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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

36 listings found

2016 Ford Focus SE

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

2016 Ford Focus SE

Opa-locka, FL

Fair PriceLimited · 10
$4,250100,895 mi

Market: $3,900 – $8,088

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 458 days listed (based on current market benchmarks)

Opa-locka, FL

2015 Ford Escape SE

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

2015 Ford Escape SE

Opa-Locka, FL

Unscored
$4,500108,248 mi

Comparison: 7 similar vehicles

Opa-Locka, FL

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Opa-Locka, FL

Fair PriceModerate · 20
$4,977104,167 mi

Market: $3,990 – $5,500

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 193 days listed (based on current market benchmarks)

Opa-Locka, FL

2016 Ford Taurus SE

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

2016 Ford Taurus SE

Opa-Locka, FL

UnscoredInsufficient · 0
$4,995Mileage not verified

Opa-Locka, FL

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Opa-Locka, FL

Unscored
$5,995147,470 mi

Comparison: 15 similar vehicles

Opa-Locka, FL

2011 Ford Transit Connect XLT Premium

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

2011 Ford Transit Connect XLT Premium

Opa-locka, FL

UnscoredInsufficient · 0
$6,295130,119 mi

Opa-locka, FL

2008 Ford F-150 60th Anniversary

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

2008 Ford F-150 60th Anniversary

Opa-locka, FL

UnscoredInsufficient · 0
$6,495163,873 mi

Opa-locka, FL

2017 Ford Escape S

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

2017 Ford Escape S

Opa-Locka, FL

UnscoredInsufficient · 4
$7,90070,238 mi

Comparison: 4 similar vehicles

Opa-Locka, FL

1994 Ford F-150

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

1994 Ford F-150

Opa-Locka, FL

UnscoredInsufficient · 0
$7,977178,651 mi

Opa-Locka, FL

2016 Ford Explorer Base

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

2016 Ford Explorer Base

Opa-Locka, FL

Fair PriceLimited · 14
$8,00092,810 mi

Market: $6,495 – $15,900

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Opa-Locka, FL

2019 Ford Taurus

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

2019 Ford Taurus

Opa-locka, FL

UnscoredInsufficient · 0
$8,499134,934 mi

Opa-locka, FL

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Opa-locka, FL

UnscoredInsufficient · 3
$8,595115,185 mi

Comparison: 3 similar vehicles

Opa-locka, FL

2015 Ford Escape SE

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

2015 Ford Escape SE

Opa-Locka, FL

UnscoredInsufficient · 0
$8,97736,680 mi

Opa-Locka, FL

2021 Ford Escape S

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

2021 Ford Escape S

Opa-locka, FL

Fair PriceLimited · 17
$9,995114,029 mi

Market: $7,352 – $15,485

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Opa-locka, FL

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Opa-Locka, FL

Unscored
$10,599248,280 mi

Comparison: 24 similar vehicles

Opa-Locka, FL

2021 Ford Escape SE

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

2021 Ford Escape SE

Opa-locka, FL

UnscoredInsufficient · 4
$11,49590,953 mi

Comparison: 4 similar vehicles

Opa-locka, FL

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Opa-locka, FL

Unscored
$11,595122,799 mi

Comparison: 5 similar vehicles

Opa-locka, FL

2015 Ford Transit Base

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

2015 Ford Transit Base

Opa-Locka, FL

Fair PriceModerate · 40
$12,90064,242 mi

Market: $4,900 – $18,991

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 189 days listed (based on current market benchmarks)

Opa-Locka, FL

2014 Ford Expedition King Ranch

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

2014 Ford Expedition King Ranch

Opa-Locka, FL

UnscoredInsufficient · 0
$12,977107,375 mi

Opa-Locka, FL

2015 Ford Transit Base

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

2015 Ford Transit Base

Opa-Locka, FL

Unscored
$14,000171,440 mi

Comparison: 40 similar vehicles

Opa-Locka, FL

2022 Ford Maverick XLT

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

2022 Ford Maverick XLT

Opa-Locka, FL

Unscored
$14,900157,266 mi

Comparison: 19 similar vehicles

Opa-Locka, FL

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Opa-Locka, FL

Unscored
$14,977139,060 mi

Comparison: 9 similar vehicles

Opa-Locka, FL

1992 Ford Mustang

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

1992 Ford Mustang

Opa-Locka, FL

UnscoredInsufficient · 0
$14,97771,130 mi

Opa-Locka, FL

2024 Ford Escape ST-Line

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

2024 Ford Escape ST-Line

Opa-locka, FL

Fair PriceLimited · 12
$19,03343,163 mi

Market: $16,333 – $24,784

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Opa-locka, FL

2020 Ford F-150 Lariat

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

2020 Ford F-150 Lariat

Opa-locka, FL

Salvage title
$19,99286,444 mi

Opa-locka, FL

2020 Ford Transit Chassis Cab Base

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

2020 Ford Transit Chassis Cab Base

Opa-Locka, FL

Unscored
$21,500140,000 mi

Comparison: 6 similar vehicles

Opa-Locka, FL

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Opa-locka, FL

Fair PriceModerate · 48
$21,83766,187 mi

Market: $11,889 – $24,150

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Opa-locka, FL

2022 Ford Explorer ST

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

2022 Ford Explorer ST

Opa-locka, FL

Salvage title
$21,99244,000 mi

Opa-locka, FL

2023 Ford Explorer Limited

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

2023 Ford Explorer Limited

Opa-locka, FL

Salvage title
$22,99223,289 mi

Opa-locka, FL

2024 Ford Explorer Utility Police Interceptor

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

2024 Ford Explorer Utility Police Interceptor

Opa-locka, FL

Salvage title
$22,9959,467 mi

Opa-locka, FL

2022 Ford Explorer ST

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

2022 Ford Explorer ST

Opa-Locka, FL

UnscoredInsufficient · 0
$23,50017,147 mi

Opa-Locka, FL

2004 Ford F-250 Super Duty Lariat

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

2004 Ford F-250 Super Duty Lariat

Opa-locka, FL

UnscoredInsufficient · 0
$24,990146,556 mi

Opa-locka, FL

2022 Ford Explorer ST

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

2022 Ford Explorer ST

Opa-locka, FL

Great DealLimited · 15
$25,99033,978 mi

Market: $35,035 – $40,393

Comparison: 15 similar vehicles

Competitively priced ~26% below the typical range compared to similar vehicles · 16 days listed (based on current market benchmarks)

Opa-locka, FL

2022 Ford Explorer ST-LINE

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

2022 Ford Explorer ST-LINE

Opa-Locka, FL

Fair PriceLimited · 11
$28,90070,016 mi

Market: $20,698 – $30,252

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 189 days listed (based on current market benchmarks)

Opa-Locka, FL

2019 Ford Mustang Bullitt

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

2019 Ford Mustang Bullitt

Opa-Locka, FL

UnscoredInsufficient · 0
$42,97729,855 mi

Opa-Locka, FL

2021 Ford F-350 Super Duty Limited

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

2021 Ford F-350 Super Duty Limited

Opa-Locka, FL

UnscoredInsufficient · 0
$45,00067,362 mi

Opa-Locka, FL

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.
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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