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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

817 listings found

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Grand Prairie, TX

UnscoredRobust · 85
$2,999102,471 mi

Comparison: 85 similar vehicles

Grand Prairie, TX

2016 Ford Focus SE

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

2016 Ford Focus SE

Grand Prairie, TX

UnscoredLimited · 17
$3,250166,646 mi

Comparison: 17 similar vehicles

Grand Prairie, TX

2010 Ford Focus SE

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

2010 Ford Focus SE

Grand Prairie, TX

UnscoredInsufficient · 3
$4,422151,214 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Grand Prairie, TX

UnscoredInsufficient · 4
$4,990116,507 mi

Comparison: 4 similar vehicles

Grand Prairie, TX

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Grand Prairie, TX

UnscoredInsufficient · 3
$4,990152,321 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2012 Ford Explorer Base

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

2012 Ford Explorer Base

Grand Prairie, TX

UnscoredInsufficient · 3
$5,000188,650 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2016 Ford Fiesta S

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

2016 Ford Fiesta S

Grand Prairie, TX

UnscoredLimited · 6
$5,490126,570 mi

Comparison: 6 similar vehicles

Grand Prairie, TX

2012 Ford Focus SE

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

2012 Ford Focus SE

Grand Prairie, TX

UnscoredLimited · 7
$5,490120,313 mi

Comparison: 7 similar vehicles

Grand Prairie, TX

2012 Ford Fusion S

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

2012 Ford Fusion S

Grand Prairie, TX

UnscoredInsufficient · 0
$5,490132,144 mi

Grand Prairie, TX

2009 Ford Escape XLS

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

2009 Ford Escape XLS

Grand Prairie, TX

UnscoredInsufficient · 0
$5,490155,651 mi

Grand Prairie, TX

2008 Ford Edge SE

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

2008 Ford Edge SE

Grand Prairie, TX

UnscoredInsufficient · 0
$5,490134,122 mi

Grand Prairie, TX

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Grand Prairie, TX

UnscoredLimited · 10
$5,800183,862 mi

Comparison: 10 similar vehicles

Grand Prairie, TX

2018 Ford Taurus Limited

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

2018 Ford Taurus Limited

Grand Prairie, TX

UnscoredInsufficient · 4
$5,95072,361 mi

Comparison: 4 similar vehicles

Grand Prairie, TX

2018 Ford Focus SE

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

2018 Ford Focus SE

Grand Prairie, TX

UnscoredLimited · 19
$5,990139,711 mi

Comparison: 19 similar vehicles

Grand Prairie, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

Grand Prairie, TX

UnscoredLimited · 7
$5,990117,333 mi

Comparison: 7 similar vehicles

Grand Prairie, TX

2011 Ford Focus SE

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

2011 Ford Focus SE

Grand Prairie, TX

UnscoredInsufficient · 0
$5,99083,139 mi

Grand Prairie, TX

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Grand Prairie, TX

UnscoredLimited · 5
$5,990173,883 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2017 Ford Fusion Hybrid Titanium

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

2017 Ford Fusion Hybrid Titanium

Grand Prairie, TX

UnscoredInsufficient · 0
$5,995176,304 mi

Grand Prairie, TX

2014 Ford Focus S

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

2014 Ford Focus S

Grand Prairie, TX

UnscoredLimited · 5
$6,49070,331 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Grand Prairie, TX

UnscoredLimited · 5
$6,50074,119 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Grand Prairie, TX

UnscoredLimited · 8
$6,50060,594 mi

Comparison: 8 similar vehicles

Grand Prairie, TX

2013 Ford Escape SE

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

2013 Ford Escape SE

Grand Prairie, TX

UnscoredLimited · 7
$6,500143,185 mi

Comparison: 7 similar vehicles

Grand Prairie, TX

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Grand Prairie, TX

UnscoredInsufficient · 0
$6,500163,753 mi

Grand Prairie, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Grand Prairie, TX

