AI visibility and citation

Página institucional com as linhas do bloco de apresentação fundidas dentro de um quadro de recorte, teste de teardown de clareza de marca

Brand clarity teardown: the test almost every company homepage fails

Five questions answered using only what is written on the homepage, then cross-checked against what generative systems say. The three outcomes and the action for each.

Amanda Noronha Araujo Minozzi27 de September de 2026

Três alavancas verticais com cabos em alturas diferentes, os ajustes que aumentam a chance de menção de marca em IA

AI visibility and citation

Three adjustments that raise the odds of AI mentioning your brand

Brand mentions in generated answers respond to factors the team controls. Name instead of refer, provide the data nobody has, and exist outside your own domain.

Amanda Noronha Araujo Minozzi26 de September de 2026

Mesa de reunião com painel de nove indicadores e apenas três acesos, KPIs de busca com IA que sobrevivem à diretoria

AI visibility and citation

The AI search KPIs that survive the first board meeting

A metric that does not change a decision leaves the report. The 18 AI search KPIs organized by the five layers of the Cognitive Architecture of SEO, with operational definition, linked decision and the ones I would cut.

Amanda Noronha Araujo Minozzi25 de September de 2026

Pilha de blocos de conteúdo iguais com um único bloco emitindo ondas, o sinal de conteúdo que se otimiza para busca com IA

AI visibility and citation

The content signal I optimize for AI search

How consistently your brand is described outside your site decides how it shows up in the answer. How to measure that signal and fix a description that has already settled.

Amanda Noronha Araujo Minozzi23 de September de 2026

Bancada com três cartões de acompanhamento em barras e uma lupa sobre o cartão central, rotina de prompt tracking para busca com IA

AI visibility and citation

How I do prompt tracking for AI search

Prompt tracking without a defined prompt set produces a report and zero decisions. Entry criteria, three-tag classification and the four things I measure.

Amanda Noronha Araujo Minozzi21 de September de 2026

Quatro páginas e um bloco de resposta, com apenas duas chegando até ele, método do Citation Lab para achar páginas citadas por IA

AI visibility and citation

Citation Lab: how to find out which of your pages get cited in AI answers

The page that ranks and the page that gets cited are not always the same. The five-step cycle I use to find out which passage backed each mention.

Amanda Noronha Araujo Minozzi17 de September de 2026

Painel de quatro indicadores com três acesos e um escuro e trincado, por que rastrear visibilidade em IA

AI visibility and citation

Why tracking AI visibility stopped being optional

If you do not measure presence in generated answers, you are reporting on a universe that shrank. What stays invisible without this measurement, and the argument that gets budget approved.

Amanda Noronha Araujo Minozzi16 de September de 2026

Fila de seis blocos na mesma base, um deles maior e rosa, com três setas convergindo para ele, como virar fonte de referência preferencial de IA

AI visibility and citation

How to become a preferred reference source for AI

Being cited by a generative system depends on three chained conditions: being retrieved, being attributed and being corroborated. The diagnostic and the source block.

Amanda Noronha Araujo Minozzi8 de September de 2026

Brand clarity teardown: the test almost every company homepage fails

Three adjustments that raise the odds of AI mentioning your brand

The AI search KPIs that survive the first board meeting

The content signal I optimize for AI search

How I do prompt tracking for AI search

Citation Lab: how to find out which of your pages get cited in AI answers

Why tracking AI visibility stopped being optional

How to become a preferred reference source for AI

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