Treewalker samples ungrounded Gemini responses across multiple runs, extracting token-level logprobs to measure confidence and exploring branching token paths to map latent brand associations.
flowchart LR
A[Brand/Entity Prompt] --> B[Gemini Generate Content]
B --> C[Extract Token Logprobs]
C --> D{Alt Tokens >= Threshold?}
D -- Yes --> E[Branch Completion & Tree Walk]
D -- No --> F[Standard Associations]
E --> G[Multi-Run Aggregation]
F --> G
G --> H[Brand Associations Map]