So is the era of the dashboard over? I mean, just in terms of what customers are asking for and the kinds of analysis they want to do. 

I'll answer first and then I want to hear yours. Maybe we'll disagree here. I don't know, let's see. Let's see. So look, I don't think the era of dashboards is over, because I think they have their place. 

Would you rather have somebody ask the same question 100 times, 100 people ask the same question 100 times, or is there a dashboard you could just go and get the answer and ask the question once? 

So there is a place for dashboards, but what I've seen myself when I pair a chatbot like Snowflake Intelligence or Snowflake Cowork, and I pair it with a semantic layer, it's kind of crazy because the kinds of questions that basically the LLM can ask is like, it can do it at much higher velocity.