Comment Quality + Influence Nucleus: The Signal Under the Surface

This layer separates thinking from reacting by classifying comment intent and surfacing repeat engagers who form the influence nucleus.

Comment Quality Breakdown

Classifies comments into agreement, extension, correction, experience sharing, and social commentary. Higher extension and correction rates indicate peer‑level engagement.

Influence Nucleus

Highlights repeat contributors who consistently engage, signaling early influence consolidation.

Why This Matters

• Separates attention from thinking.
• Shows whether engagement is peer‑level or superficial.
• Identifies repeat contributors for outreach and partnership decisions.