LLM Visibility Stalls at the Org Chart — Channel Teams Can't Solve a Shared Problem

Most organizations respond to LLM visibility by hunting for tools and tactics. Mordy Oberstein points somewhere else: the constraint is the org chart, and the only instrument that moves it is internal communication.

"You can't communicate externally what you can't communicate internally." Marketing in any form is external communication — to people, to bots, or to both.

Why Internal Comms, and Why Now

Internal communication has no direct metric. Unlike brand, nobody sees it. In marketing, "internal" is usually shorthand for "why bother."

Two things are converging on it. LLM visibility is the immediate search marketing problem, and AI adoption is the broader organizational force making that problem harder. Both expose the same weakness: teams built around separate channels now have to solve increasingly shared problems.

If you believe LLM visibility depends on the strength and consistency of your brand's entire digital footprint, then team structure itself is the binding constraint. Channels are less like separate products and more like blended scotch — different barrels, one bottle.

Don't Reach for the Action Plan

The first instinct is always the same question: what do we do about this?

Oberstein argues that is the wrong question at this stage, and that an action plan is one of the worst things to grab for. A clean, linear, step-by-step plan is a safety mechanism for regaining a sense of control, not a tool that works here.

He cites psychologist Paul Marcus: when change is perceived as "programmatic, linear, sequential, and predictable," change initiatives usually fail. When change is conceived as a complex responsive process — "messier, less planned, and informal" — and that awareness is woven into the process, success becomes far more likely.

So the recommendation is unusual: sit with the problem. Absorb its complexity until the reality of what has to change actually lands. It is the same failure mode as running a survey and calling it a diagnosis, covered in Why Company Assessments Change Nothing.

At his company's Q3 offsite on workflow automation and cross-team collaboration, a senior leader started outlining an execution plan and the CMO cut in: "Don't worry about the plan right now. Let's just absorb this."

Expect the Path to Be Messy

Oberstein uses his own company as the example. Becoming an AI-native business meant more than a strategic shift — it meant asking teams to build workflows, skills, and automations around AI.

Results were uneven. Some builds were excellent and spread company-wide. Some fell flat. Some were genuinely good and nobody knew they existed.

He includes a failure of his own: an AI skill meant to review the company's research studies through the eyes of a journalist receiving a cold pitch. He has reworked it repeatedly and still cannot get it right. Seeing a need, believing automation solves it, spending hours, and ending up nowhere is the actual texture of AI adoption inside a marketing team.

Written as a list, what the organization is asking of its people looks like this:

• A major shift in focus
• A major shift in expectations
• A high potential for innovation and success
• A high likelihood of frustration and failure
• Less stability in day-to-day work

The last item carries the most weight. Many people are being asked to invent new ways of working while wrestling with the fact that those new ways largely involve automation. Leaders need to be deliberate and compassionate about that — including toward themselves.

Communication Is a Muscle

To move with change, communication has to be treated as something built. We instinctively avoid using it, and many organizations do not encourage it, which compounds the problem.

Dropping a message in Slack is always easier than booking a 15-minute conversation. In Oberstein's comparison, that is attending a webinar instead of a conference: the information is the same, the connection is not. Communication is connection.

Which is why he argues for conversations without a defined deliverable. We assume communication exists to produce an outcome. If the goal is building the muscle, then a meaningful, relevant conversation is itself the outcome.

Expect regression too. People fall back into old habits until new ones take hold. The only workable response is to anticipate it, accept it, and keep going.

Without Honesty, You Get Groupthink

The communication muscle that enables cross-functional work only grows where people can be honest. Organizations have a long history of asking for honesty on the surface while discouraging it underneath through pressure to conform.

Hall of Fame manager Earl Weaver put the standard plainly: "No promises to anybody. And no lies. Those two go together; if you lie to one player, it gets around instantly. You cease to exist."

Unspoken expectations of conformity are an ember in a dry forest. If a leader will not step into the unknown first, teams read the unspoken pressure to align with the leader's thinking. Some conform immediately and the rest follow. What is left is reinforced groupthink that prevents the organization from addressing its real problems.

At that point, the push toward less siloed, more cross-functional work is dead before it starts. You might get it off the ground and still be back where you started five months later.

Read alongside Jensen Huang Broke the Seal, which frames the same tension as a question of what kind of gate a leader sets, and the adjustable levers become clearer.

What a Marketing Team Can Do Now

The article deliberately refuses to supply a five-step plan. A few working principles survive anyway.

Do not assign LLM visibility to one team. Hand it to SEO and that team becomes accountable for a footprint spread across channels it does not control.

Do not make a conclusion the goal of the first meeting. Surfacing how each team currently perceives the change is enough.

Make failure discussable in the open. Oberstein publishing his own stalled project is itself the demonstration.

Do not treat regression as failure. Falling back into old habits is part of the process, and reversing course the moment it happens ends the attempt.

Five years out, organizations will likely be structured around native AI workflows and LLM visibility as a cross-functional charge. Until then, the only route is through, together.