AI visibility for SaaS brands appears to be evolving beyond conventional search rankings. Industry analysis increasingly frames it as a cross-engine, citation-driven discipline in which content, entity signals, technical access, and credible community references can all influence whether a brand is surfaced in AI-generated answers. That shift matters because AI systems such as ChatGPT, Claude, Perplexity, and Gemini can assemble answers from multiple reference points rather than directing use...