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.
And like enterprise AI, a bar mitzvah pulls the whole ecosystem into the room at once. The grandparents who cannot quite hear what is going on but know it matters. The little kids darting around at the edges. The babies who have no idea why they are there. The handful of people who know the service cold and can find the right page in the prayer book without looking around. The many more who are following cues and hoping they stand up and sit down at the right times. The anxious adults trying to preserve order and significance at once. The guests glancing toward the sanctuary and asking what happens next. The central participant dressed for seriousness before the gait fully matches the outfit.
That is enterprise AI.
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, customer interactions, planning cycles, code bases, and decision-making structures. It is entering more formal organizational life. The expectations have risen. The shared readiness has not. That is where things get interesting.
Once AI enters the company for real, the question is no longer just whether the model can produce something useful. The question is whether the organization around it knows how to absorb what it changes.
That is when the adults start looking nervous.
IT wants governance, architecture, and security. HR wants trust, job redesign, and reskilling. Legal wants everyone to stop improvising. Finance wants measurable return. Business leaders want speed and advantage. The people closest to the technology see possibility. The people closest to the work see disruption. Senior leaders talk boldly about transformation while privately wondering how the operating model actually changes. Junior employees may adapt fastest while having the least authority to shape it. A few people know what they are doing. Many more are posturing. Several are just hoping to copy the right behavior from someone nearby and not get blamed later.
Again, bar mitzvah energy.
We are not yet at the bimah. In most companies, the rabbi has not even shown up yet.
We are still in the noisy pre-service phase, where the jackets are buttoned, the tallit is waiting, and seriousness is in the air, but structure is not fully in place. Different factions are already jostling over who gets control of the microphone. The people in charge are trying to make the moment feel meaningful and under control while quietly calculating all the ways it could go sideways.
And right now, only pockets of enterprise AI are truly dressed for the occasion. Some teams have real use cases, clear ownership, and enough governance to move without embarrassing themselves. Others have a license, a deck, and a rising sense of dread.
That unevenness is the story.
The companies that will come through this well are not the ones pretending to have it all figured out. They are the ones who understand which phase they are actually in, who can tell the difference between looking ready and being ready, and who are willing to do the unglamorous work of building the maturity to match the moment.
Because the threshold gets crossed either way. The status changes whether or not everyone in the room is prepared for it. The bar mitzvah happens on the date on the invitation. The question is not whether the moment arrives. It is who has done the work to be ready when it does.
And like every bar mitzvah I have ever been to, the ones who look the most composed are usually the ones who practiced the most beforehand, quietly, without an audience, long before the doors opened.
So the question for any company right now is not whether AI is going to become a formal part of organizational life. It already is. The question is whether you are still fake-fighting in the back, or whether you have started, quietly, to learn your part.
The doors are open. Everyone is filing in. What happens next depends on who did their homework.