Insights.

Plain-language notes on websites, campaigns, measurement, automation, and AI. Sources are included when they matter.

AI is leverage. Not judgment.

A practical look at where language models still struggle, from uncertainty and long projects to security, judgment, and accountability.

Small tools for campaign links, search previews, lead scoring, and test analysis. The demos are labeled separately.