What's at stake
The work that matters most is being crowded out. At every altitude.
At the top of the system, multi-billion-dollar decisions about where capital flows are being made with spreadsheets, gut, and outdated data. The infrastructure to embed AI into how those decisions get made, rigorously, auditably, at sector scale, does not yet exist. Someone is going to build it. We intend to be that someone, and we intend it to be built right.
At the operational layer, the people doing the work that drew them to this field are being quietly replaced by reformatters, copy-pasters, and report-builders. Not because anyone wanted that. Because the systems beneath them were never built to do otherwise. The cost is paid in conservation that doesn't happen, in watersheds that don't get restored, in farmers who don't get reached.
We exist to close both gaps. The same belief drives both: the world is not better off when the people who could change it are stuck doing work the world doesn't need.