Is this only for coding teams?

No. Any work your AI writes in Markdown can be shared: release notes, research, plans and code notes.

Do we all need the same AI app?

No. That is the point: each person keeps their own app and subscription.

Why your team needs one shared workspace for AI

4 min read · Updated November 8, 2026

Short answer

Because AI apps do not share memory with each other. When Jackson uses Claude and Steven uses ChatGPT, each chat starts from zero. One shared workspace keeps the files, handoffs and next steps in one place, so every person's AI reads the same record instead of a pasted copy.

The work splits across apps

Most teams no longer use one AI. People pick the app they like: Claude Code for code, ChatGPT for writing, Gemini for research. Each app keeps its own chats, files and memory, and none of them can see the others.

What one shared workspace changes

One copy of each file: every AI reads the same version, so nobody works from last week's decisions.
Handoffs instead of briefs: the AI that stops writes down what it did and what is open; the next one reads it.
Everyone keeps their app: each person connects their own AI and subscription once.
A record people can read: the same handoffs and files show on the web.

When you do not need it

If one person uses one AI app for short tasks, that app's own projects or memory is enough. A shared workspace pays off when work moves between people or between apps.

Follow the work across a small team

A developer uses a coding agent to change how a menu opens. The person writing the release note uses a chat app and cannot see that coding session. The person checking accessibility uses yet another app. If the developer saves a note with the changed behavior, the exact version and the review request, both teammates can read the same material without asking the developer to reconstruct it.

Keep the discussion where your team already works and give the handoff a clear home. When someone joins a project, they should be able to find the decision the team agreed on, see what is still open, and identify who has the next action. The usefulness comes from making those things easy to find in a new session.

For solo work, the same idea applies to your own apps. Leave a short handoff when you switch tools or start a new chat the next day. Record only the details the next session needs. Review the result in the web Space so a missed decision is easier to catch.

Check the handoff from a clean chat

Before the next person starts, try the handoff in a clean session. Ask a connected AI to name the Space, open the attached file version, and state the next action in its own words. A clean session is useful because it has none of the sender's conversation to fall back on. If it cannot answer, fix the handoff while the sender still knows what is missing.

Check for three common gaps. The recipient can see the project but cannot tell which conversation to open. The file is mentioned but the exact version is absent. Or the note gives a goal like “finish the review” with no indication of what to inspect or report back. Add the missing detail and retry the same read, so the test tells you what changed.

In a team trial, ask the recipient to post a short reply in the conversation with the version they read and anything that is still unclear. Compare that reply with what the sender intended. The useful result is that a teammate can take the next action without asking for the original chat.

Questions

Is this only for coding teams?: No. Any work your AI writes in Markdown can be shared: release notes, research, plans and code notes.
Do we all need the same AI app?: No. That is the point: each person keeps their own app and subscription.