What do you mean by “visibility engineering” and “corroboration loops”?

In plain English, it’s about making your content easier to find, trust, and repeat by both humans and AI systems. Corroboration loops help you create “proof-first” content and supporting signals across PESO® channels, so your expertise is reinforced (not scattered).

Will this help with AI search visibility (like being cited or summarized by AI tools)? 
That’s the goal. The PESO OS AI® is designed for modern AI visibility, helping you build proof-first snippets, corroboration, and integrated signals across channels. (And yes, it still needs your real expertise and proof, AI can’t invent trust.)