CHATBOTS
HR Policy Q&A Assistant in Microsoft Teams (Confluence-grounded)
Answers employee HR questions inside Microsoft Teams by retrieving the relevant Confluence policy pages and replying with a grounded, cited answer.
How it runs
The automated pipeline, trigger to output.
- TriggerEmployee asks a question in Microsoft TeamsMicrosoft Teams
- ActionSearch Confluence HR space for relevant policy pagesConfluence
- LogicCheck that retrieved pages actually cover the question
- ActionGenerate grounded answer with citations via OpenAIOpenAI
- OutputReply in the Teams thread with answer and source linksMicrosoft Teams
What it does
Gives employees a self-serve HR helpdesk in Microsoft Teams. When someone DMs or @mentions the bot with a policy question (PTO, parental leave, expense limits, remote-work rules), it searches your Confluence HR space, pulls the most relevant pages, and answers in plain language with citations linking to the exact policy page.
When to use it
When HR spends hours each week answering the same handbook questions, and employees can't find answers buried in Confluence. Best for companies that already keep their policies current in a Confluence HR space.
How it works
- 1An employee message in Teams triggers the workflow.
- 2The question is searched against your Confluence HR space to find matching policy pages.
- 3The top page bodies are passed to OpenAI with a strict "answer only from these sources" prompt.
- 4A guardrail checks whether the retrieved pages actually cover the question.
- 5If covered, the bot posts a cited answer in the Teams thread; if not, it replies that it can't find a policy and tags the HR channel.
Set it up
What you configure once, before turning it on.
- 1Connect Microsoft TeamsChannels, chats, files.
- 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.
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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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