Monosemanticity is the practice of assigning and consistently using a single, unambiguous meaning for each key entity or concept within a content set. It ensures that language models generate clean, coherent embeddings by avoiding synonym drift, semantic ambiguity, and context fragmentation.

Why It Matters in AI SEO:

• Increases retrieval precision by anchoring concepts with consistent language.

• Prevents LLMs from confusing similar terms (e.g., "model" as AI vs. finance).

• Strengthens content alignment with knowledge graphs and entity linking systems.