What this means
AI systems that research, select, and act on information across multiple steps.
Historical record
Perplexity introduces Q2D-Web for large-scale retrieval evaluation in agentic RAG
The visible user prompt is not necessarily the query a source competes for. AI visibility therefore depends on several distinct stages: query reformulation, first-stage retrieval, ranking, evidence selection, and eventual citation.
Cloudflare expands BotBase for bot and agent transparency
Verified crawler identity can affect whether publishers allow AI systems to retrieve content and therefore whether content remains discoverable.
Cloudflare separates AI traffic into Search, Agent, and Training
AI visibility strategy must distinguish discovery/search access from model training and real-time agent access.
ChatGPT launches Shopping Research
Product visibility now includes machine-readable product data, reliable attributes, merchant data and recommendation eligibility.
Google expands AI Mode and Deep Search using query fan-out
Topical completeness, subtopic relevance and retrieval across multiple intents become central to AI search visibility.
Anthropic launches web search on the Claude API
AI discoverability extends beyond consumer search interfaces into embedded enterprise and developer workflows.