Fair PriceLimited · 18
$6,99093,782 mi

Market: $2,500 – $7,857

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Grand Prairie, TX

2015 Ford Escape SE

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

2015 Ford Escape SE

Grand Prairie, TX

UnscoredLimited · 12
$6,990121,725 mi

Comparison: 12 similar vehicles

Grand Prairie, TX

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Grand Prairie, TX

UnscoredInsufficient · 4
$6,990148,737 mi

Comparison: 4 similar vehicles

Grand Prairie, TX

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

Grand Prairie, TX

UnscoredLimited · 6
$6,995146,654 mi

Comparison: 6 similar vehicles

Grand Prairie, TX

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Grand Prairie, TX

UnscoredInsufficient · 3
$6,995138,435 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2014 Ford Edge Sport

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

2014 Ford Edge Sport

Grand Prairie, TX

UnscoredLimited · 5
$7,490142,717 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2011 Ford Expedition XL

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

2011 Ford Expedition XL

Grand Prairie, TX

UnscoredInsufficient · 0
$7,490114,761 mi

Grand Prairie, TX

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Grand Prairie, TX

UnscoredModerate · 32
$7,500211,310 mi

Comparison: 32 similar vehicles

Grand Prairie, TX

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Grand Prairie, TX

UnscoredLimited · 11
$7,800160,253 mi

Comparison: 11 similar vehicles

Grand Prairie, TX

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

Grand Prairie, TX

UnscoredInsufficient · 3
$7,995113,137 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2015 Ford Expedition Limited

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

2015 Ford Expedition Limited

Grand Prairie, TX

UnscoredModerate · 21
$7,995157,777 mi

Comparison: 21 similar vehicles

Grand Prairie, TX

2018 Ford Focus SE

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

2018 Ford Focus SE

Grand Prairie, TX

UnscoredInsufficient · 0
$7,99942,000 mi

Grand Prairie, TX

2017 Ford Escape S

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

2017 Ford Escape S

Grand Prairie, TX

UnscoredInsufficient · 3
$8,490101,564 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2016 Ford Expedition XLT

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

2016 Ford Expedition XLT

Grand Prairie, TX

UnscoredLimited · 13
$8,495143,280 mi

Comparison: 13 similar vehicles

Grand Prairie, TX

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Grand Prairie, TX

UnscoredInsufficient · 3
$8,500180,119 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2007 Ford Econoline Van Commercial

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

2007 Ford Econoline Van Commercial

Grand Prairie, TX

UnscoredInsufficient · 4
$8,900174,000 mi

Comparison: 4 similar vehicles

Grand Prairie, TX

2019 Ford Escape SE

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

2019 Ford Escape SE

Grand Prairie, TX

UnscoredLimited · 13
$9,500140,086 mi

Comparison: 13 similar vehicles

Grand Prairie, TX

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Grand Prairie, TX

UnscoredLimited · 6
$9,900195,000 mi

Comparison: 6 similar vehicles

Grand Prairie, TX

2003 Ford F-450

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

2003 Ford F-450

Grand Prairie, TX

UnscoredInsufficient · 0
$9,900145,000 mi

Grand Prairie, TX

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Grand Prairie, TX

UnscoredLimited · 6
$10,500182,155 mi

Comparison: 6 similar vehicles

Grand Prairie, TX

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Grand Prairie, TX

UnscoredInsufficient · 3
$10,774140,701 mi

Comparison: 3 similar vehicles

Grand Prairie, TX

2014 Ford E-Series Cutaway Base

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

2014 Ford E-Series Cutaway Base

Grand Prairie, TX

UnscoredLimited · 7
$10,900205,673 mi

Comparison: 7 similar vehicles

Grand Prairie, TX

2012 Ford Mustang GT

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

2012 Ford Mustang GT

Grand Prairie, TX

UnscoredInsufficient · 0
$11,495130,232 mi

Grand Prairie, TX

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Grand Prairie, TX

UnscoredLimited · 5
$11,763131,105 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Grand Prairie, TX

Fair PriceModerate · 20
$11,99968,584 mi

Market: $5,495 – $17,900

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Grand Prairie, TX

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

Grand Prairie, TX

UnscoredLimited · 5
$11,999252,000 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

2022 Ford Mustang EcoBoost Premium

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

2022 Ford Mustang EcoBoost Premium

Grand Prairie, TX

UnscoredLimited · 5
$12,00066,907 mi

Comparison: 5 similar vehicles

Grand Prairie, TX

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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