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Customer support

Support teams answer the same questions in different words every day.

  • Duplicate tickets waste agent time.
  • Good past answers are buried in ticket history.
  • Self-service bots give generic answers.
  • Suggested answers: retrieve the closest solved tickets and knowledge-base articles.
  • Duplicate detection: flag tickets that match an open one.
  • Runs inside your helpdesk app, with no extra service to operate.

Each project has its own page: the problem, how SrvDB powers it, what changes, architecture, use cases, core code and limits.

Level Project What it does
1 · Beginner Knowledge Base Search Customers and agents find the right article from their own words.
2 · Intermediate Helpdesk Answer Bot Drafts replies from similar solved tickets and articles.
3 · Advanced Ticket Deduplicator Finds duplicate tickets and emerging issue clusters.
4 · Expert Customer Memory Agent Remembers each customer’s history across conversations.
5 · Frontier Offline Support Kiosk A self-service assistant that works without internet.