MI

2007 Chevrolet Aveo LS

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

2007 Chevrolet Aveo LS

Mount Morris, MI

UnscoredInsufficient · 0
$2,19897,980 mi

Mount Morris, 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: 35 similar vehicles

Burton, MI

2003 Mercury Mountaineer Base

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

2003 Mercury Mountaineer Base

Ann Arbor, MI

UnscoredInsufficient · 0
$2,214168,386 mi

Ann Arbor, 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: 10 similar vehicles

Novi, 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: 8 similar vehicles

Grand Blanc, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Ann Arbor, MI

UnscoredInsufficient · 3
$2,289149,345 mi

Comparison: 3 similar vehicles

Ann Arbor, 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

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Chesaning, MI

Unscored
$2,295204,628 mi

Comparison: 18 similar vehicles

Chesaning, MI

2006 Ford Fusion SEL

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

2006 Ford Fusion SEL

Chesaning, MI

Unscored
$2,29594,326 mi

Comparison: 9 similar vehicles

Chesaning, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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