From can someone help to the answer is in the channel.
Slack channels with can someone take a look every day, the same answers five times per week. A pattern scan of the top 20 channels by volume shows 60 percent of requests are already answered, just in an old thread or in the wiki. A knowledge-base agent links to the answer instead of blocking senior time.
Senior time in DM avalanches.
Your senior engineers, senior consultants or team leads get five to eight can someone help requests per day. Each one only takes three minutes, in total that is eight hours per senior per week. The answers already exist, in the wiki, in old threads, in Notion. Nobody searches there because DM is faster.
Slack pattern scan, top 20 channels.
We export the top 20 channels by volume, scan for three phrases: can someone, status, blocking. Output is a hit list with channel, phrase, frequency per week, median answer time. The following bottleneck markers trigger.
Knowledge-base agent with wiki RAG.
A Slack bot with RAG over wiki, Notion and Slack channel history. It detects the three trigger phrases, searches matching answers, posts in thread with source link. Trust ladder level two: senior confirms with a thumbs up, bot learns. After three weeks level three: bot answers autonomously, senior reviews escalations only.
Recurring request workflow
Which three senior engineers lose eight hours per week to this?
In the audit we scan your top 20 Slack channels. By day five you see which phrases appear how often and who loses how much time.