I went to a bar mitzvah this weekend, and, surprisingly, it made me think about enterprise AI.
Not the solemn part. Not the Torah portion. We are nowhere near that.
We are still in the earlier phase, when the synagogue doors open and everyone starts filing in. Girls wobbling in heels. Boys fake-fighting in the back. Adults trying to project calm. A few guests who know exactly what is happening. Others whispering, 'Wait, what happens again?' That felt uncomfortably familiar.
Because a bar mitzvah is a formal threshold into adulthood. The status changes in a moment, even if the maturity to carry it fully often arrives later. That is what makes it such a good analogy for what is happening with AI inside companies right now.
A few people understand the technology deeply. A few others understand the organizational stakes. Many are trying to infer both in real time. Some are overexcited. Some are skeptical. Some are afraid. Some are pretending to be fluent. Some are trying to keep things from catching fire. And a great many people are in the room because this has clearly become important, even if they could not explain the sequence of events from start to finish.
Which is why enterprise AI is no longer just a technology story. It is a full human systems event.
For the past two years, many companies have treated AI like something that could remain politely contained in pilots, labs, side experiments, and strategy decks with suspiciously polished language. That phase is over. AI is moving into workflows, budgets, approvals, hiring processes, and decisions. IT wants governance. HR wants trust and workforce redesign. Legal wants everyone to stop improvising. Finance wants ROI. Business leaders want speed.
The real bottleneck is no longer just the model. It is whether the institution around it is mature enough to meet the moment. That is bar mitzvah energy. The status has changed. The maturity is catching up.