The Challenge
Support documentation quickly becomes outdated:
- New features launch without documentation
- Common issues get answered repeatedly in tickets
- Workarounds live only in ticket threads
- Knowledge gaps frustrate customers and agents
Writing documentation takes time teams don't have.
The AI Desk Solution
AI Desk monitors support tickets, identifies documentation gaps, and drafts help articles based on real customer issues.
The Workflow
Step 1: Analyze Ticket Patterns
Trigger: New resolved ticket
Connectors Used:
├── Zendesk (ticket data)
├── Confluence (existing docs)
├── Intercom (chat transcripts)
└── Google Docs (draft output)
Step 2: Gap Identification
AI Desk checks:
- Is this issue already documented?
- How many similar tickets exist?
- Is existing documentation sufficient?
- Should this become a new article?
Step 3: Article Generation
If gap identified:
- Draft article using ticket resolution
- Follow your style guidelines
- Include step-by-step instructions
- Flag for human review
Example Output
📝 Documentation Draft Generated
ANALYSIS
├── Ticket: #45892 - "Can't export data to CSV"
├── Similar tickets: 12 in past 30 days
├── Existing documentation: None found
└── Recommendation: Create new article
EXISTING DOCS REVIEWED
├── Data Management Guide - No export section
├── Reports Overview - Mentions export, no details
└── FAQ - Export not covered
DRAFTED ARTICLE
Title: How to Export Data to CSV
Audience: End users
Version: 1.0
Overview
This guide explains how to export your data from
the dashboard in CSV format for use in spreadsheets
or external tools.
Steps
- Navigate to Reports > Data Export
- Select the data range you want to export
- Choose "CSV" from the format dropdown
- Click Generate Export
- Download will start automatically
Troubleshooting
Export button grayed out?
You need "Export" permissions. Contact your admin.
File won't open in Excel?
Ensure you're using UTF-8 encoding. In Excel:
Data > From Text/CSV > Select UTF-8
STATUS: Ready for review
SUGGESTED LOCATION: Help Center > Data Management
Human + AI Collaboration
| AI Handles | Human Keeps |
| Gap identification | Accuracy review |
| Draft generation | Brand voice polish |
| Pattern analysis | Publication decision |
| Format consistency | Strategic planning |
Value Proposition
- Time Saved: 2 hours per article
- Proactive Updates: Documentation stays current
- Reduced Tickets: Self-service improves
- Consistent Quality: Every article follows standards
Part of the 100 Days 100 Usecases campaign. View all usecases