Blog post

Why General AI Feels Like a Hire Car

Most businesses have already tried AI tools. So why does something still feel unresolved? The answer lies in understanding what those tools were never designed to do..

Ben Walker 3 min read
Education AI Strategy Custom Software

Most businesses we speak to have already tried AI in some form. A Copilot subscription here. ChatGPT for drafting emails there. Perhaps a plugin someone discovered and shared around the office. They've seen what it can do. They've also noticed what it can't.

And yet something still feels unresolved, a gap between the promise they keep hearing about and the reality of day-to-day work. That gap is worth understanding.

Tools built for everyone

AI tools like Microsoft Copilot, ChatGPT and Google Gemini are genuinely impressive. They're designed to be immediately useful to as many people as possible, across as many industries and contexts as possible. That breadth is their greatest strength, and their fundamental limitation.

When you ask Copilot to summarise a document, it doesn't know how your company defines a summary. It doesn't know which details matter to your clients, which risks your partners always flag or how your team prefer information structured. It gives you a competent, general answer and then you do the real work of making it useful.

That's not a criticism. It's just what these tools are. They're designed for the broadest possible audience, which means they're optimised for no one in particular.

Software built for you

Custom AI applications are different in kind, not just in degree.

Rather than a general tool you adapt yourself, a custom application is built around the specific logic of your business. It knows your terminology. It follows your processes. It connects to your data, your documents, your records, your workflows and acts within the boundaries that make sense for your context.

The difference in practice is significant. Instead of a tool that helps you draft a document, you have an application that writes in your company's voice, It flags the things your firm always flags, and routes it to the right person automatically. Instead of a general assistant, you have a quiet, reliable process that runs the way you would run it, only faster and without interruption.

A useful way to think about it

Off-the-shelf AI tools are like a well-equipped hire car. Clean, functional, capable of getting you where you're going. But the seat isn't quite right, the mirrors need adjusting every time and you never quite know what the controls do until you need them.

Custom AI is the car configured exactly for how you drive, mirrors set, seat positioned, your most-used routes already known. You don't think about it. You just drive.

Neither is wrong. They serve different purposes. The question is simply: which one fits where you are now and where you want to go?

When the difference starts to matter

For many businesses, off-the-shelf tools are exactly right, a low-cost way to explore what AI can do before committing to anything more substantial. We'd never suggest jumping straight to a bespoke build without that understanding in place.

But there comes a point where the limitations become friction. Where the time spent prompting, correcting and adapting general tools start to outweigh the benefit. Where a process is important enough (or repeated often enough) that it deserves proper engineering rather than a workaround.

That's when custom starts to make sense.


If any of this resonates with where your business is, we're happy to talk it through, no obligation, no pitch. Just a conversation.

Get in touch -> [email protected]

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