Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
Measurement & Metricsprompt-setsmistakesPrompt-Set Mistakes That Make Your Visibility Score MeaninglessSeven ways a prompt set quietly flatters you, and a self-audit to catch each one.
Measurement & MetricsspreadsheetmeasurementHow To Measure AI Visibility In A Spreadsheet Before You Buy AnythingThe free method, start to finish — and the exact point where it stops scaling.
Measurement & Metricsprompt-setsmethodologyHow To Build A Prompt Set That Reflects How Your Buyers Actually AskYour score is only as honest as your prompts. A buyer-stage method for building a set that doesn't flatter you.