The Treewalker engine probes an LLM's parametric memory for website associations by analyzing token logprobs and tree walking alternative candidate tokens to uncover unprompted brand perceptions and compare them against search-grounded recall.
flowchart TD
A[Brand / Website Prompt] --> B[Initial Generation]
B --> C[Token Logprobs & Probabilities]
C --> D{Branching Threshold > X%}
D -- Yes --> E[Tree Walking Alternative Paths]
D -- No --> F[Primary Associative Path]
E --> G[Parametric Association Map]
F --> G
G --> H[Holistic Comparison vs Grounded Search]Referenced by