When we first started building Plant Finder, we assumed the goal was simple: train an AI model to recognize as many plant species as possible from a single photo.

We thought that if a user points their phone at a leaf and the app returns “Monstera deliciosa” with 99% accuracy, the job was done.

We were completely wrong.

After months of real-world testing with thousands of gardeners, students, and plant owners, we realized something critical about how people actually interact with plant apps.

The Reality Check: Nobody Just Wants a Name

Very few people download a plant app just to collect botanical names like trading cards.

In the real world, someone pulls out their phone because something is going wrong:

“Why are the bottom leaves turning yellow while the top looks fine?”

“Are these brown spots caused by a fungus or by overwatering?”

“Do I need to repot this, or is the soil too acidic?”

A botanical name doesn't save a dying plant.…