An engagement normally begins with the current site, search presentation, entity signals, service architecture, structured data, internal links, public knowledge files, and a sample of relevant answer-engine prompts. Findings become a prioritised implementation plan rather than a score with no route forward.
Implementation can include page architecture, technical fixes, schema, concise answers, evidence handling, llms files, and deterministic knowledge. Continuing monitoring checks whether the public source remains clear and where external systems still produce incomplete or inaccurate descriptions.