Preserving and strengthening decision integrity in AI-assisted environments

Developing practical safeguards for AI-assisted decision-making in professional and institutional settings.

Artificial intelligence is increasingly embedded in how professionals evaluate options and move toward decisions.

This work examines how AI-generated outputs affect the timing of commitment, the framing of authority, and how decisions become settled in real contexts.

The focus is on developing practical safeguards that preserve and strengthen decision integrity as AI becomes more deeply integrated into professional and organizational workflows.