Ask better questions.
Decide with evidence.
We are building a way to understand brand presence in AI search: from questions to next steps.
An answer isn't enough. You need to be able to see where it comes from.
The KAIRUM team.
Bruno De Cruz
ExperienceData Scientist
Mercado Libre
Joaquín Cadeiras
ExperienceFounder
Alveo
Joaquín Alderete
ExperienceLead Engineer
ViewX
A perspective you can review.
We want the conversation about a brand's AI presence to start with clear questions. Each observation should retain its source, and next steps should respond to the team's context.
Clearer questions.
Connect what we investigate with the category, its audiences and a concrete decision.
Inspectable sources.
Keep the answer and its context so we can return to the evidence before drawing a conclusion.
Human review.
Interpret nuance, make limits explicit and agree on what is worth reviewing.
A method for clearer conversations.
Ask a good question.
Start with the brand's goals and context to define what to observe and under which conditions.
Keep the evidence.
Read answers alongside their sources and distinguish observations from what still needs checking.
Decide with your team.
Turn the reading into shared priorities and make the scope and next step explicit.
The next step starts with a conversation.
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