The before
Ben's team answered the same questions in tickets and chat. The knowledge base was behind because writing articles always lost to the live queue.
The turning point
MultipleChat summarizes repeated ticket patterns, drafts help articles, and uses another model to look for missing steps, unclear terms, or places where screenshots would be needed.
"We finally turned the queue into documentation instead of treating it as endless noise."
The after
The support team now ships articles faster and uses ticket data as the starting point. Humans still test the steps before publication.
What they used
Ticket synthesis
Find repeated questions across support notes.
Article drafts
Turn answers into knowledge base structure.
AI-Team review
Check whether steps are missing or unclear.
Support docs
Knowledge base
Operations