From a topic to a defensible thought leadership direction
Topic: “AI adoption in finance operations” is too broad on its own.
Research question: What operating conditions help finance leaders turn AI from isolated experimentation into governed, measurable capability?
Evidence map: Organise findings around value signals, governance, workforce implications, implementation constraints, and areas where sources disagree.
Thought leadership direction: Use the evidence to explore why operating discipline—not tool access alone—may become the more useful leadership question.