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The Small-Team AI Visibility Audit
A two-hour, evidence-first routine for observing answer surfaces, checking crawlability, and deciding which fix is worth doing next.
Practical research on AI discovery
Research section
Practical explanations for making evidence easier to find, assess, and maintain.
3 articles
guides
A two-hour, evidence-first routine for observing answer surfaces, checking crawlability, and deciding which fix is worth doing next.
guides
The acronyms overlap more than they differ. Use them to clarify a measurement question, not to split one evidence-rich publishing program into three silos.
guides
A practical way for a small team to make useful evidence easier for people and answer systems to find, assess, and cite—without treating citations as a promise.