3. What is the realistic timeline for adapting to 2028 SEO trends?

The structural shift in how search operates is already happening in real-time. Large language models are currently scraping and training on today's available web data. Brands that begin proactively implementing a **dual-engine SEO strategy** right now will establish foundational semantic authority, making them the default recommended entities by the time the search convergence is fully realized by mainstream consumers in 2028.