there is alwaysan easierway to do things.
that mindset is what brought me here.
that obsession has been with me longer than ai has.
i work with companies to find their optimal — diagnosing what's broken, building what needs to change, and measuring whether it actually did.
the gap between wanting ai and being ready for it is where the work actually happens.
the sequence.
there is no shortcut to optimal.
each step builds the next. skip one and you are not saving time — you are borrowing against a problem you will have to undo later.
most teams skip the first two steps and wonder why ai does not survive past the second quarter.
you are ready when
five layers hold.
a five-layer audit before any ai conversation. each layer has to hold before the one above matters.
short essays.
published when the thinking is finished — not when the calendar says so. each note pins one idea worth keeping.
most companies want ai.
most are not ready for it yet.
that gap is where the real work is.
the search for optimal never ends — and it rarely starts where you think it will.
if you are trying to figure out where your company actually stands, what needs to be fixed before ai makes sense, or simply how to make things work better before reaching for the next tool — that is the conversation i find most interesting.