Architecture
Ensemble Pipeline
How Lindr fuses multiple signals into a single source of behavioral truth.
Input
LLM Response Text
LEX
SYN
SEM
Output
Fused Persona Score
The Lindr Ensemble Pipeline is designed for Zero-Latency Impact. The analysis runs asynchronously after the response has been delivered to your user.
Signal Weights
Each signal contributes to the final score based on its reliability and validation strength. Semantic embeddings carry the highest weight due to their ability to capture nuanced behavioral patterns, followed by lexical features with validated psycholinguistic foundations.