CHATBOTS
Nightly Confluence HR Page Indexer for Policy Search
Each night, syncs your Confluence HR space into a Postgres vector index so the policy chatbot always answers from current pages.
How it runs
The automated pipeline, trigger to output.
- TriggerNightly schedule fires
- ActionList all Confluence HR pages with modified timestampsConfluence
- LogicDiff against indexed versions to find changes and deletions
- ActionChunk and embed changed pages via OpenAIOpenAI
- OutputUpsert embeddings and prune deleted pages in PostgresPostgres
What it does
Keeps the knowledge base behind your HR chatbot fresh. On a schedule it walks every page in the Confluence HR space, chunks the content, generates embeddings with OpenAI, and upserts them into a Postgres table used for retrieval — so answers never go stale after a policy update.
When to use it
Run this alongside any Confluence-grounded HR assistant. Essential when policies change often (comp cycles, benefits open enrollment) and you need same-day accuracy without re-indexing everything by hand.
How it works
- 1A nightly schedule kicks off the sync.
- 2All pages in the Confluence HR space are listed with their last-modified timestamps.
- 3A diff step compares each page against the version recorded in Postgres to find new, changed, and removed pages.
- 4Changed page bodies are chunked and embedded via OpenAI.
- 5New and updated embeddings are upserted, and rows for deleted pages are removed, in Postgres.
- 6A summary of pages added, updated, and deleted is written for the run log.
Set it up
What you configure once, before turning it on.
- 1Connect ConfluenceSpaces, pages, blueprints.
- 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-Gated Role Concierge
Greets each new Discord member in a private onboarding thread, walks them through required FAQ steps one at a time.
Discord verify-button onboarding via web form webhook
Receives a completed external verification form by webhook, matches it to the Discord account, grants the verified role, and confirms back to the member in Discord.
Discord Onboarding Completion to CRM Sync
The moment a member finishes Discord onboarding, captures their submitted profile answers, creates or updates a contact in HubSpot.
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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