Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
Risk & Brand SafetyethicstacticsThe Manipulation Tactics Spreading In AI SEO — And Why Each Is A LiabilityA defensive taxonomy: what each tactic is, how it gets detected, and what it costs when it fails.