The 7 AI Readership panel is built on a simple idea, artefacts used by AI as prompts, should be readable and understandable by both humans and their AI. One document two audiences.

Additionally, every piece of work should be read twice — once for meaning, once for method. This assures at each step professionals’ expectations are what the AI understands and effectively promises to deliver.

One AI looks at clarity, intent, and narrative; another reads as a systems analyst, checking logic, structure, and hidden assumptions. When the models cross-check each other, you get interpretations that are sharper, decisions that are cleaner, and insights that hold up under scrutiny.