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Scientific Foundations of AI-Driven Ecological Assessment and Earth Observation Recent breakthroughs in earth observation and computer vision have transformed terrestrial ecology from a field constrained by sparse manual field surveys into an automated, spatially continuous monitoring discipline1. The integration of imaging spectroscopy, satellite remote sensing, fine-scale multispectral unmanned aerial vehicle (UAV) imagery, and Light Detection and Ranging (LiDAR) enables th

The Earth’s natural land ecosystems—including forests, rangelands, wetlands, and agricultural areas—are facing an unprecedented combination of anthropogenic degradation and climate-induced strain. According to findings by the United Nations Convention to Combat Desertification (UNCCD), up to 40% of the world's land area is already degraded, directly impacting nearly half of the global population. Furthermore, the global expansion of industrial agriculture and unmanaged rural

Across Portugal and Southern Europe, millions of hectares of rural and forest land face growing ecological challenges. From devastating seasonal wildfire risks and soil erosion to severe biodiversity loss and land fragmentation, rural properties are under pressure. Many landowners want to restore and protect their land, but navigating forest management, ecological assessments, local regulations, and restoration execution can feel overwhelming. At OpenPlanetAI, our missi