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NPS Short Comment Analysis
Analyzes 35 NPS comments with brief feedback, extracting four themes (pricing, speed, support, documentation) with sentiment analysis identifying speed as product strength versus three pain points.
Input
What you provide to the skill
CSV data with 35 NPS comments. Column: response_text. Mostly short feedback like ‘Too expensive’, ‘Love the speed’, ‘Support is slow’, ‘Need better docs’
Output
What the skill generates for you
SURVEY THEME ANALYSIS
Question: “[NPS Feedback]”
Total Responses: 35
THEMES IDENTIFIED:
-
PRICING CONCERNS (9 mentions, 25.7%) HIGH PRIORITY
Sentiment: Negative (avg: -0.7/1.0)Sub-themes:
- Too expensive (9 mentions)
Representative Quotes:
→ “Too expensive”
→ “Too expensive”
→ “Too expensive”Urgency: HIGH - Quarter of respondents cite price as barrier
-
PERFORMANCE & SPEED (8 mentions, 22.9%) MEDIUM PRIORITY
Sentiment: Highly Positive (avg: +0.9/1.0)Sub-themes:
- Speed satisfaction (8 mentions)
Representative Quotes:
→ “Love the speed”
→ “Love the speed”
→ “Love the speed”Urgency: MEDIUM - Major strength to maintain and promote
-
CUSTOMER SUPPORT ISSUES (9 mentions, 25.7%) HIGH PRIORITY
Sentiment: Negative (avg: -0.7/1.0)Sub-themes:
- Slow response times (9 mentions)
Representative Quotes:
→ “Support is slow”
→ “Support is slow”
→ “Support is slow”Urgency: HIGH - Matches pricing concern frequency, frustrating users
-
DOCUMENTATION GAPS (9 mentions, 25.7%) MEDIUM PRIORITY
Sentiment: Negative (avg: -0.6/1.0)Sub-themes:
- Missing or inadequate documentation (9 mentions)
Representative Quotes:
→ “Need better docs”
→ “Need better docs”
→ “Need better docs”Urgency: MEDIUM - Impacts onboarding and self-service success
INSIGHTS SUMMARY:
• Three critical pain points each affect ~26% of respondents: pricing, support speed, documentation
• Speed/performance is the clear product strength - 23% express strong satisfaction
• Negative feedback is evenly distributed across pricing, support, and documentation
• Short responses suggest these are top-of-mind issues requiring no elaboration
RECOMMENDED ACTIONS:
IMMEDIATE:
- Support response time improvement - matches pricing as #1 complaint (26% affected)
- Documentation sprint - quick wins to improve self-service and reduce support burden
NEXT QUARTER:
3. Pricing analysis and communication - evaluate if perception or actual pricing issue
4. Customer success program - leverage speed advantage, address support and docs proactively
FUTURE:
5. Self-service knowledge base expansion - long-term documentation strategy
6. Pricing tier exploration - if cost remains persistent feedback
About This Skill
Analyze open-ended survey responses to extract themes, categorize responses, count frequencies, analyze sentiment, and generate actionable insights. Saves 4-6 hours of manual coding work.
View Skill DetailsMore Examples
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