All examples for Survey Theme Extractor

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:

  1. 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

  2. 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

  3. 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

  4. 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:

  1. Support response time improvement - matches pricing as #1 complaint (26% affected)
  2. 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