Content Intent x Engagement Response

Shows which kinds of thinking trigger reaction versus comment depth across corrective, explanatory, narrative, and promotional intent.

What it does

Maps post intent categories to engagement response, separating reactions from comments so teams can see what drives attention versus thinking.

Why it matters

Not all engagement is equal. This module shows whether an audience rewards corrective thinking, explanatory clarity, or narrative resonance, and whether that response is shallow or deep.

Use cases

• Marketing: align messaging to the type of intent that earns responses.
• Sales: understand what topics prompt stakeholders to reply.
• CS: monitor whether educational content is producing real engagement.
• Leadership: compare intent response patterns across competitors.

Value delivered

Clarifies which intent signals generate depth, helping teams prioritize the conversations that actually move influence.