Support AI Skill

Customer Feedback Management

Collect, analyze, and act on customer feedback through surveys, reviews, social listening, and NPS/CSAT programs to drive product improvements and service quality. Use when designing feedback programs, configuring NPS/CSAT surveys, analyzing customer sentim...

Customer Feedback Management & Voice of Customer

Systematically collect, analyze, and act on customer feedback across all touchpoints through structured NPS/CSAT programs, review management, social listening, and closed-loop feedback processes.

Workflow

Phase 1: Feedback Program Design

Define feedback framework:

NPS (Net Promoter Score): overall loyalty, "How likely to recommend?" (0-10 scale)
CSAT (Customer Satisfaction): transactional satisfaction, "How satisfied were you?" (1-5 scale)
CES (Customer Effort Score): ease of interaction, "How easy was it?" (1-5 scale)
Qualitative: open-ended comments, interview insights, review text
Social listening: brand mentions, sentiment across social channels

Map feedback collection touchpoints:

Post-interaction: after support ticket resolution, after purchase, after onboarding
Periodic: quarterly NPS, annual customer health survey
Event-triggered: after product update, after billing change, after contract renewal
Proactive: pulse surveys, feature request collection, UX feedback

Design survey instruments:

Question design (concise, unbiased, actionable)
Response scale selection (Likert, numeric, emoji)
Question logic and branching
Timing optimization (when to send for max response rate)
Multi-language support

Phase 2: Collection & Analysis

Deploy feedback collection:

Automated survey triggers (post-interaction, periodic)
Multi-channel delivery (email, in-app, SMS, web intercept)
Incentive program (optional: gift cards, loyalty points, feature access)
Response rate optimization (timing, length, personalization)

Analyze quantitative metrics:

NPS calculation: Promoters (9-10) - Detractors (0-6)
CSAT average and distribution
CES average and trend
Segment-level analysis (by product, plan, region, tenure)
Trend analysis (week-over-week, month-over-month)

Analyze qualitative feedback:

Sentiment analysis (AI-powered categorization)
Theme extraction (common topics: pricing, features, support, UX)
Severity classification (critical issues, enhancement requests, bugs)
Topic modeling (identify emerging themes)
Verbatim review sampling for deep insights

Phase 3: Action & Closed-Loop

Immediate response protocols:

Detractor callback: <24 hours (support or CSM follows up)
Critical issue escalation: <4 hours (product/engineering alert)
Positive feedback amplification: share internally, invite review/referral
Automated acknowledgment for all respondents

Action planning:

Aggregate feedback by theme and priority
Create action items with ownership and deadlines
Track implementation of feedback-driven improvements
Close the loop: notify respondents when their feedback led to change

Reporting & communication:

Weekly feedback summary to leadership
Monthly VoC report with trends, themes, and actions
Quarterly deep-dive presentations
Real-time alerts for critical issues
Cross-functional sharing (product, engineering, support, sales)

Templates

Feedback Program Configuration

CUSTOMER FEEDBACK PROGRAM — Configuration
===========================================
Version: [3.0] | Effective: [Date]

SURVEY TYPES & DEPLOYMENT:
┌──────────────┬────────────┬──────────────┬──────────────┬───────────────┐
│ Survey Type  │ Trigger    │ Timing       │ Channel      │ Frequency Cap │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Post-Ticket  │ Ticket     │ 2 hours      │ Email +      │ 1x/30 days    │
│ CSAT         │ closed     │ after close  │ in-app       │ per customer  │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Post-        │ Purchase   │ 24 hours     │ Email        │ 1x per        │
│ Purchase     │ completed  │ after        │ + SMS        │ transaction   │
│ CSAT         │ (if >$100) │ after        │              │               │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Quarterly NPS│ Scheduled  │ Month 1, 4,  │ Email        │ 4x/year       │
│              │            │ 7, 10        │              │ per customer  │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Onboarding   │ Day 7, 14, │ Day 7, 14,   │ In-app +     │ 3x during     │
│ CES          │ 30         │ 30           │ email        │ onboarding    │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Feature      │ New        │ 1 week after │ In-app       │ 1x per        │
│ Feedback     │ feature    │ launch       │ + email      │ feature       │
│              │ launch     │              │              │ launch        │
├──────────────┼────────────┼──────────────┼──────────────┼───────────────┤
│ Pulse Survey │ Monthly    │ 1st week     │ Email        │ 1x/month      │
│              │            │ of month     │              │ per customer  │
└──────────────┴────────────┴──────────────┴──────────────┴───────────────┘

