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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

287 listings found

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Minot, ND

UnscoredInsufficient · 3
$4,199225,571 mi

Comparison: 3 similar vehicles

Minot, ND

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Minot, ND

UnscoredInsufficient · 0
$5,074197,205 mi

Minot, ND

1997 Ford Mustang Base

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

1997 Ford Mustang Base

Minot, ND

UnscoredInsufficient · 0
$5,995151,436 mi

Minot, ND

2014 Ford Focus Titanium

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

2014 Ford Focus Titanium

Minot, ND

UnscoredInsufficient · 0
$6,28997,525 mi

Minot, ND

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Minot, ND

UnscoredInsufficient · 0
$6,599102,883 mi

Minot, ND

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Minot, ND

UnscoredInsufficient · 0
$7,995160,909 mi

Minot, ND

2003 Ford F-350 Super Duty XLT

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

2003 Ford F-350 Super Duty XLT

Minot, ND

UnscoredInsufficient · 0
$8,199240,317 mi

Minot, ND

2013 Ford Escape SE

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

2013 Ford Escape SE

Minot, ND

UnscoredInsufficient · 0
$8,289146,176 mi

Minot, ND

2017 Ford Fiesta ST

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

2017 Ford Fiesta ST

Minot, ND

UnscoredInsufficient · 0
$8,79966,831 mi

Minot, ND

2011 Ford Explorer Limited

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

2011 Ford Explorer Limited

Minot, ND

UnscoredInsufficient · 0
$8,834135,841 mi

Minot, ND

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Minot, ND

UnscoredInsufficient · 0
$9,699213,802 mi

Minot, ND

2020 Ford Escape SE

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

2020 Ford Escape SE

Minot, ND

UnscoredLimited · 9
$9,90093,310 mi

Comparison: 9 similar vehicles

Minot, ND

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Minot, ND

UnscoredLimited · 12
$9,999256,730 mi

Comparison: 12 similar vehicles

Minot, ND

2017 Ford Escape SE

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

2017 Ford Escape SE

Minot, ND

UnscoredLimited · 9
$10,297109,736 mi

Comparison: 9 similar vehicles

Minot, ND

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Minot, ND

UnscoredLimited · 14
$10,299191,190 mi

Comparison: 14 similar vehicles

Minot, ND

2021 Ford EcoSport S

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

2021 Ford EcoSport S

Minot, ND

UnscoredInsufficient · 0
$11,50042,733 mi

Minot, ND

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Minot, ND

UnscoredInsufficient · 0
$11,549122,184 mi

Minot, ND

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Minot, ND

UnscoredLimited · 14
$12,299169,503 mi

Comparison: 14 similar vehicles

Minot, ND

2022 Ford Escape SE

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

2022 Ford Escape SE

Minot, ND

UnscoredInsufficient · 0
$12,50080,986 mi

Minot, ND

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

Minot, ND

UnscoredLimited · 5
$12,799132,533 mi

Comparison: 5 similar vehicles

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

UnscoredLimited · 9
$12,799207,124 mi

Comparison: 9 similar vehicles

Minot, ND

2013 Ford Econoline

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

2013 Ford Econoline

Minot, ND

UnscoredInsufficient · 0
$12,799127,377 mi

Minot, ND

2020 Ford Ecosport Titanium

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

2020 Ford Ecosport Titanium

Minot, ND

UnscoredInsufficient · 0
$12,80022,901 mi

Minot, ND

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

Minot, ND

UnscoredModerate · 44
$12,999165,932 mi

Comparison: 44 similar vehicles

Minot, ND

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Minot, ND

UnscoredInsufficient · 0
$13,099126,906 mi

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

UnscoredLimited · 10
$14,094216,245 mi

Comparison: 10 similar vehicles

Minot, ND

2022 Ford Escape SEL

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

2022 Ford Escape SEL

Minot, ND

UnscoredInsufficient · 0
$15,00062,863 mi

Minot, ND

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Minot, ND

UnscoredInsufficient · 3
$15,38990,826 mi

Comparison: 3 similar vehicles

Minot, ND

2020 Ford Expedition Limited

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

2020 Ford Expedition Limited

Minot, ND

UnscoredLimited · 10
$15,995160,881 mi

Comparison: 10 similar vehicles

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

UnscoredLimited · 10
$16,299138,711 mi

Comparison: 10 similar vehicles

Minot, ND

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

Minot, ND

UnscoredLimited · 17
$17,297130,004 mi

Comparison: 17 similar vehicles

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

UnscoredLimited · 9
$17,599130,468 mi

Comparison: 9 similar vehicles

Minot, ND

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

Minot, ND

UnscoredLimited · 8
$18,297130,365 mi

Comparison: 8 similar vehicles

Minot, ND

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Minot, ND

UnscoredInsufficient · 0
$18,29780,686 mi

Minot, ND

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Minot, ND

UnscoredLimited · 6
$19,049113,972 mi

Comparison: 6 similar vehicles

Minot, ND

2017 Ford Explorer Sport

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

2017 Ford Explorer Sport

Minot, ND

UnscoredInsufficient · 0
$19,29181,118 mi

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

UnscoredLimited · 10
$19,549147,094 mi

Comparison: 10 similar vehicles

Minot, ND

2019 Ford Expedition Platinum

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

2019 Ford Expedition Platinum

Minot, ND

UnscoredLimited · 13
$20,299135,225 mi

Comparison: 13 similar vehicles

Minot, ND

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Minot, ND

Fair PriceLimited · 18
$20,79294,495 mi

Market: $14,991 – $23,000

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Minot, ND

2019 Ford Expedition Limited

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

2019 Ford Expedition Limited

Minot, ND

UnscoredModerate · 21
$20,995145,452 mi

Comparison: 21 similar vehicles

Minot, ND

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

Minot, ND

UnscoredInsufficient · 0
$21,00058,319 mi

Minot, ND

2021 Ford F-150 Lariat

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

2021 Ford F-150 Lariat

Minot, ND

UnscoredInsufficient · 3
$21,289177,564 mi

Comparison: 3 similar vehicles

Minot, ND

2020 Ford Escape Titanium

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

2020 Ford Escape Titanium

Minot, ND

UnscoredInsufficient · 0
$21,58927,130 mi

Minot, ND

2025 Ford Escape Active

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

2025 Ford Escape Active

Minot, ND

Fair PriceLimited · 17
$21,59540,175 mi

Market: $21,202 – $24,245

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Minot, ND

2018 Ford Expedition Limited

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

2018 Ford Expedition Limited

Minot, ND

UnscoredLimited · 7
$21,999138,900 mi

Comparison: 7 similar vehicles

Minot, ND

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Minot, ND

Fair PriceLimited · 10
$22,049111,757 mi

Market: $12,799 – $27,389

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Minot, ND

2018 Ford F-150 King Ranch

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

2018 Ford F-150 King Ranch

Minot, ND

UnscoredInsufficient · 0
$22,099126,850 mi

Minot, ND

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Minot, ND

UnscoredLimited · 7
$22,289131,648 mi

Comparison: 7 similar vehicles

Minot, ND

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Minot, ND

Fair PriceLimited · 15
$22,37787,646 mi

Market: $20,995 – $24,399

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Minot, ND

2020 Ford Explorer ST

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

2020 Ford Explorer ST

Minot, ND

UnscoredLimited · 9
$22,799109,401 mi

Comparison: 9 similar vehicles

Minot, ND

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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