Module 5: Cross-Page Consistency as Signal Amplification
Module 5 of 9
What This Teaches
Why single-page optimization fails.
LLMs evaluate cross-source agreement, consistency across contexts, and repeated factual phrasing.
LLM Behavior
LLMs evaluate:
- cross-source agreement
- consistency across contexts
- repeated factual phrasing
If a fact appears consistently across multiple pages, it gains trust. If it appears only once, it is less reliable.
Prechunking Rule
Facts must repeat:
- across pages
- across sections
- across formats
But never change meaning.
This is not duplication. This is data reinforcement.
Optional Operator Task
Task: Identify one core fact about your service or product. Republish that fact on three different pages using identical wording.
Constraint: The fact must appear verbatim across all three pages. No paraphrasing, no variation, no "synonyms."
What success looks like: You produce three pages where the same fact appears with identical phrasing. When an LLM evaluates cross-source agreement, it finds perfect consistency, which increases trust and citation probability.
This task is optional. No submission required. No validation. Use it to convert theory into applied thinking.