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Research and field notes from the UnivSense and Unilytics team on SEO, AI answer visibility and how consultants work with AI. Every number is sourced.

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10 Nov 2026 · ai-skills
How companies share AI skills in Claude, ChatGPT, Copilot and Gemini: what 8 accounts and the docs show
A source review: eight accounts of teams sharing AI skills at work, what each assistant documents as of November 2026, and the problems they report.
Unilytics Research
10 Nov 2026 · ai-skills
In one consultancy's 60-skill library, AI readers matched 30% of lines in 17 skills to the skills' learnings
In one consultancy's 60-skill library, AI readers labelled 30% of the lines in the 17 skills with 10+ recorded learnings as matching them.
Unilytics Research

How companies share AI skills in Claude, ChatGPT, Copilot and Gemini: what 8 accounts and the docs show

In one consultancy's 60-skill library, AI readers matched 30% of lines in 17 skills to the skills' learnings