LinkBERT and the Money Link classifier run concurrently on the same normalized text, overlaying predicted natural anchor locations directly against detected commercial links to expose forced placements.
flowchart TD
A[Raw Webpage / Text] --> B[Text Flattening & Normalization]
B --> C[LinkBERT Scoring Engine]
B --> D[Gemini Money Link Classifier]
C --> E[Token Anchor Probabilities]
D --> F[Identified Paid vs Filler Links]
E --> G[Unified Character Offset Overlay]
F --> G