Treewalker executes a paired session architecture to contrast what an LLM recalls from static training data against live web search results, synthesizing rank discrepancies, hallucinations, and emerging trends in a holistic analysis.
sequenceDiagram
participant U as User
participant TW as Treewalker Engine
participant PM as Parametric Memory
participant GM as Grounded Search
participant HA as Holistic Analysis
U->>TW: Start Paired Run (Target Brand)
par Ungrounded Path
TW->>PM: Prompt + Extract Logprobs
PM-->>TW: Association List & Token Confidences
and Grounded Path
TW->>GM: Prompt + Live Web Retrieval
GM-->>TW: Search-Grounded Associations
end
TW->>HA: Pass Aggregated Profiles
HA->>HA: Compare Rank Gaps & Perceptions
HA-->>U: Synthesized Analysis Report