SpatzAI is a self-managed accountability and moderation platform designed to help resolve workplace "spats" (micro-conflicts) before they escalate into major conflict resolution incidents requiring HR. Still in the concept and testing phase, Spatz focuses on improving team collaboration by protecting members from "unfair play" during difficult conversations.
Real-time Behavioral Governance
Melinda French Gates’s approach to conflict, at least in this recent post on Fortune, seems more focused on delaying feedback, with a 48-hour pause before she raises the issue. Her rule is more about raising issues honestly and with grace, so she can get her thoughts together and so her people are not blindsided later in a formal review.
Fair Play in Teamwork, Real-Time Fairness with a VAR-like Backstop
In sports, fairness isn’t just a principle, it’s enforced in the moment. A referee’s whistle, a yellow card, or even a VAR review ensures that play stays balanced. What if workplace teamwork operated the same way?
The Future of Teamwork is Real-Time Fairness
“Real-time” doesn’t mean people aren’t already speaking live. Most teamwork already happens live. What’s missing is real-time governance and accountability. In most teams, the conversation is immediate, but accountability is delayed....
It’s the Course-Correction, Stupid
I think one of the biggest gaps in team governance is that we still have no simple, shared way for people to course-correct one another without things making worse. That, to me, is the heart of the issue for teamwork and collaboration. Teams do not break down merely because people think differently. Nor do they fail simply because pressure exists. They break down when there is no fair and proportionate way to correct flawed thinking, or objectionable behaviour, in real time.
It’s the Process, Stupid
With a clear team agreement and a fair process for addressing misbehaviour, I believe teams can, more often than not, stop minor infringements from escalating into micro-conflicts, disputes, or larger conflict. The real issue is not just the behaviour itself, but whether there is a shared way to raise and resolve it fairly....
The SpatzChat and Team + AI Review Micro-Conflict Scenario
Scenario: The "Basic" Dismissive Slant Characters: Keith (Product Designer) and Katya (Project Manager) Setting: A product review meeting where Keith is explaining technical risks. This scenario demonstrates how the SpatzAI 3-step intervention functions when a team member objects to another's delivery during a meeting....
Clarity and Accountability
I think clarity in teams begins with accountability, rather than a better message. We cannot expect clear communication from people who avoid ownership. Clarity requires candour, and that requires responsibility for how we show up. My view is simple: in healthy teams, we need to put our hand up and put our foot down.
Leader-Dependent Teams vs Self-Moderating Teams
I think there is an interesting philosophical divide emerging in how we think about workplace conflict and culture. Much of the leadership literature assumes that when tension appears in a team, the leader must step in to diagnose and stabilise the situation. Credibility shifts, reputational narratives, and interpersonal tensions are treated as dynamics that leaders need to interpret and manage.
Let’s Stop Conflating Disagreement with Conflict
In organizational life, words matter. Yet I’ve noticed that even respected experts blur the line between disagreement and conflict. This conflation, while well-intentioned, can backfire—discouraging the very disagreements that fuel innovation.
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