CHATBOTS
Slack Benefits FAQ Answer Bot
Answers open-ended benefits questions (medical, dental, 401k, FSA) in Slack by retrieving the relevant plan documents from the benefits knowledge base and grounding the reply.
How it runs
The automated pipeline, trigger to output.
- TriggerBenefits question posted in SlackSlack
- ActionRetrieve plan-document chunks from PostgresPostgres
- ActionGenerate grounded answer with confidence scoreOpenAI
- LogicBranch on answer confidence
- OutputReply to employee or escalate to HRSlack
What it does
When an employee asks a benefits question in Slack, the bot searches your stored plan documents, summaries, and policy PDFs, then answers in plain language with a citation to the source document — instead of pointing people at a 60-page PDF.
When to use it
Use this during open enrollment or year-round when employees repeatedly ask the same plan-detail questions. It handles the long tail of "is X covered?" queries and quietly hands off anything it can't answer confidently.
How it works
- 1A question posted in the benefits Slack channel triggers the flow.
- 2The flow retrieves the most relevant benefits-document chunks from the Postgres knowledge store via vector search.
- 3OpenAI generates a grounded answer constrained to the retrieved passages and returns a confidence signal.
- 4A logic branch checks confidence: high-confidence answers go straight back to the employee.
- 5Low-confidence or out-of-scope questions are escalated to the HR team in a private Slack thread for a human reply.
Set it up
What you configure once, before turning it on.
- 1Connect SlackChannels, DMs, threads, mentions.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect PostgresAny Postgres URL — query, write, migrate.
- 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 Chatbots workflows
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Discord FAQ Free-Text Answer Grader
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Discord verify-button onboarding via web form webhook
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Discord intro-gated role granting concierge
Watches your #introductions channel, uses AI to confirm a new member's intro is genuine and complete, then auto-assigns the verified Member role and welcomes them.
Daily Discord Digest of Repeated WAF False-Positive Reports
Each morning, scans logged Discord WAF reports in Postgres, groups them by the Cloudflare rule that keeps firing.
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.
