Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
Tools & Platformsfree-toolscheckersFree AI-Visibility Checkers: What They Can And Can't Tell YouWhat a free snapshot is genuinely good for — including a frank account of our own tool's limits.