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VINOvationBeta

Vineyard intelligence

Rising

Drone and satellite vineyard mapping

Multispectral drone flights and satellite indices that map vigour, stress and variability for zoned management.

Alternative names: drone satellite vineyard mapping (en)

Current rank
#5 2
Trend Score
54.2 27.6
Confidence Score
83
Independent sources
10

Confidence is not part of the Trend Score: a topic can have high momentum and low confidence.

Score component breakdown

  • Domain relevance60 × 15% = 9.0
  • Mention velocity17 × 20% = 3.4
  • Source diversity87 × 15% = 13.0
  • Freshness45 × 10% = 4.5
  • Authority and evidence57 × 10% = 5.7
  • Research momentum46 × 10% = 4.6
  • Commercial adoption63 × 10% = 6.3
  • Novelty81 × 5% = 4.0
  • Geographic spread73 × 5% = 3.7
  • Penalties−0
  • Trend Score54.2

Why this is trending

Rule-based, evidence-linked explanation – every statement points to its supporting sources.

  1. Field evidence: 1 named deployments or field trials.

    Evidence

  2. Commercial signals: 1 funding, partnership or product announcements.

    Evidence

  3. Independent activity across 3 countries.

    Evidence

Score history

Mention volume

Adoption maturity

  1. Research
  2. Prototype
  3. Field trial
  4. Early commercial
  5. Scaling
  6. Established

Key organizations

—

Research projects

—

Companies and products

—

Countries and wine regions

  • United States · 6US
  • Global · 4Global
  • United Kingdom · 2GB
  • France · 1FR

Related VINOvation articles

Related VINOvation projects

Evidence timeline

13 original

  1. Cabrillo College adds new career-focused classes for Spring, including HVAC, Drone Technology, and Winemaking - Lookout Santa Cruz

    Google News – Viticulture Robotics & Sensors · Article · Global (Global) · English

    Original source

  2. European researchers build drought warning tools for Mediterranean vineyards

    Bing News – Vineyard Climate Change · Article · United States (US) · English

    Original source

  3. BeyondVino Partners with Winehub.io to Deliver Specialized Fulfillment Solutions For Its Customers

    Wine Industry Advisor · Partnership · United States (US) · English

    Original source

  4. Assessing the feasibility of up-scaling grapevine physiological trait estimation using multispectral UAV imagery

    Nature – Plant Sciences · Article · United Kingdom (GB) · English

    Original source

  5. Cotes Drone? Robotics are being deployed in wine production with impressive results - The Irish Times

    Google News – Viticulture Robotics & Sensors · Named deployment · Global (Global) · English

    Original source

  6. Argentina’s INTA Releases a Digital Guide for Wine Producers

    Bing News – Vineyard Irrigation · Product launch · United States (US) · English

    Original source

  7. Canary Wine joins a Spanish project using AI to modernize steep-slope vineyards

    Bing News – Vineyard AI · Article · United States (US) · English

    Original source

  8. Sensors and drones can help farmers improve crop quality while saving water

    Phys.org – Agriculture · Article · United Kingdom (GB) · English

    Original source

  9. Study Tests Two Satellite Models for Vineyard Water Use in Lebanon’s Bekaa Valley - Vinetur

    Google News – Vineyard Computer Vision · Research paper · Global (Global) · English

    Original source

  10. World Winery Map Digitizes 4.3 Million Vineyards and Their Terroir Data Amid Climate Change

    Bing News – Vineyard Climate Change · Article · United States (US) · English

    Original source

  11. Multisource Remote Sensing and Geospatial Analysis of Vineyard Wildfire Impacts and Resilience: The 2019 Kincade Fire

    arXiv – Vine & Wine AI Research · Article · United States (US) · English

    Original source

  12. Drone sous-marin vinaire, vin assemblés par IA... Les 30 innovations récompensées au Vinitech 2026

    Vitisphere · Article · France (FR) · French

    Original source

  13. A Review Finds Vineyard Drone Models Break Down Across Seasons - Vinetur

    Google News – Viticulture Robotics & Sensors · Research paper · Global (Global) · Hungarian

    Original source
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