AI & RAG
On-Call Runbook Answerer in Discord
Watches an on-call Discord channel for operational questions, retrieves matching internal runbooks from Confluence.
How it runs
The automated pipeline, trigger to output.
- TriggerNew message in on-call Discord channelDiscord
- LogicKeep only operational questions
- ActionSearch Confluence runbooks for matchesConfluence
- ActionDraft grounded answer with citationsOpenAI
- OutputReply in Discord thread with sourcesDiscord
What it does
Turns your on-call Discord channel into a self-serve runbook desk. When an engineer asks "how do I drain a node?" or "what's the rollback procedure for the payments service?", the assistant searches your internal ops documentation, drafts an answer strictly grounded in what it found, and posts it back in the thread with citation links to the source Confluence pages.
When to use it
Use it when your team repeatedly answers the same operational questions in chat, when new on-call engineers need fast access to procedures, or when you want answers traceable to an authoritative runbook instead of tribal knowledge. It only answers from your docs, so it won't invent steps.
How it works
- 1A new message in the on-call Discord channel triggers the flow.
- 2A logic step filters out non-questions and chatter, keeping only operational asks.
- 3The retrieval step searches Confluence for runbook pages matching the question.
- 4An OpenAI step composes a concise answer grounded only in the retrieved passages, refusing if coverage is thin.
- 5The reply is posted back into the Discord thread with linked citations.
Set it up
What you configure once, before turning it on.
- 1Connect DiscordCommunity channels + voice + bots.
- 2Connect ConfluenceSpaces, pages, blueprints.
- 3Connect OpenAIModels, embeddings, files.
- 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 AI & RAG workflows
Publish a Grounded API FAQ Page to Confluence Weekly
Each week, clusters the top unanswered or repeated API questions, generates spec-grounded answers with citations.
Detect Breaking API Changes from Spec Diffs and Alert Owners
Compares the new OpenAPI spec against the previous version on each GitLab merge, uses retrieval over the changelog to classify whether changes are breaking.
Pre-meeting prep brief grounded in Coda and CRM
Before each booked sales meeting, builds a one-page prep brief by combining the account's HubSpot context with grounded talking points and objection responses pulled from your…
Coda-grounded sales answer bot with citations in Slack
Reps ask product, pricing, or competitive questions in Slack and get an answer drawn only from your Coda knowledge hub, with links to the exact docs and rows it pulled from.
Weekly knowledge-gap digest from unanswered rep questions
Each week, scans rep questions the answer bot couldn't ground in Coda, clusters the recurring gaps.
RFP and security questionnaire drafter grounded in Coda
Drafts answers to inbound RFP and security questionnaire questions by retrieving approved language from your Coda hub, then files the cited draft for review before a rep sends it.
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.
