AI chatbot, integration platform or AI workspace: what is the difference?

What exactly does an AI chatbot do?

An AI chatbot is a conversation. You type a question, an answer comes back. ChatGPT, Claude and Copilot work that way. They are strong on language: summarising, rewriting, explaining, translating, drafting.

What they do not do is put something into your books. A chatbot can write a fine quote, but it does not know what your previous quote to that customer was, it does not put it into your CRM and it does not send it. You remain the link between the answer and the system.

That is fine for work you do yourself anyway. It becomes expensive as soon as the same conversation comes back every day.

What does an integration platform do?

An integration platform connects systems to each other. When an order comes into your webshop, the platform creates an entry in your books. Zapier and Make are the best-known names here.

A platform like that is fast and reliable for work with fixed rules: if this, then that. It stops as soon as judgement is needed. A supplier who lays their invoice out differently from last month, a mail where the date is in the text and not in a field, a complaint that is really an order — a rule gets stuck there.

So what is an AI workspace?

An AI workspace combines the two. It reads what comes in the way a chatbot can, and it files it in your systems the way an integration platform does. The difference from both is that there is a judgement in between.

An example from the installation trade. A work order comes in by mail. The workspace reads it, pulls out the address, the customer, the fault and the requested date, puts them into the planning and gives the planner a nudge. If the address is incomplete in the mail, the order goes into a list with a request to look at it — it invents nothing.

Which one do I need?

	AI chatbot	Integration platform	AI workspace
Understands free text	yes	no	yes
Puts something into your systems	no	yes	yes
Carries on while you sleep	no	yes	yes
Can handle exceptions	yes, if you ask	no	yes
Asks for approval	not applicable	no	yes, where you set it
Who does the work	you, faster	the system	the system, you decide

The practical rule of thumb: if you do the work yourself and want to do it faster, take a chatbot. If your steps are always the same and everything is already neatly in fields, take an integration platform. If there is text in it, if post comes in, and if someone has to look at it now and then — then you need a workspace.

Can I not just use them alongside each other?

Yes, and many companies do. A chatbot for the owner's writing, a workspace for what comes back every day.

Watch out for one thing though: every separate subscription is its own login, its own processing agreement and its own place where your data sits. Three handy helpers can together create more administration than they take away. That is the reason we put everything in one environment.