Sentiment Feedback Loop Skill

When to Use

• Enriching health scores with qualitative insights from surveys, CSM notes, and communities.

• Building voice-of-customer summaries for exec updates or escalations.

• Prioritizing product/CS actions based on sentiment trends.

Framework

• Source Intake – NPS/CSAT, support tickets, call notes, community threads, surveys.

• Tagging & Themes – apply taxonomy for product area, sentiment, urgency, persona.

• Routing Rules – send critical feedback to owners (product, eng, CS, exec sponsors).

• Insight Packaging – compile trend summaries, quotes, and recommended actions.

• Closed-Loop Tracking – log actions taken, status, and customer follow-up.

Templates

• Sentiment tagging spreadsheet or Notion template.

• Weekly VOC digest format for leadership.

• Follow-up tracker for commitments back to customers.

Tips

• Automate ingestion where possible but maintain human review for nuance.

• Highlight positive sentiment for advocacy/reference programs too.

• Pair with monitor-customer-health and run-escalation-playbook for context.