Hi and thank for this article. With a dashboard, you can still see part of the path. We know which filters and dimensions have been applied; just from the way the data behaves, we might notice that after a join the rows have doubled and the revenue no longer adds up. With an agent, you could ask why sales have dropped and get the answer directly. In between, it may have run several queries and joins, pulled a metric from the semantic layer... but we don’t see that part. That is what leaves me more doubtful about agentic self-service BI. I would keep at least the executed queries and the definition of the metric accessible. Also the source the data came from, when needed. Otherwise, when the number does not add up, reconstructing what happened becomes quite complicated.