Separate efficiency from advantage
Classify an AI investment before approving it. Name what a competitor would have to reproduce.
If a rival bought the same AI tools tomorrow, what would still stop it from matching your result?
Explore the data, workflows, and complementary assets that can turn an efficiency gain into a defensible business advantage.

Classify an AI investment before approving it. Name what a competitor would have to reproduce.
Assess proprietary data, data network effects, embedded processes, and complementary assets—and how each can erode.
Use quick wins for learning and credibility while funding the capabilities that take longer to build.
A visual executive briefing with comparisons, strategy tests, a data-moat decision tree, and five leadership actions.

A strategy perspective based on published sources. The insurer cases are imagined illustrations; this paper does not present an original survey.
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