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Beyond Copilot: Context-Aware AI Integration for Power BI and Microsoft Fabric

I propose introducing a context-aware AI assistant integrated directly into Power BI and Microsoft Fabric workflows, extending beyond generic Copilot interactions.

The idea is to enable an AI assistant (LLM-based) that is aware of the semantic model, measures, data sources, and visuals, and can assist users throughout the analytics lifecycle, including:

  • Translating business questions into optimized DAX measures

  • Explaining existing DAX, Power Query (M), SQL, or Spark logic in plain language

  • Suggesting data modeling and performance optimization best practices

  • Recommending appropriate visuals and layouts based on analytical intent

  • Generating insight narratives tied to actual KPIs and report context

  • Assisting users transitioning from Excel/Power BI into Fabric notebooks and Lakehouse workflows

This integration would significantly lower the learning curve for Fabric adoption, improve governance-aware AI usage, and help analysts move from dashboards to decisions more effectively. It would be especially valuable for non-native English users and emerging analytics communities.

This proposal is based on real-world training and community experience with large-scale Power BI and Fabric adoption, where users consistently need contextual, decision-focused guidance rather than generic AI responses.

Status: New