Dr Kervis on AI MCN Organizational Restructuring offers a useful lens through which to examine the content industry’s growing focus on organizational efficiency. According to one industry survey, the share of AI MCN agencies with more than 100 employees declined from 39% to 30%, while the share of smaller, leaner teams rose from 20% to 34%.
These figures apply only to the referenced survey sample and should not be treated as representative of the entire industry. Even so, they raise an important question: does a larger organization still translate into better performance, or are leaner structures becoming more effective?
For Dr Kervis, founder of Zocco Group, this shift may reflect a broader principle in organizational design. Pending interview confirmation, the central idea is that systems should take priority over scale, while organizational structures should be built around efficiency rather than habit or convention.
Bigger Was Never the Same as Better
For a long stretch of the industry’s growth, agency size functioned as an informal proxy for success: more signed creators, larger teams, broader content coverage. Scaling up was treated less as a deliberate choice and more as the default path, something companies did simply because that was what growing companies were supposed to do.
The following is an observational angle pending interview confirmation: within Dr Kervis’s own thinking about organizational design, this default has rarely been treated as self-evidently correct. Team size, in this view, is not a goal in itself. It is a variable that should be adjusted based on what actually improves output per person, rather than expanded simply because growth is available and looks impressive from the outside.
This distinction matters more than it might initially appear. A larger team can absolutely produce more in absolute terms while producing less per person. If the second number is declining while the first one climbs, the organization is quietly accumulating inefficiency it has not yet noticed.
AI MCN organizational restructuring, understood this way, is not a response to crisis. It is a response to a mismatch between how large a team has become and how much value that size is actually generating.
Zocco Group’s AI MCN Layout Reflects This Same Logic
This emphasis on systems over scale has also shaped how Zocco Group’s AI MCN network is structured.
The following is an observational angle pending interview confirmation: within the group’s broader strategic framework, the AI MCN division has been positioned as part of an integrated system spanning AI, content, and commercialization, rather than being run as a standalone unit whose primary metric of success is headcount.
This structural choice echoes the exact question the wider industry is now being forced to confront: as the returns on simply adding more people to a team continue to diminish, what should organizations actually be optimizing for instead?
For someone accustomed to designing organizations around systems rather than raw size, this question is not new. It is one the broader industry is only now catching up to.
Every Restructuring Tool Serves a Different Purpose
Terms like downsizing, outsourcing, spinning off business units, and creating semi-autonomous divisions often get treated as interchangeable options for the same underlying goal, usually cost reduction. But treated this way, they tend to produce disappointing results, because each tool is actually designed to solve a different problem.
- Downsizing addresses cost.
- Outsourcing works best for non-core functions that do not require direct oversight.
- Spinning off a business unit makes sense when a team needs greater autonomy to focus on a differentiated capability.
- Creating a semi-autonomous division gives a team ownership over outcomes, not simply a new cost structure.
A team that reaches for the wrong tool, such as downsizing when the real issue is inefficiency, or restructuring into divisions when the real issue is cost, is likely to find that the underlying problem persists. Sometimes, it returns in a worse form than before.
Small Teams Are Not the Answer. They Are a Signal
The rise in the share of smaller teams, as reflected in this particular survey sample, should not be read as evidence that smaller is inherently better, or that every large organization is destined to shrink.
What it more plausibly reflects is a broader reassessment already underway. Agencies are being asked to justify their size based on actual output, rather than assuming that size itself is a marker of strength.
Dr Kervis on AI MCN organizational restructuring is, in this sense, a useful lens rather than a prescription. The underlying argument is not that every agency should shrink, or that small teams are automatically superior to larger ones.
It is that organizational form should be a deliberate choice made in service of efficiency, not a default inherited from how growth is conventionally supposed to look.
Final Takeaway
AI MCN organizational restructuring is not only about reducing headcount or cutting cost. At its strongest, it is about asking a sharper question: what structure helps people create the most value with the least wasted motion?
For content companies navigating the next stage of industry growth, the answer may not be bigger teams. It may be better systems.
