Is AEO just SEO?
Where the disciplines overlap, where they diverge, and why answer visibility requires a wider evidence system than rankings alone.
Read the perspectiveInsights
Evidence-led perspectives on AI visibility, finance, growth, operating performance, technology, and the systems leadership needs to move important priorities forward.
Featured thinking
Where the disciplines overlap, where they diverge, and why answer visibility requires a wider evidence system than rankings alone.
Read the perspectiveA defensible measurement protocol separates time-bound observations from interpretation, priorities, and unsupported certainty.
Read the frameworkWhy reliable records alone are not enough, and how management finance connects actuals, drivers, scenarios, ownership, and decisions.
Read the explainerCoverage
Editorial trust
SPG insights distinguish observation, interpretation, recommendation, forecast, and unknown. Platform examples are not partnership claims. Illustrative artifacts are labeled. Material client results, quotes, logos, or private information require documented permission before use.
Apply the thinking
Insights are useful when they improve action. Start with the priority and the evidence available today.