AI workshop workflow (personal → portal)

If you build guides for a client (lake association, municipality, club) using AI, treat your personal account as a workshop until content is ready for members.

Recommended workflow

  1. Define the program - what guides the client needs.
  2. Workshop on personal - Studio → + New shelf named for the project (e.g. "Lake Assoc - WIP").
  3. Create with AI - personal API key or ChatGPT OAuth; scaffold flat pages for short guides; fill instructional content.
  4. Review - Reader prev/next; fix empty section dividers and non-actionable pages.
  5. Deploy - Studio Publish & placement → move publisher to org portal + channel when ready.

Why not build directly in the portal?

You can - use Portal → Settings → Integrations key from day one. Many consultants prefer personal workshop because:

  • Drafts and AI mistakes stay private until deploy.
  • Personal shelves organize work-in-progress per client.
  • Publishing is an explicit handoff.

What changes when you move to a portal?

The guide's publisher becomes the org. Your personal API key (and ChatGPT OAuth) no longer edits that guide. Use the portal integration key for ongoing AI edits, or keep a personal template copy for the next client.

On the roadmap: one login listing personal + portal libraries in a single AI catalog (no key swap).

Instructional structure

Guides are instructional, not entertainment. Prefer flat pages for short guides. Use sections only when each groups 2+ pages and includes intro content on the section page. See

Personal Notebooks with GDF Use Guides Studio as structured notebooks that humans and AI agents can read and update. Guides
AI workshop workflow.