01 / Independence
Interpretation before automation.
Software can help gather and structure observations. It does not replace judgement about what matters, what is robust, and what should happen first.
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The practice
An independent AI-search intelligence practice.
ALUNO studies how brands are discovered, understood, cited, and selected by AI systems, then turns that reading into clear business priorities.
02 / Evidence
A conclusion needs context.
Recommendations connect observable signals, their limits, and a business implication. They are not presented as promises about third-party systems.
03 / Clarity
Less noise. Better decisions.
The point of an audit is not to produce a dashboard. It is to help a team know what to change, why, and in what order.
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