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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 5, 2026

6.8M+

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

363 listings found

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Plano, TX

Salvage title
$3,300136,938 mi

Plano, TX

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Plano, TX

Unscored
$3,774156,557 mi

Comparison: 8 similar vehicles

Plano, TX

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Plano, TX

UnscoredInsufficient · 3
$4,251166,073 mi

Comparison: 3 similar vehicles

Plano, TX

2016 Ford Focus S

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

2016 Ford Focus S

Plano, TX

UnscoredInsufficient · 4
$4,990136,849 mi

Comparison: 4 similar vehicles

Plano, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Plano, TX

Fair PriceLimited · 11
$5,45095,600 mi

Market: $4,450 – $11,495

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Plano, TX

2012 Ford Focus SE

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

2012 Ford Focus SE

Plano, TX

Unscored
$5,774109,127 mi

Comparison: 6 similar vehicles

Plano, TX

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Plano, TX

Unscored
$5,895173,234 mi

Comparison: 8 similar vehicles

Plano, TX

2017 Ford Edge SE

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

2017 Ford Edge SE

Plano, TX

UnscoredInsufficient · 0
$6,05087,478 mi

Plano, TX

2015 Ford Flex SEL

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

2015 Ford Flex SEL

Plano, TX

UnscoredInsufficient · 0
$6,988166,651 mi

Plano, TX

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

Plano, TX

UnscoredInsufficient · 0
$6,995104,062 mi

Plano, TX

2017 Ford C-Max SE

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

2017 Ford C-Max SE

Plano, TX

UnscoredInsufficient · 0
$7,350109,423 mi

Plano, TX

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Plano, TX

Unscored
$7,488122,278 mi

Comparison: 5 similar vehicles

Plano, TX

2016 Ford Focus Electric

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

2016 Ford Focus Electric

Plano, TX

UnscoredInsufficient · 0
$7,77741,264 mi

Plano, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Plano, TX

Unscored
$7,785190,971 mi

Comparison: 24 similar vehicles

Plano, TX

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Plano, TX

Fair PriceLimited · 13
$7,900117,854 mi

Market: $6,995 – $20,145

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Plano, TX

2017 Ford Edge SEL

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

2017 Ford Edge SEL

Plano, TX

Fair PriceLimited · 13
$8,00097,653 mi

Market: $6,995 – $15,998

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 171 days listed (based on current market benchmarks)

Plano, TX

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Plano, TX

Unscored
$8,383148,979 mi

Comparison: 17 similar vehicles

Plano, TX

2019 Ford Fiesta ST Line

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

2019 Ford Fiesta ST Line

Plano, TX

UnscoredInsufficient · 0
$8,990110,195 mi

Plano, TX

2016 Ford Edge SE

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

2016 Ford Edge SE

Plano, TX

Unscored
$9,250130,616 mi

Comparison: 14 similar vehicles

Plano, TX

2021 Ford Escape SE

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

2021 Ford Escape SE

Plano, TX

Fair PriceLimited · 10
$9,35099,338 mi

Market: $7,998 – $14,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Plano, TX

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Plano, TX

Unscored
$9,950142,072 mi

Comparison: 9 similar vehicles

Plano, TX

2010 Ford F-250 Super Duty XL

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

2010 Ford F-250 Super Duty XL

Plano, TX

Unscored
$9,98883,311 mi

Comparison: 5 similar vehicles

Plano, TX

2021 Ford Escape S

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

2021 Ford Escape S

Plano, TX

Fair PriceLimited · 11
$9,99577,572 mi

Market: $8,800 – $12,899

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Plano, TX

2015 Ford Fusion Hybrid SE

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

2015 Ford Fusion Hybrid SE

Plano, TX

UnscoredInsufficient · 0
$10,72594,391 mi

Plano, TX

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Plano, TX

Unscored
$10,791139,441 mi

Comparison: 7 similar vehicles

Plano, TX

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Plano, TX

UnscoredInsufficient · 0
$10,85048,769 mi

Plano, TX

2011 Ford F-250 Super Duty XLT

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

2011 Ford F-250 Super Duty XLT

Plano, TX

Unscored
$10,996257,091 mi

Comparison: 12 similar vehicles

Plano, TX

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Plano, TX

Fair PriceModerate · 29
$10,99792,347 mi

Market: $5,499 – $17,145

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 435 days listed (based on current market benchmarks)

Plano, TX

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

Plano, TX

Unscored
$10,99986,136 mi

Comparison: 6 similar vehicles

Plano, TX

2015 Ford Escape SE

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

2015 Ford Escape SE

Plano, TX

OverpricedLimited · 15
$11,599100,180 mi

Market: $3,763 – $9,644

Comparison: 15 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Plano, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Plano, TX

Fair PriceModerate · 25
$11,74272,463 mi

Market: $6,250 – $15,595

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Plano, TX

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Plano, TX

Fair PriceLimited · 15
$11,991108,012 mi

Market: $8,700 – $17,781

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 200 days listed (based on current market benchmarks)

Plano, TX

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Plano, TX

Unscored
$12,333130,136 mi

Comparison: 5 similar vehicles

Plano, TX

2017 Ford Fiesta ST

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

2017 Ford Fiesta ST

Plano, TX

UnscoredInsufficient · 0
$12,39568,167 mi

Plano, TX

2020 Ford Fusion SEL

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

2020 Ford Fusion SEL

Plano, TX

Unscored
$12,495112,049 mi

Comparison: 9 similar vehicles

Plano, TX

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Plano, TX

Unscored
$12,600173,167 mi

Comparison: 70 similar vehicles

Plano, TX

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Plano, TX

Unscored
$12,798100,419 mi

Comparison: 9 similar vehicles

Plano, TX

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Plano, TX

Unscored
$12,883104,344 mi

Comparison: 5 similar vehicles

Plano, TX

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Plano, TX

Unscored
$12,898145,034 mi

Comparison: 8 similar vehicles

Plano, TX

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Plano, TX

Unscored
$12,98099,749 mi

Comparison: 5 similar vehicles

Plano, TX

2020 Ford Escape SE

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

2020 Ford Escape SE

Plano, TX

Fair PriceLimited · 12
$13,39573,270 mi

Market: $8,500 – $17,900

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Plano, TX

2021 Ford Escape SE

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

2021 Ford Escape SE

Plano, TX

Fair PriceLimited · 12
$13,40062,395 mi

Market: $7,998 – $14,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Plano, TX

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Plano, TX

UnscoredInsufficient · 0
$13,48477,651 mi

Plano, TX

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Plano, TX

Unscored
$13,488171,020 mi

Comparison: 66 similar vehicles

Plano, TX

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Plano, TX

Unscored
$13,500172,270 mi

Comparison: 73 similar vehicles

Plano, TX

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Plano, TX

Unscored
$13,750133,112 mi

Comparison: 7 similar vehicles

Plano, TX

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Plano, TX

Unscored
$13,800186,601 mi

Comparison: 74 similar vehicles

Plano, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Plano, TX

Unscored
$13,891134,641 mi

Comparison: 91 similar vehicles

Plano, TX

2021 Ford Escape SE

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

2021 Ford Escape SE

Plano, TX

Fair PriceLimited · 10
$13,98373,212 mi

Market: $7,998 – $14,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 214 days listed (based on current market benchmarks)

Plano, TX

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Plano, TX

Unscored
$13,988129,348 mi

Comparison: 89 similar vehicles

Plano, TX

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 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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