NPS SCORING:
  Promoters: 9-10  → Loyalty, expansion opportunity
  Passives:  7-8   → Satisfied but not advocates
  Detractors: 0-6 → Churn risk, immediate follow-up

CSAT SCORING:
  Very Satisfied: 5  → Celebrate, request referral/review
  Satisfied:      4  → Maintain
  Neutral:        3  → Investigate
  Dissatisfied:   2  → Follow-up within 48 hours
  Very Dissat.:  1  → Follow-up within 24 hours

RESPONSE RATE TARGETS:
  Post-ticket CSAT: ≥ 25%
  Quarterly NPS:    ≥ 15%
  Onboarding CES:   ≥ 40%
  Feature feedback: ≥ 10%
  Pulse survey:     ≥ 8%

SURVEY DESIGN STANDARDS:
  Max questions: 5 (transactional) / 10 (periodic)
  Completion time: < 2 min (transactional) / < 5 min (periodic)
  Open-ended: Max 2 questions
  Mobile optimized: Yes (all surveys)
  Language support: English, Spanish, French, German, Japanese

Closed-Loop Response Protocol

CLOSED-LOOP FEEDBACK RESPONSE — Protocol
==========================================
Version: [2.0] | Effective: [Date]

DETRACTOR RESPONSE (NPS 0-6):
  Timeline: < 24 hours
  Owner: Support Lead / CSM (by customer tier)
  Process:
    1. Automated alert to assigned owner
    2. Personalized outreach call or email
    3. Listen actively, acknowledge frustration
    4. Resolve immediate concern or escalate
    5. Document resolution in CRM
    6. Follow-up within 7 days to confirm satisfaction
  Escalation: Unresolved after 48h → Manager | Unresolved after 72h → VP

CRITICAL ISSUE ESCALATION (CSAT 1-2):
  Timeline: < 4 hours
  Owner: Support Manager
  Process:
    1. Immediate alert (Slack + email)
    2. Contact customer within 4 hours
    3. Triage: product bug? service failure? pricing issue?
    4. Route to appropriate team (product/engineering/support)
    5. Provide timeline for resolution
    6. Daily updates until resolved
    7. Post-resolution satisfaction check

PASSIVE ENGAGEMENT (NPS 7-8):
  Timeline: Within 7 days (automated)
  Owner: Marketing automation
  Process:
    1. Personalized thank-you email
    2. Request specific feedback: "What could make it a 9 or 10?"
    3. Offer relevant resources (tutorials, tips, new features)
    4. Include subtle upgrade/expansion opportunity

PROMOTER AMPLIFICATION (NPS 9-10):
  Timeline: Within 48 hours (automated)
  Owner: Marketing automation
  Process:
    1. Personalized thank-you with specific appreciation
    2. Invite to leave review (G2, Capterra, Trustpilot)
    3. Share referral program link
    4. Invite to user community / advisory board
    5. Feature in customer spotlight (with permission)
    6. Flag for expansion opportunity (sales notification)

INTERNAL CLOSING THE LOOP:
  Weekly: Feedback summary → Product team
  Monthly: VoC report → Leadership team
  Quarterly: Deep-dive presentation → Company-wide
  Ad-hoc: Critical feedback → Engineering/Design sprint planning
  Annual: Feedback impact report → Board of Directors

FEEDBACK IMPACT TRACKING:
  For every theme with ≥ 20 mentions:
    1. Create action item with owner and deadline
    2. Track implementation status
    3. Notify affected customers when change shipped
    4. Measure post-change NPS/CSAT shift
    5. Document in annual VoC impact report

