Building it ourselves

How do you build a custom GPT (and when is that not the answer)?

“How do you build a GPT?” is a question that comes up at every knowledge session. There is almost always a different question underneath: this work is costing me too much time and I want someone to take it over.

With a bit of care you can build a custom GPT in half an hour:

  1. open ChatGPT and choose Create a GPT
  2. describe in plain language what it should do, and just as importantly, what it should not do
  3. upload the documents it may draw on

No code. The quality comes down to two things: how sharp your instruction is, and how good the material you give it is.

The second is where it usually goes wrong. A GPT handed your entire department drive will answer from outdated files with just as much conviction as from the good ones. Three accurate, current documents produce a better assistant than two hundred files half of which are obsolete. Clean up first, build second.

When a custom GPT is a good idea: the task is essentially a conversation, and the custom GPT is a specialized (read: bounded) chatbot. More concretely: the user asks a question and gets back an answer or a draft text. Think of a writing assistant that knows your tone of voice and templates, or a help desk built on your own employee handbook.

A GPT is not the solution when the task has to run autonomously. A GPT waits until someone opens it. The moment the answer has to land in another system, run every morning, or pull data from your accounting or order software, it stops. Then you are looking for an automation attached to your systems. That is a different kind of project, and building it need not be complex, but it always costs more than building a GPT.

That distinction is about understanding what AI can do. Someone asking how to build a GPT to connect order confirmations to their bookkeeping does not need a GPT but a broader system.

Start with a GPT if you want to learn how AI models behave. It costs half an hour, it produces something usable straight away, and within a week you discover where the work really gets stuck. That discovery is worth more than the GPT itself.

Want to know whether your organisation is ready for the step after that? The free AI Readiness Scan checks your data and your sponsor among other things, and sends you a plan of action.