Comparing ungrounded memory against grounded search results exposes discrepancies between internal training data associations and live web retrieval, highlighting brand hallucinations, stale training facts, and unabsorbed search visibility gaps.
flowchart LR
A[Brand Query] --> B[Ungrounded Probe]
A --> C[Grounded Probe]
B --> D[Parametric Memory]
C --> E[Live Web Search]
D --> F[Holistic Gap Analysis]
E --> F
F --> G[Stale Training Biases]
F --> H[Unabsorbed Brand Equity]