Your monitoring tells you something is wrong. We turn it into action.

I have been in agtech for nine years, working across multi-environment operations. The same problem kept surfacing: information and communication systems that do not talk to each other. Work dies on the vine because the finding never reaches the person who can act on it. I saw this in every operation I touched. In greenhouses it became most apparent, and most fixable, with the biggest potential impact. So I went to greenhouse operators before I had a product. No deck, no prototype. I asked them to walk me through how scouting actually works on the floor. The product came from those conversations, not from a whiteboard.

What they told me: scouts capture findings on paper or in their head. The manager sees pressure on a dashboard days later, if at all. Nobody closes the loop. The annotation, the dispatch, the recheck, those steps do not exist in the current toolchain. So I built the thing that adds them.

I built the full stack solo. The vision model suggests, the scout confirms or overrides, and every annotation is a paired record: model suggestion plus human ground truth plus dispatch linkage. That paired record is the asset nobody else can generate, because nobody else has the human in the loop. One greenhouse operator is engaged for pilot feedback. No revenue yet. The action layer is the product. The annotation loop is the data engine. The corpus is the moat.