The Content Optimizer generates strategic claims from search competitor data, iteratively applies line-level edits through a Bayesian acquisition loop, and tests variants against a re-ranking judge to maximize organic visibility.

flowchart TD
    A[Competitor SERP & Content] --> B[Seeder: Generate Claims]
    B --> C[Classifier: Map to Taxonomy]
    C --> D[Acquisition: Select Claim]
    D --> E[Ideator: Craft Edit/Snippet]
    E --> F[Ranker: Evaluate Variant vs Competitors]
    F --> G{Rank Improved?}
    G -- Yes: Reward=1 --> H[Update Posterior & Advance Best]
    G -- No: Reward=0 --> H
    H --> I{Halt Condition Met?}
    I -- No --> D
    I -- Yes --> J[Winning Content Brief & Insights]