Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
Getting Recommendedreviewsthird-partyReviews, Ratings, And Third-Party Coverage: What Legitimately HelpsWhat review platforms plausibly contribute, what's unproven, and the bright line you should not cross.
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.