Context
Microsoft launched an AI-powered Bing experience combining search, conversational answers and source-linked web information.
What changed
A mainstream web search engine integrated LLM-generated answers directly into search.
Why it matters
Generative answers and citations moved into a major search engine, accelerating the need to understand visibility beyond traditional rankings.
Visibility OS interpretation
A mainstream transition from ranked results toward generated, cited answers.
What remains uncertain
No event-specific uncertainty note is recorded yet. This record may change as new evidence is reviewed.