SlackChannelHealthScore: Activity & Engagement Auditor
Automatically scores Slack channel health (engagement, conversation quality, member participation) and flags dead/toxic channels for community managers and team leads
The Problem
Community managers and team leads managing 50+ Slack channels have no visibility into which channels are actually healthy, active, or worth keeping. Dead channels accumulate clutter, toxic channels go undetected, and high-value channels may be underpromoted. Manual audits are tedious and happen rarely.
Target Audience
Slack workspace admins at 100-5000 person companies, community managers at tech communities, and internal comms teams managing internal Slack orgs
Why Now?
Slack workspace bloat is getting worse as companies grow; recent AI analysis tools make sentiment/quality scoring feasible without expensive ML infrastructure
What's Missing
Slack's native analytics only show basic metrics (member count, message count). There's no scoring system for 'is this channel healthy?' or automated way to surface which channels need intervention or could be archived
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