The Content Optimizer runs an iterative Bayesian optimization loop that crafts and tests modified grounding snippets against competitor pages to isolate the specific rank factors that lift a target URL's position in AI-generated answers.

flowchart TD
    A[Seed Hypotheses] --> B[Acquisition Selection<br/>Thompson Sampling]
    B --> C[Ideator<br/>Draft Edit]
    C --> D[Ranker<br/>Evaluate vs Competitors]
    D --> E[Bayesian Update<br/>Alpha / Beta]
    E --> F{Rank 1 or<br/>Converged?}
    F -- No --> B
    F -- Yes --> G[Optimal Grounding<br/>Snippet]