Support AI Skill

Kb Content Gap Analysis

Identify gaps in knowledge base coverage by analyzing support ticket topics, search queries, and customer questions that lack corresponding articles. Use when auditing knowledge base coverage, finding content gaps, planning article creation, improving searc...

Knowledge Base Content Gap Analysis

Identify gaps in knowledge base coverage to guide content creation and improve self-service.

Workflow

Content Gap Analysis Process

Trigger: Monthly content review; quarterly KB audit; declining search success rate:

  1. Search failure analysis: Extract search queries with zero results or zero clicks (last 30 days); identify top 50 failed searches; cluster by topic; prioritize by search volume.
  2. Ticket-to-article mapping: Analyze resolved tickets — what topics were covered vs. unsupported; identify high-volume ticket categories with low article coverage; calculate coverage ratio per category.
  3. Article performance review: Analyze existing articles — views, helpful votes, time on page, bounce rate; identify low-performing articles (high views, low helpful votes) indicating poor content quality; identify high-performing articles (potential expansion topics).
  4. Customer question mining: Extract questions from CSAT comments, NPS responses, community forum, chatbot fallback conversations; cluster by theme; identify recurring unanswered questions.
  5. Gap prioritization: Score each gap by — search volume (how many customers are looking), ticket volume (how many tickets on this topic), revenue impact (enterprise customers affected), urgency (compliance/security topics).
  6. Content creation plan: Generate article briefs for top gaps — title, target audience, key points, related articles, owner; assign to content team; set publication deadlines.
  7. Publishing and monitoring: Publish new articles; monitor performance (views, helpful votes, deflection impact); measure ticket volume reduction on covered topics; iterate.
  8. Quarterly audit: Full KB review — retire outdated articles, merge duplicates, fill remaining gaps, assess overall coverage score (target: > 85% of support topics covered).

Gap Analysis Framework

CONTENT GAP ANALYSIS — DATA SOURCES
======================================

Source 1: Search Failures (Help Center)
  Data: Queries with 0 results OR 0 clicks on results
  Volume: 1,200 failed searches last month
  Top failed queries:
    1. "how to export data to CSV" — 85 searches, 0 results → GAP
    2. "API rate limit increase" — 62 searches, 0 clicks → GAP (article exists but irrelevant)
    3. "connect to Salesforce" — 48 searches, 0 results → GAP
    4. "two-factor authentication setup" — 41 searches, 0 clicks → LOW QUALITY (article outdated)
    5. "cancel subscription" — 38 searches, 0 results → GAP

Source 2: Ticket Topic Coverage
  Data: Resolved tickets mapped to KB categories
  Coverage analysis:
    Category                  Tickets  Articles  Coverage Score
    Billing                  850      12        72%
    Account Management       620      18        85%
    Technical Troubleshooting 1,200   25        65%  ← LOWEST
    API & Integrations       480      8         45%  ← CRITICAL GAP
    Feature Requests         350      0         0%   ← BY DESIGN (not KB content)
    Onboarding               280      15        80%
    Security & Compliance    180      6         55%  ← GAP (high urgency)

Source 3: Chatbot Fallback Conversations
  Data: Questions where chatbot couldn't answer (escalated to agent)
  Volume: 850 fallback conversations last month
  Top fallback topics:
    1. Integration setup (220 conversations) → GAP
    2. Custom reporting (150 conversations) → GAP
    3. Data migration (130 conversations) → GAP
    4. Permission management (95 conversations) → LOW COVERAGE
    5. Webhook configuration (85 conversations) → GAP

Source 4: Customer Survey Comments
  Data: NPS and CSAT open-ended responses mentioning documentation
  Volume: 120 comments mentioning "documentation", "guide", "how to"
  Themes:
    - "Wish there was a guide for X" (45 comments) → GAP
    - "The documentation for Y is outdated" (30 comments) → LOW QUALITY
    - "Can't find info about Z" (25 comments) → GAP
    - "Video tutorial would help with A" (20 comments) → FORMAT GAP

Gap Priority Matrix:
  Score = (Search Volume × 2) + (Ticket Volume × 3) + (Urgency × 2)
  
  Priority 1 (Critical, score ≥ 20): API & Integrations, Security, Data Export
  Priority 2 (High, score 10–19): Technical Troubleshooting, Custom Reporting
  Priority 3 (Medium, score 5–9): Permission Management, Webhook Config
  Priority 4 (Low, score < 5): Nice-to-have topics

Content Creation Plan

KB CONTENT CREATION PLAN — Q2 2025
=====================================

Article Briefs (Priority 1 — Critical):

1. "How to Export Data to CSV/Excel"
   Category: Data Management
   Target audience: All users (high search volume: 85/month)
   Key points: Export steps, format options, filters, limitations
   Related articles: Data import, bulk operations, API data access
   Owner: Content Writer A
   Deadline: 2025-02-15

2. "API Integration Guide — Getting Started"
   Category: API & Integrations
   Target audience: Developers, technical users (ticket volume: 480/month)
   Key points: API authentication, rate limits, endpoints, SDKs, examples
   Related articles: API reference, webhook setup, integration examples
   Owner: Developer Advocate + Content Writer B
   Deadline: 2025-02-28

3. "Security Best Practices and Compliance"
   Category: Security & Compliance
   Target audience: Admin users, compliance officers (urgency: high)
   Key points: Encryption, access controls, audit logs, GDPR, SOC 2
   Related articles: Two-factor auth, SSO setup, data privacy
   Owner: Security Team + Content Writer A
   Deadline: 2025-03-15

4. "How to Connect Salesforce to [Product]"
   Category: Integrations
   Target audience: Sales ops, admin users (search volume: 48/month)
   Key points: Prerequisites, connection steps, field mapping, troubleshooting
   Related articles: API integration, webhook setup, other CRM integrations
   Owner: Integrations Team + Content Writer B
   Deadline: 2025-03-01

Quality Improvement (Low-Performing Articles):

5. Update "Two-Factor Authentication Setup" (outdated — 41 searches, 0 clicks)
   Issue: Screenshots from v2.0; current version is v3.5 (UI changed)
   Action: Update screenshots, steps, add video tutorial
   Owner: Content Writer A
   Deadline: 2025-02-10

6. Rewrite "API Rate Limits" (exists but irrelevant — 62 searches, 0 clicks)
   Issue: Article covers old rate limit system; new system launched 6 months ago
   Action: Complete rewrite with new rate limit tiers, increase request process
   Owner: Developer Advocate
   Deadline: 2025-02-10

Edge Cases

Integration Points