CEBRI

"Há mais de vinte anos, a instituição se dedica à promoção do debate plural e propositivo sobre o cenário internacional e a política externa brasileira." That is how CEBRI introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

On the page it is passable on a workable page structure and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Away from its own site, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business and nobody is discussing it where AI engines look.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.