In my experience, BI becomes actionable when it shows up before opinions harden and frames the insight around the decision at hand, not just the metric. I’ve seen BI change a call when it clearly laid out the trade-offs and risks in plain business terms, not charts. When it failed, it was usually because the data arrived late or different teams walked away with different interpretations of the same number.