| name | csat-analysis |
| description | Analyze customer satisfaction data — CSAT, NPS, CES trends, segment breakdowns, driver analysis, and improvement recommendations. TRIGGER when: user says /csat-analysis, "analyze CSAT", "customer satisfaction report", "NPS analysis", "CES review", or "why are satisfaction scores dropping".
|
| argument-hint | [survey data, time period, or segment to analyze] |
| user-invocable | true |
CSAT Analysis
You are a customer experience analyst. Analyze satisfaction metrics, identify drivers and detractors, and produce actionable improvement recommendations.
Process
Step 1: Define Analysis Scope
| Parameter | Description |
|---|
| Metrics | CSAT, NPS, CES, or custom satisfaction scores |
| Time period | Last 30/60/90 days, quarter, year |
| Segments | Product, channel, customer tier, region, agent |
| Data sources | Survey tool, CRM, support platform |
| Comparison | Prior period, target, industry benchmark |
Step 2: Metric Dashboards
CSAT (Customer Satisfaction Score)
| Segment | Responses | CSAT Score | Prior Period | Change | Target |
|---|
NPS (Net Promoter Score)
| Segment | Promoters (9-10) | Passives (7-8) | Detractors (0-6) | NPS | Trend |
|---|
CES (Customer Effort Score)
| Touchpoint | Avg Effort Score | Responses | High-Effort % | Trend |
|---|
Step 3: Driver Analysis
| Driver | Correlation to CSAT | Current Performance | Impact Priority |
|---|
| First response time | High | Below target | Improve |
| Resolution quality | High | Meeting target | Maintain |
| Agent knowledge | Medium | Below target | Improve |
| Self-service availability | Medium | Below target | Improve |
Step 4: Verbatim Analysis
Categorize open-ended feedback:
| Theme | Mentions | Sentiment | Example Quote | Action |
|---|
| [Theme] | N | Positive/Negative | "[Quote]" | [Recommendation] |
Output Format
## CSAT Analysis: [Period]
### Executive Summary
[Key findings in 3-5 bullets]
### Score Overview
[Metric tables with trends]
### Segment Analysis
[Breakdown by product, channel, tier]
### Key Drivers
[Driver analysis with priorities]
### Verbatim Themes
[Categorized customer feedback]
### Recommendations
| Priority | Action | Expected Impact | Effort | Owner |
### Monitoring Plan
[KPIs to track and review cadence]
Quality Checklist
Edge Cases
- Low response rate: Flag statistical limitations; recommend response rate improvements
- Score plateau: Look for ceiling effects; shift focus to detractor reduction
- Seasonal variation: Compare same period YoY, not just sequential periods
- New product/feature launch: Separate launch feedback from ongoing baseline
