The same plant species does not produce identical honey everywhere. Climate, soil, altitude, and biodiversity shape how botanical markers appear.

This means global reference profiles often fail when applied locally. Regional ecosystems require regional botanical understanding.


AI-supported analysis allows botanical datasets to evolve dynamically, incorporating regional variability without rewriting scientific principles.

Geography is not a label—it is a biological variable.