SlopFilter: AI message noise reducer

For people drowning in AI-generated messages, auto-summarize and mute the low-signal ones

Problem

Bosses now dump AI-generated messages into Slack all day — long, repetitive, action-free. Teammates have developed a reflex to skip them: "whenever I see his automated messages, my natural reaction is: why do I even bother reading that?" As AI-written code and docs become normal, downstream reviewers face more noise, not less.

Solution

A Slack/Teams extension (or local browser plugin) that scores incoming messages for "actionable information density": flags templated AI tone, duplicates, and long threads with no next steps, then collapses them into a one-line summary with the original behind a toggle. Per-sender filter strength and a 'collapse rate' report so teams can see who is generating the noise.

Users

Mid-level engineers, PMs, and ops people who must digest cross-team chatter — especially in orgs where leadership is AI-obsessed

MVP

Slack client extension only; AI-tone and action-item detection; one-click collapse to summary + expand; per-sender threshold; local filter stats

Revenue

Per-seat subscription ($3-5/user/month); team tier with admin console and noise reports; free tier capped on daily filtered messages

Why now

AI-generated messages are shifting from personal tooling to organizational communication; noise is just starting to be felt and nobody owns the 'receiving end' yet