Integration Points

Survey platforms: Qualtrics, SurveyMonkey, Delighted, Typeform
NPS/CSAT tools: Promoter.io, Survicate, Wootric, Nicereply
Social listening: Brandwatch, Sprout Social, Hootsuite Insights, Mention
Review management: Trustpilot, G2, Capterra, Google Reviews
CRM: Salesforce, HubSpot (customer profile, feedback history)
Support systems: Zendesk, Intercom, Freshdesk (post-ticket surveys)
Analytics: Tableau, Power BI, Looker (feedback dashboards)
AI sentiment: MonkeyLearn, Lexalytics, MeaningCloud, custom NLP
Communication: Slack, email (alerts, follow-ups, internal reports)
Product tools: Jira, Pendo (feedback-driven feature tracking)

Edge Cases

| Scenario | Handling | |----------|----------| | Low survey response rates | Optimize timing, reduce length, add incentives, personalize, A/B test subject lines | | Survey fatigue (too many surveys) | Enforce frequency caps; consolidate surveys; rotate question sets | | Biased sample (only extremes respond) | Analyze respondent demographics; weight scores; add intercept surveys | | Detractor feedback is abusive | Professional acknowledgment; no engagement on abuse; escalate if threat | | Multinational feedback with cultural differences | Localized surveys; cultural sensitivity in scoring; regional benchmarks | | Feedback contradicts product roadmap | Document and present data; engage in data-driven prioritization discussion | | Incentive-driven response bias | Track incentive vs. organic respondents separately; adjust analysis | | Feedback volume overwhelms team | AI triage; prioritize by severity and volume; auto-respond for common themes |

Output

Voice of Customer Dashboard

VOICE OF CUSTOMER DASHBOARD — Monthly Summary
===============================================
Period: January 2025

OVERALL SCORES:
  NPS:    +42 [↑ +3 from December] ████████████████████████████░░░░ (target: +45)
  CSAT:   4.3/5.0 [↑ +0.1] ██████████████████████████████████░░░░ (target: 4.5)
  CES:    2.8/5.0 [→ stable] ███████████████████████████░░░░░░░░░ (lower = better)

NPS BREAKDOWN:
  Promoters (9-10):  58% ████████████████████████████████
  Passives (7-8):    27% ████████████████
  Detractors (0-6):  15% █████████

RESPONSE METRICS:
  Surveys sent: 12,847
  Responses: 3,456 (26.9% response rate)
  NPS responses: 892 (15.2% of active base)
  CSAT responses: 2,134 (28.7% of interactions)
  CES responses: 430 (39.1% of onboarding cohort)

TOP FEEDBACK THEMES (by mention volume):
  1. "API reliability issues" — 87 mentions | Sentiment: 62% negative | Priority: HIGH
  2. "Dashboard UI improvements" — 64 mentions | Sentiment: 45% negative | Priority: HIGH
  3. "Pricing transparency" — 52 mentions | Sentiment: 58% negative | Priority: MEDIUM
  4. "New reporting features loved" — 48 mentions | Sentiment: 89% positive | Priority: LOW
  5. "Onboarding too complex" — 41 mentions | Sentiment: 71% negative | Priority: HIGH
  6. "Customer support praise" — 39 mentions | Sentiment: 95% positive | Priority: LOW
  7. "Mobile app performance" — 35 mentions | Sentiment: 55% negative | Priority: MEDIUM

CLOSED-LOOP METRICS:
  Detractor callbacks: 127/134 (94.8% within 24h)
  CSAT 1-2 follow-ups: 34/36 (94.4% within 4h)
  Detractor recovery rate: 23% (score improved on follow-up survey)
  Promoter review rate: 18% (invited to leave review)
  Promoter referral rate: 8% (used referral link)

ACTION TRACKING:
  Open action items: 14 | Completed this month: 9 | Overdue: 2
  Top completed actions:
    1. API timeout fix shipped → related NPS mentions ↓ 40%
    2. Onboarding video series launched → CES ↑ 0.3 points
    3. Pricing page updated → pricing complaints ↓ 25%

TREND ANALYSIS (6-month):
  NPS: 38 → 39 → 40 → 41 → 39 → 42 (↑ +4 overall)
  CSAT: 4.1 → 4.2 → 4.2 → 4.3 → 4.2 → 4.3 (↑ +0.2 overall)
  Response rate: 22% → 24% → 25% → 26% → 27% → 26.9% (↑ +4.9% overall)