Field data, empirical benchmarks, and tactical playbooks from monitoring thousands of brand queries across frontier LLMs.
What fundamental dynamics change for a brand when the first answer a prospective buyer sees was generated, not ranked.
The subtle support ticket and conversion patterns that emerge weeks before leadership realizes models are quoting outdated policies.
Same overarching goal, fundamentally different consumption surface, and five legacy SEO habits worth immediately unlearning.