projects
I help startups and series A—D teams to establish a strong connection between their product and customers
.clients
Replacing a multi-day, spreadsheet-driven workflow with a structured single-session tool for crew planning scenario analysis.
Inverting the logic of crew planning optimization — from parameter-first to goal-first — to eliminate the expert knowledge bottleneck and open the path for AI-assisted planning.

