AI & RAG
Slack Slash-Command Support Agent Answering from ReadMe and Coda
Agents ask a question via a Slack message and get an instant in-thread answer synthesized from ReadMe docs and Coda internal runbooks.
How it runs
The automated pipeline, trigger to output.
- TriggerQuestion posted in Slack support channelSlack
- ActionSearch ReadMe and Coda runbooksReadMe
- LogicBranch: ask to rephrase if no match
- ActionSynthesize cited answer from passagesOpenAI
- OutputReply in Slack thread with citationsSlack
What it does
Gives your support agents a self-serve knowledge bot inside Slack. An agent posts a question to a dedicated channel or via slash command, and the bot retrieves matching ReadMe articles and Coda runbook entries, synthesizes a direct answer, and replies in-thread with citation links — no context switching to dig through docs mid-conversation.
When to use it
Use this when agents lose time searching docs while a customer waits, or when newer reps need fast access to internal runbooks. It answers humans, not customers, so it is a low-risk way to put RAG in front of your team.
How it works
- 1A message in the designated Slack channel triggers the flow with the agent's question.
- 2The agent searches ReadMe articles and Coda runbook tables in parallel for relevant passages.
- 3A branch detects no-match questions and replies asking the agent to rephrase or escalate.
- 4OpenAI synthesizes a concise answer strictly from the retrieved passages with inline source links.
- 5The answer is posted as a threaded reply on the original Slack message.
Set it up
What you configure once, before turning it on.
- 1Connect SlackChannels, DMs, threads, mentions.
- 2Connect ReadMeAPI docs, changelog, auth.
- 3Connect CodaDocs, packs, automations.
- 4Connect OpenAIModels, embeddings, files.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More AI & RAG workflows
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.
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…
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.
Re-Index API Specs on GitLab Merge to Keep the Answer Bot Fresh
Watches GitLab merges to your API repo, detects changed OpenAPI specs and changelog files, re-chunks and re-embeds only what changed.
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.