01. The LLM memory gap.
When ChatGPT, Claude or Perplexity mention your brand, they don't consult your brand book. They generalize from noisy data. If your guidelines, positioning and tone of voice are not structured as a vectorized Brand Knowledge Base, LLMs invent a default persona. Your corporate identity disappears into a wall of hallucinations.