What is an AI teammate (and what isn't one)

What makes something an AI teammate, not just a chatbot?

A teammate has standing context about your company: what you sell, what your numbers look like, what the team is doing this week. It's reachable in the place your team already talks, not behind a login only one person remembers. And it produces work product, not just replies: a report that ran, a task that got tracked, a dashboard that exists now.

A chatbot, even a good one, is a tool you open, ask, and close. It doesn't know your company until you tell it, again, and it doesn't do anything once it answers. The difference isn't the model underneath. Both might run on the same underlying technology. The difference is what surrounds it.

It shares your team's context

Ask a personal chatbot about your company and you get a blank page, then three paragraphs of setup before the real question. An AI teammate starts from context it already has. In Glitch that context is the company's brands, metrics, and engagements, and it shows up in an @glitch mention in chat or in the AI search bar on any page.

Context that only lives in one person's head isn't shared context. When someone corrects the AI in Glitch, the correction is acknowledged and saved to shared memory for the whole team, not just patched for the person who happened to be typing.

It sits where the work happens

A personal chatbot lives in a separate tab. Getting an answer means switching windows, which is a small cost that adds up to nobody asking. An AI teammate sits in the channel where the team already talks: Glitch runs in the same chat as channels and DMs, and a mention gets an answer that streams into the conversation everyone can see.

That placement changes who benefits. An answer in a shared channel is read by everyone in the room, not just the person who asked. A follow-up doesn't need a fresh mention either, Glitch keeps following the thread without being re-tagged.

It does work, not just conversation

Summaries feel productive and change nothing. A teammate is judged by whether the work actually moved. Glitch runs the org's tools from chat, schedules the recurring ones so they post to the channel on their own, turns requests into tracked tasks, and builds small apps and dashboards when a spreadsheet would have been the old answer.

That work spans real departments, ten of them in Glitch, each with its own tool surface, plus a daily digest to owners and admins covering what ran, what it cost, what failed, and what to do next. None of that is a conversation. It's output a team can point to.

It isn't a fully autonomous agent either

The opposite failure mode is treating an AI teammate as something that should run your company unattended. That's not what most teams want on day one, and it isn't how Glitch is built. Business rules get written in plain language, a daily evaluator checks them, and anything that trips one becomes a finding a person looks at.

Writes that matter go through an approvals tray instead of happening silently. An AI teammate with guardrails is still doing real work, it's just work a person can see and stop, which is a different thing than autopilot.

Where Glitch fits in this picture

Glitch is one implementation of this category, not the only possible one. The specifics, ten departments, guest channels for outside collaborators, a bring-your-own LLM key, are how one company built it. Another team could build something with the same shape differently.

What matters is the shape: shared context instead of a blank page, presence in the chat people already use instead of a separate tab, real work instead of prose about work, and guardrails before autonomy. If a tool has all four, it's a teammate. If it's missing more than one, it's something else, and that's fine too, as long as you know which one you're using.

Common questions