A study finds that leadership styles in multi-agent LLM teams only improve performance when the initial consensus is unreliable, recoverable, and not self-corrected by undirected interaction. Process-level coordination control adds value only under specific conditions predicted by team science, with no single leadership style outperforming others in accuracy across tasks and models.