Most of what is presented as an opposition between a gating network and basic methods is noise. A gating network represents a refinement mechanism, not a direct adversary to existing approaches in venture capital prediction. Control lies in pragmatic integration, not in artificial distinctions of competition. For example, textual descriptions of companies generated by an LLM can be weighted by a gating network with financial data to refine success predictions. This allows for increased discipline, reducing reliance solely on basic models.