
A few months ago I sat in two meetings on the same day at the same company. The first was an executive working session on a new AI initiative. The leaders in the room were sincere, optimistic, and operating from genuinely good intentions. They believed the rollout would unlock capacity for higher-value work, reduce drudgery, and make the company more competitive. They meant every word.
The second meeting was a team of mid-level operators trying to figure out what the announcement meant for their jobs. The conversation had a completely different center of gravity. Were they being downsized? Were the new tools going to be measured against their productivity? Was anyone going to ask what they thought before the rollout schedule was set?
Both rooms were responding to the same initiative. Both were responding rationally to what they could see. The gap between them is the oldest pattern in organizational change, and it is still the one I see leaders most consistently underestimate.
Why the Downstream Stays Invisible
Leaders who launch large-scale initiatives almost never intend to harm the people they lead. The harm, when it shows up, comes from a different source: the inability to see the second-, third-, and fourth-order consequences of decisions made at altitude.
That altitude is real. The view from the top of an organization is necessarily abstract. Strategy lives in slides, headcount lives in spreadsheets, “the workforce” lives as a population statistic. The people closest to the decision are the ones farthest from the lived experience of the change. By the time an initiative reaches the front line, it has passed through layers of summarization that strip out exactly the human texture that determines whether it lands.
A few things compound this in current conditions.
Distributed organizations make downstream impacts harder to see. In a co-located world, executives picked up faint signals of organizational anxiety from the hallways, the lunch lines, the look on a manager’s face after a town hall. In a distributed world, those signals do not travel by accident. They have to be deliberately surfaced. Most leaders have not built the systems to do that, and the absence of bad news quietly becomes evidence that everything is fine.
Multiple concurrent transformations stack on the same people. The new system you are rolling out is the third one this year for the same team. The “modest” change at the executive table is the seventh significant disruption for the operator absorbing it. The people in the middle of the org are now carrying the cumulative weight of an entire portfolio. Individual initiatives keep getting evaluated as if they were the only one.
AI changes the emotional math. Most leaders launching AI initiatives genuinely believe the technology will augment their workforce. Most employees experiencing those initiatives are running a different calculation. The emotional layer is doing real work even when leadership is unaware of it. Good intentions that ignore this layer create resistance that looks irrational from above and is anything but from below.
The Pattern of Unintended Consequences
When the gap between leader intent and employee experience is left unmanaged, the consequences are predictable. Different industries, same shapes.
Resistance shows up, often not openly but in small ways. Decisions get re-litigated in side channels. Adoption metrics flatten. Pilots succeed and then fail to scale.
Foot-dragging becomes a strategy. People who feel uncertain about the future of their role default to the work they understand, not the work the initiative requires. The portfolio looks active and produces nothing new.
Workarounds proliferate. People build shadow processes that achieve the old outcome without actually using the new system. From above, the rollout looks complete. From below, it has not happened.
Risk-taking quietly stops. When employees are unsure what the new rules reward, they default to caution. The innovation the initiative was supposed to unlock simply does not happen.
These behaviors are not signs of a bad workforce. They are signs of a rational workforce processing ambiguity in the absence of credible information.
What Savvy Leaders Actually Do
The executives I have seen handle this well share a few habits, none of which are exotic.
They get curious about the downstream early. Before the initiative is announced, they ask a different question than “what is our communication plan?” They ask: who carries the cost of this change, in what specific ways, on what timeline? The answers usually surprise them. The surprise is the point.
They include the people closest to the work, not just the leaders who manage them. A real conversation with a front-line manager about how a proposed change lands on her team is worth more than three executive sessions about engagement strategy. Most leaders avoid these conversations because they are uncomfortable. The discomfort is the data.
They acknowledge the cost honestly. The fastest way to lose credibility on a transformation is to oversell it. Workforces have heard the “this will be good for everyone” pitch enough times to discount it on arrival. Leaders who name the actual cost, the actual disruption, and the actual tradeoffs are paradoxically more trusted than those who promise only upside. The gap between mandate and lived reality is what corrodes belief. Closing that gap starts with telling the truth about it.
They design for the human layer, not around it. Stakeholder engagement strategies are not a communications afterthought. They are part of the initiative’s actual design. Built in from the start, they shape decisions about pace, sequencing, and scope. Bolted on at the end, they are usually too late to matter.
The Change Leader’s Job
If you advise leaders on transformation, internally or externally, this gap is your beat. The job is not to translate the leadership’s good intentions into more persuasive employee communications. It is to help leaders see the impacts they cannot see from where they sit, name those impacts honestly inside the leadership team, and design the initiative so it absorbs the human cost intentionally rather than colliding with it accidentally.
That work is uncomfortable. It often means delivering news the executives in the room would rather not hear: that the timeline is too aggressive, that the population in scope is already overloaded, that the assumed benefit will not land the way the deck claims. It is also the work that turns a well-intentioned initiative into a successful one.
The road to change really is paved with good intentions. The leaders who land their transformations are the ones who recognize that good intentions are the starting point, not the strategy.












3 comments
Lois Tiemann
at 1:52 am
Fantastic article, Jesse.
Jesse Jacoby
at 7:31 am
Thanks, Lois! I’m glad you enjoyed it. -J
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