Pixelmojo Field Notes
Older notes, newest first. Every one is the same research, methods, and build logs as the front page.
Publishing more content will not make you visible in AI answers. Evidence architecture, your claims, entities, sources, and structure, is what gets you cited.
Read articleMost AI visibility scores are opaque grades you cannot defend. Here is how Radar scores AI visibility in three separated layers, with a trail behind every number.
Read articleGoogle Preferred Sources is the one AI visibility lever your audience controls, not the model. Here is how it works, who qualifies, and how to earn it.
Read articleOur analytics say Claude is our #1 AI traffic source. Our own Radar says Claude cites us the least. The two rankings are almost perfectly inverted. Here is why referral traffic cannot measure AI visibility.
Read articleThe experience designer is evolving from executor to orchestrator. Why legacy UX did not get replaced by AX Design, it got extended, and how to make the climb.
Read articleGoogle says llms.txt is unnecessary. Chrome Lighthouse audits it anyway. We fact-checked five studies on what llms.txt really does for AI visibility in 2026.
Read articleWhen AI engines link your brand to the wrong same-named entity, you still get cited, but the citation points at someone else. Here is how brand disambiguation fails and how to fix it.
Read articleReddit is the most-cited source in AI answers. The Reddit Brand Monitor finds what is said about your brand there, scores it, and flags AI-generated seeded posts.
Read articleThe YouTube Brand Monitor tracks what is said about your brand on YouTube, scores it on five dimensions, and reads the actual transcripts so you see the coverage AI models may draw on.
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