After a Bayesian optimization run identifies a winning snippet or page variant, the system maps the exact textual differences back to the target page using line numbering to produce an actionable content brief.
flowchart LR
A[Original Page Content] --> B[Generate Line Numbers]
C[Winning Variant] --> D[LLM Content Strategist]
B --> D
E[Original Snippet] --> D
D --> F[Structured JSON Brief]
F --> G[Line-Numbered Edits]
F --> H[Strategic Recommendations]
F --> I[Performance Insights]