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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 14, 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

208 listings found

2011 Ford Focus SE

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

2011 Ford Focus SE

Warren, MI

Unscored
$2,995155,232 mi

Comparison: 7 similar vehicles

Warren, MI

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Warren, MI

Unscored
$2,995202,585 mi

Comparison: 15 similar vehicles

Warren, MI

2011 Ford Fiesta SES

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

2011 Ford Fiesta SES

Warren, MI

UnscoredInsufficient · 0
$2,995172,230 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

Warren, MI

Unscored
$2,995246,751 mi

Comparison: 20 similar vehicles

Warren, MI

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Warren, MI

UnscoredInsufficient · 3
$2,995191,283 mi

Comparison: 3 similar vehicles

Warren, MI

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Warren, MI

UnscoredInsufficient · 3
$2,995193,623 mi

Comparison: 3 similar vehicles

Warren, MI

2003 Ford Escape XLS Popular

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

2003 Ford Escape XLS Popular

Warren, MI

UnscoredInsufficient · 0
$2,995260,956 mi

Warren, MI

2001 Ford Focus SE

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

2001 Ford Focus SE

Warren, MI

UnscoredInsufficient · 0
$2,99582,732 mi

Warren, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

Warren, MI

Unscored
$3,495145,391 mi

Comparison: 22 similar vehicles

Warren, MI

2008 Ford Focus SE

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

2008 Ford Focus SE

Warren, MI

Unscored
$3,495151,005 mi

Comparison: 5 similar vehicles

Warren, MI

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Warren, MI

Unscored
$3,995234,809 mi

Comparison: 52 similar vehicles

Warren, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Warren, MI

Unscored
$3,995179,915 mi

Comparison: 42 similar vehicles

Warren, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Warren, MI

Unscored
$3,995201,001 mi

Comparison: 42 similar vehicles

Warren, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Warren, MI

Unscored
$3,995248,683 mi

Comparison: 43 similar vehicles

Warren, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Warren, MI

Unscored
$3,995157,215 mi

Comparison: 15 similar vehicles

Warren, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Warren, MI

Unscored
$3,995136,698 mi

Comparison: 15 similar vehicles

Warren, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Warren, MI

Unscored
$3,995161,434 mi

Comparison: 21 similar vehicles

Warren, MI

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Warren, MI

Salvage title
$3,995134,502 mi

Warren, MI

2010 Ford Focus SE

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

2010 Ford Focus SE

Warren, MI

Unscored
$3,995153,832 mi

Comparison: 8 similar vehicles

Warren, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Warren, MI

Unscored
$3,995164,645 mi

Comparison: 13 similar vehicles

Warren, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Warren, MI

Unscored
$3,995146,523 mi

Comparison: 14 similar vehicles

Warren, MI

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Warren, MI

UnscoredInsufficient · 3
$3,995116,349 mi

Comparison: 3 similar vehicles

Warren, MI

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Warren, MI

Unscored
$4,309161,994 mi

Comparison: 46 similar vehicles

Warren, MI

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Warren, MI

UnscoredInsufficient · 4
$4,699Mileage not verified

Comparison: 4 similar vehicles

Warren, MI

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Warren, MI

Fair PriceRobust · 73
$4,90088,576 mi

Market: $2,900 – $15,999

Comparison: 73 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Warren, MI

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Warren, MI

Unscored
$4,995142,194 mi

Comparison: 30 similar vehicles

Warren, MI

2015 Ford Escape SE

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

2015 Ford Escape SE

Warren, MI

Unscored
$4,995129,500 mi

Comparison: 38 similar vehicles

Warren, MI

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Warren, MI

Unscored
$4,995154,561 mi

Comparison: 45 similar vehicles

Warren, MI

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Warren, MI

UnscoredInsufficient · 3
$4,995156,686 mi

Comparison: 3 similar vehicles

Warren, MI

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Warren, MI

Fair PriceLimited · 15
$4,995119,994 mi

Market: $2,995 – $7,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1517 days listed (based on current market benchmarks)

Warren, MI

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Warren, MI

Unscored
$4,995209,141 mi

Comparison: 6 similar vehicles

Warren, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Warren, MI

Unscored
$4,995147,602 mi

Comparison: 13 similar vehicles

Warren, 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

Warren, MI

Salvage title
$4,995280,003 mi

Warren, MI

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Warren, MI

UnscoredInsufficient · 3
$4,995156,197 mi

Comparison: 3 similar vehicles

Warren, MI

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Warren, MI

UnscoredInsufficient · 3
$4,999Mileage not verified

Comparison: 3 similar vehicles

Warren, MI

2010 Ford Explorer Sport Trac Limited

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

2010 Ford Explorer Sport Trac Limited

Warren, MI

Unscored
$5,196153,130 mi

Comparison: 7 similar vehicles

Warren, MI

2005 Ford Five Hundred Limited

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

2005 Ford Five Hundred Limited

Warren, MI

UnscoredInsufficient · 0
$5,499Mileage not verified

Warren, MI

2017 Ford Focus SEL

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

2017 Ford Focus SEL

Warren, MI

UnscoredInsufficient · 3
$5,995137,126 mi

Comparison: 3 similar vehicles

Warren, MI

2016 Ford Escape S

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

2016 Ford Escape S

Warren, MI

Unscored
$5,995141,322 mi

Comparison: 5 similar vehicles

Warren, MI

2015 Ford E-Series Cutaway Base

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

2015 Ford E-Series Cutaway Base

Warren, MI

Unscored
$5,995195,825 mi

Comparison: 9 similar vehicles

Warren, MI

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Warren, MI

Unscored
$5,995167,738 mi

Comparison: 6 similar vehicles

Warren, MI

2013 Ford Escape S

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

2013 Ford Escape S

Warren, MI

Unscored
$5,995129,053 mi

Comparison: 6 similar vehicles

Warren, MI

2010 Ford E-Series Econoline Van Commercial

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

2010 Ford E-Series Econoline Van Commercial

Warren, MI

Unscored
$5,995149,042 mi

Comparison: 20 similar vehicles

Warren, MI

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Warren, MI

Unscored
$5,999Mileage not verified

Comparison: 5 similar vehicles

Warren, MI

2015 Ford Fiesta ST

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

2015 Ford Fiesta ST

Warren, MI

UnscoredInsufficient · 3
$6,180168,271 mi

Comparison: 3 similar vehicles

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

Warren, MI

Unscored
$6,495123,800 mi

Comparison: 35 similar vehicles

Warren, MI

2010 Ford Fusion Sport

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

2010 Ford Fusion Sport

Warren, MI

Unscored
$7,200117,099 mi

Comparison: 5 similar vehicles

Warren, MI

2017 Ford Edge SE

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

2017 Ford Edge SE

Warren, MI

Fair PriceLimited · 18
$7,889116,502 mi

Market: $6,279 – $13,388

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Warren, MI

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Warren, MI

Unscored
$7,889141,000 mi

Comparison: 26 similar vehicles

Warren, MI

No Photo

2016 Ford Fusion SE

Warren, MI

Unscored
$7,979141,891 mi

Comparison: 31 similar vehicles

Warren, MI

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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