Grounded-only discoveries expose real-world brand attributes retrieved by live search that are absent from internal model weights, while training blind spots surface stale parametric associations that no longer hold true in current web reality.

flowchart LR
    A[Holistic Analysis] --> B[Grounded-Only Discoveries]
    A --> C[Training Blind Spots]
    B --> D[Live Search Facts<br/>Missing from Model Weights]
    C --> E[Stale Parametric Associations<br/>Dropped from Live Web]