AI + HI: From Exploration to Alignment

Whitepaper  ·  AI + Human Insight

Is your institution ready to move from AI exploration to intentional implementation?

Most institutions are experimenting with AI. Fewer have the infrastructure to act on it consistently — across strategy, faculty capacity, and governance. This whitepaper maps the path forward.

What's Inside

• A strategic framework for connecting AI governance, faculty development, and course design
• The three institutional readiness stages — and what it takes to move between them
• Practical guidance on AI-aware assessment redesign — when output-only evaluation stops working
• A model for AI literacy and workforce alignment that goes beyond tool adoption
• A practical starting point for institutions at any stage of the journey

Six Red Marbles — Learning experience design for higher education. We partner with colleges and universities to translate AI strategy into real course design.