AI-Assisted Knowledge Work

Context

Organizations are adding AI tools faster than they are redesigning the knowledge practices around them.

Problem

AI can make teams faster while also making reasoning less visible, more generic, and harder to challenge.

Method

• Identify where knowledge work actually happens: search, synthesis, drafting, review, and decision support.
• Design AI workflows that preserve sources, uncertainty, alternatives, and human judgment.
• Create interface concepts and operating rules for responsible team use.

Outcome

AI becomes a cognitive partner for the team rather than a shortcut around thinking: useful for synthesis, comparison, and structured exploration.