Can you break down the 40% AI/ML team expansion - what specific roles are we prioritizing and how does this align with our current technical capabilities?
You mentioned partnering with key enterprise software providers - do we have any specific companies in mind, and have we started those conversations?
The natural language interface sounds ambitious - what level of query complexity are we aiming to support in the first release?
What's our strategy for maintaining backwards compatibility with existing integrations while building out the new data integration platform?
What's our backup plan if we can't hit the Q1 timeline for the first AI features? How are we prioritizing which capabilities to release first?
How are we planning to handle data privacy and security concerns with the new AI features, especially for our customers in regulated industries?
Could you share more details about the unified data governance framework? How will this impact our existing enterprise customers' workflows?
Are we planning to adjust our pricing model to account for these new AI capabilities? How will this affect our current enterprise contracts?
The 25% reduction in time-to-insight metric is interesting - how exactly are we measuring this, and what's our baseline?
The memo mentions 'automated insight generation' - could you share some concrete examples of what this might look like for our customers?
Can you elaborate on the 'role-based experiences' concept? How granular are we thinking about different user personas?
How are we thinking about balancing resources between these new initiatives and ongoing maintenance/support of our core features?
What changes should our customer success team expect in terms of training and support requirements for these new features?
How are we planning to maintain system performance and reliability while implementing these major new features? What's our infrastructure scaling strategy?
The memo mentions 'guided analytics pathways' - could you give some examples of the common use cases we're planning to support first?