SUMMARIZATION
Discord sentiment spike alert to Slack
Checks Discord feedback channels every few hours, summarizes the emerging mood, and pings Slack only when negative sentiment about a single topic spikes past a threshold.
How it runs
The automated pipeline, trigger to output.
- TriggerEvery 3 hours schedule
- ActionFetch new Discord messages since last runDiscord
- ActionScore sentiment and cluster negatives with OpenAIOpenAI
- LogicGate on negative-topic threshold
- OutputSend focused Slack alertSlack
What it does
It keeps a finger on the community's pulse without flooding you. On a regular interval it samples recent Discord feedback messages, has an LLM gauge sentiment and cluster the complaints, and stays silent unless one topic crosses a negative-volume threshold. When it does, it sends a focused Slack alert naming the topic, the affected members, and representative quotes.
When to use it
Use this to catch a brewing outage backlash, a confusing release, or a pricing complaint before it snowballs — without a human babysitting Discord all day.
How it works
- 1A schedule fires every three hours.
- 2The workflow fetches messages posted since the last run from the feedback channels.
- 3An OpenAI call scores sentiment per message and groups negatives into topics with counts.
- 4A logic gate checks whether any single topic exceeds the configured negative-message threshold within the window.
- 5If the threshold is crossed, it posts a concise Slack alert with the topic, volume, and three representative quotes; otherwise the run ends quietly.
Set it up
What you configure once, before turning it on.
- 1Connect DiscordCommunity channels + voice + bots.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect SlackChannels, DMs, threads, mentions.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More Summarization workflows
On-submit Loom standup roll-up archived to Confluence
When a standup video is submitted via webhook, transcribes it, generates a per-person written summary, and appends it to a running team standup page in Confluence.
Front Escalation Handoff Doc in Notion
When a Front escalation closes, drafts a structured handoff document in Notion capturing the resolution, customer commitments, and open follow-ups, then alerts the AE in Slack.
Front Escalation War-Room Brief to Slack
On a Front escalation, posts a concise threat-assessment brief to a Slack channel only when the AI judges the situation high-severity.
VIP Front Escalation Instant Exec Page-Out
Detects escalations from VIP accounts in Front, generates a one-paragraph executive recap, and pages the named account exec via Slack and Salesforce task within minutes.
Release health note per Vercel deploy
When a Vercel deploy goes live, summarizes the Sentry errors observed in the release window into a plain-English health note that separates brand-new error classes…
Rollback recommendation when a deploy spikes errors
When a Sentry alert fires for an error spike, attributes it to the most recent deploy, summarizes whether the spike is dominated by new error classes introduced by that release.
Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.
Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.