SOCIAL MEDIA
Discord Sentiment-Shift Early Warning to Brand Team
Watches active Discord community threads, scores rolling sentiment with an LLM, and pings the brand team in Slack the moment a channel's mood turns sharply negative versus its…
How it runs
The automated pipeline, trigger to output.
- TriggerNew messages posted in watched Discord channelsDiscord
- ActionScore message batch sentiment with OpenAIOpenAI
- LogicCompare against channel baseline, compute negative delta
- LogicOnly continue if swing exceeds alert threshold
- OutputPost early-warning card to brand team Slack channelSlack
What it does
Monitors your busiest Discord channels and detects when community sentiment swings negative faster than normal chatter would explain. Instead of alerting on a single angry message, it compares the current window of messages against the channel's own recent baseline and only escalates a genuine shift to the brand team.
When to use it
Run this when a Discord server is your front line for community feedback and you want to catch brewing backlash (a botched release, a pricing change, an outage rumor) hours before it shows up in reviews or press. Best for teams who can't read every thread but must react fast to mood changes.
How it works
- 1A new batch of Discord messages in watched channels triggers the run.
- 2OpenAI scores the batch on a -1 to +1 sentiment scale with a one-line rationale.
- 3A logic step compares the score to the channel's trailing baseline and computes the delta.
- 4If the negative swing clears the threshold, the alert path fires; otherwise the run ends quietly.
- 5Slack receives a formatted early-warning card with the channel, delta, and representative quotes for the brand team.
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.
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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.

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