Frameworks
01Operating models and decision frameworks that give teams shared language and clear paths forward.
Operations · Strategy · AI
Operations leader working at the intersection of human-centred design, AI, and organizational strategy.
I help organizations build the connective tissue between strategy and execution — the frameworks, rituals, and tools that quietly make everything else possible.
My approach blends human-centred design with operational rigour, and increasingly, with thoughtful use of AI. I believe the best operations work is invisible: it gives people back time, clarity, and the freedom to do their best work.
Operating models and decision frameworks that give teams shared language and clear paths forward.
Living views of the work — built so leaders can see signal, not noise, and act with confidence.
Rhythms, rituals, and feedback loops that keep teams connected, healthy, and growing.
End-to-end systems that align strategy, structure, and the day-to-day so the work actually flows.
Writing and talks on operations as a craft — human-centred, AI-augmented, and quietly rigorous.
A running, honest log of where AI accelerates the work — and where human judgment still does the deciding.
Used Claude to cluster themes from raw transcripts, then hand-edited the map. AI did the heavy reading; the judgment stayed with me.
Prompted with structure and constraints, refined output through 3 review cycles with the leadership team. Cut drafting time roughly in half.
Asked the model to argue against the plan from three stakeholder lenses. Surfaced two blind spots we fixed before rollout.