Writing on what changes in an executive's judgment once the machine becomes part of the work. Facts with sources, no maturity ladder.
Every AI agent sales pitch leads with accuracy. Risk isn't the probability of error, it's probability multiplied by reach. And reach is the variable that doesn't show up in the proposal.
Read the article →Of every thousand vendors marketing themselves as AI agents, Gartner estimates fewer than one hundred thirty actually are. The fifteen-minute demo doesn't tell the two apart, and neither does the right question — it isn't in the demo either.
Read the article →Nobody knows what's actually in their own data until they need to separate it. There's a way for this to go wrong that almost never comes up in board conversations: it isn't a leak, it's silent degradation, and the right question isn't whether the data is correct today, it's whether anyone would notice if it stopped being.
Read the article →Global energy consumption isn't the constraint that decides your AI roadmap. Nearly half of US data center capacity sits in five regional clusters, and what decides isn't how much you pay, it's what queue the company is in.
Read the article →Eighty-eight percent of companies use AI; six percent can attribute results to it. The difference isn't technological. The bottleneck sits between departments, not inside them, and every department deciding correctly about its own floor adds up to a result nobody chose.
Read the article →In 2005, ambiguous authority inside companies had a face: two bosses, and you could negotiate with both. Today it has no face at all, and when it isn't written down who answers for what the machine produces, responsibility migrates on its own to the last human in the chain.
Read the article →Every AI maturity ladder promises that climbing means improving. The company that invested the most in it climbed, hit the ceiling, and turned back: it shut off the usage leaderboard and brought human approval back into the middle of the process. What that teaches about the right rung.
Read the article →The yardstick that shows up across the articles is published in full, with the error reach bands and the ceiling for each one.
Read the method