Use cases & roadmap
Knowledge workers — grounded answers
Internal Q&A over folders, crawled sites, and uploads—with citations-style grounding and safe escalation.
Knowledge workers — grounded answers
Use this for operations, HR, legal ops, finance, and internal support teams who need fast answers from approved documents—not open-web guesses.
What ships today
| Piece | Purpose |
|---|---|
| Knowledge files | PDF, DOCX, Markdown, CSV, and more in folder structure |
| Website crawler | Ingest public or internal docs pages into the same index |
| KB search tool | Agent retrieves relevant chunks before replying |
| KB preflight / KB search workflow steps | Batch or pipeline retrieval in workflows |
| Escalate / resolve | Hand off when the answer isn’t in corpus or needs a human |
| Widget or internal channel | Same agent on web widget, Slack, or inbox |
Example agent: Internal handbook bot
- Knowledge → Sources — create folder
handbook/; upload policies, benefits, travel, and IT guides. - Optional crawler — add your internal wiki or Notion-exported site if allowed by policy.
- Agents → Create — name:
Handbook Bot. - Instructions — answer only from retrieved context; say when information is missing; never invent policy.
- Tools — enable Knowledge search; enable Escalate for HR/legal edge cases.
- Guardrails — block medical/legal advice beyond documented policy.
Prompts to test
- “How many PTO days do new hires get in the US?”
- “What’s the expense policy for client dinners?”
- “Summarize the security training requirements for contractors.”
Expected behavior:
- Answers reflect uploaded content.
- Missing topics trigger “not in handbook” + escalation offer.
- No confidential data from other orgs (multi-tenant isolation is server-side).
Folder and permission hygiene
- One folder per department (
hr/,finance/,it/) so agents can be scoped narrowly. - Re-sync after policy updates; stale docs cause wrong answers.
- Use agent-specific knowledge links in Agent settings rather than dumping everything into one mega-agent.
Workflows for knowledge teams
| Pattern | Steps |
|---|---|
| Nightly FAQ draft | Schedule → KB preflight → LLM → Output (email via HTTPS step) |
| Ticket assist | Webhook → Input (question) → KB preflight → LLM → Output |
| Live thread search | Input (thread + query) → KB search or Agent tool (searchTool) |
See Example workflows.
Channels
- Internal: widget on intranet, or Slack after channel setup.
- External: use stricter guardrails and a smaller knowledge folder.
See Channels overview and Widget customization.
Related
- Knowledge files
- Retrieval and RAG
- Customer support — external-facing variant of the same pattern
- Operations