The Content Optimizer is a Bayesian optimization engine that systematically improves website snippets and page content to outrank competitors in AI grounding responses through iterative rewriting, ranking, and scoring.

flowchart LR
    A[Initial Content] --> B[Seeder: Hypotheses]
    B --> C[Classifier: Rank Factors]
    C --> D[Acquisition: Select Claim]
    D --> E[Ideator: Rewrite Content]
    E --> F[Ranker: Model Compare]
    F --> G{Improved Rank?}
    G -- Yes --> H[Update Prior & Keep Best]
    G -- No --> I[Update Prior]
    H --> J{Target Met?}
    I --> J
    J -- No --> D
    J -- Yes --> K[Winning Content Output]