Most misidentifications come not from ignorance but from haste: one feature fits, and the rest is assumed. A solid identification is therefore less a question of knowledge than a question of order.
Every single feature has a look-alike. Only the combination of several independent features carries: leaf shape, leaf arrangement on the stem, stem cross-section, hairiness, smell, growth form, habitat and season.
If one of these features doesn’t fit, the identification is open. Not “almost right”: open.
Smell: once your fingers smell of the target plant, every other plant in your hand smells of it too.
Colour: it varies strongly with location, light, soil and the plant’s age.
Size: the same species will look completely different in a shady spot than in the sun.
The taste test: for some of the most dangerous species in Central Europe, even a very small amount is enough. As an identification method it’s unsuitable.
Image recognition gives a suggestion with a probability. It sees a flat photo, no stem cross-section, no habitat, no smell. Exactly the features that separate toxic look-alikes are invisible to it.
Used well, an app narrows the search and tells you what to look at next. As a last authority it won’t do, and no serious provider claims otherwise.
The most solid route stays: two independent sources, a good field guide with an identification key, and when in doubt a knowledgeable person. Mushroom experts are available free in many regions.
The one rule without exception: what you can’t identify for certain stays where it is. A missed find costs nothing. The opposite mistake can cost a great deal.
Through several independent features at once: leaf shape, leaf arrangement, stem, hairiness, growth form, habitat and season. If one doesn’t fit, the identification counts as open.
They’re good at narrowing the search and unsuitable as a last authority. A camera sees neither stem cross-section nor smell nor habitat: exactly the features that separate toxic look-alikes.
From mushroom experts, botanical societies, adult-education courses and guided walks. Mushroom advice centres are free in many places.
This text is orientation on season and habitat, not an identification guide. It makes no claim about whether any specific plant or mushroom is edible. Many species have toxic look-alikes. Never eat anything you haven’t identified beyond doubt yourself, and when in doubt consult a field guide or a knowledgeable person. Mind conservation law and property rights.