CHATBOTS
Benefits Q&A Assistant in Teams from Plan Documents
Answers employee benefits questions in Microsoft Teams by retrieving authoritative passages from your plan documents in Confluence.
How it runs
The automated pipeline, trigger to output.
- TriggerEmployee @mentions assistant in TeamsMicrosoft Teams
- ActionSearch benefits plan docs in ConfluenceConfluence
- ActionDraft grounded answer with OpenAIOpenAI
- LogicCheck answer confidence and scope
- OutputReply in Teams thread with citationMicrosoft Teams
What it does
Gives employees a self-serve benefits assistant inside Microsoft Teams. When someone asks about deductibles, dependent eligibility, FSA limits, or open-enrollment dates, the assistant searches your benefits plan documentation in Confluence, grounds its answer in the actual policy text, and replies in the same Teams thread with a citation to the source page.
When to use it
During open enrollment or year-round, when HR spends hours answering the same plan-detail questions. Best when your summary plan descriptions, benefit guides, and FAQs already live in Confluence and you want answers tied to that source of truth rather than guesses.
How it works
- 1An employee posts a benefits question by @mentioning the assistant in a Teams channel or chat.
- 2The question is converted to a search query and run against the benefits space in Confluence to pull the most relevant plan-document passages.
- 3OpenAI composes an answer constrained to the retrieved text, refusing to speculate when coverage isn't documented.
- 4A guard checks confidence; low-confidence or out-of-scope questions are flagged for human HR follow-up.
- 5The assistant replies in the original Teams thread with the answer and a link to the Confluence source page.
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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