A plate of spaghetti isn’t complex. It’s just tangled.
It looks like a hopeless mess. But you don’t need a degree to sort it out — you just need to find the right strand and gently pull.
Your business is probably the same. Not as complicated as it feels. Just tangled. And mixing those two things up is often exactly why improvement efforts fail, why AI projects don’t deliver, and why “we’re just too complex for that” becomes the default response to every proposed change.
The crucial distinction
Complexmeans lots of moving parts that are actually well understood — where the interactions between components are known, documented, and manageable. A plane is complex. So is a hospital’s clinical governance framework. But the people working with them understand the parts and how they relate.
Tangledmeans lots of moving parts that nobody has ever properly mapped. Where processes exist because “we’ve always done it this way.” Where workarounds have accumulated into habits. Where new starters take months to understand what’s happening and why.
I’ve worked across healthcare, logistics, and utilities — industries that love to describe themselves as “complex.” But most of what I encounter isn’t complexity. It’s years of tangle that’s been allowed to build up and then dressed up to look complicated.
Why it matters for AI implementation
The distinction matters enormously for AI adoption. Complex processes often benefit from AI because the rules are understood — you can train a model on well-defined inputs and outputs and get reliable results. Tangled processes are a different challenge entirely.
If you deploy AI on a tangled process, you get an AI that learns the tangle. It automates the workarounds. It scales the inconsistencies. The AI does exactly what it’s told — and what it’s been told is to replicate something that was never properly designed.
This is automating a broken process at its most expensive. You’ve now invested in making your tangle more efficient.
Three signs you’re tangled, not complex
- Nobody can draw the full process from memory.If you asked three people to describe how a particular function works end to end, would you get three different answers? That’s not complexity — that’s tangle. Genuine complexity has documentation. Tangle doesn’t, because nobody’s ever mapped it.
- Steps exist “just because.”When you ask why something is done a particular way and the answer is “I’m not sure, it’s just how it’s always been done” — that’s tangle. Complex processes have reasons behind their design. Tangle accumulates reasons over time and forgets most of them.
- New starters take months to follow the process.In a complex but well-understood system, onboarding has a structure. In a tangled one, new people learn by shadowing experienced colleagues and absorbing unwritten rules over time. That’s a sign the system lives in people’s heads rather than in documented, mappable form.
Tangled is fixable. But you don’t fix it by adding tools.
The fix for tangle isn’t technology — at least not first. The fix is mapping. You draw out what actually happens, end to end, and the waste reveals itself.
This is a core principle of Operational Excellence and Lean methodology. You can’t improve what you haven’t seen. Tangle hides in the gaps between what people think the process is and what it actually is.
When you map it properly — and this doesn’t have to take months; a focused process mapping session can surface the key issues in a day — you typically find:
- Steps that duplicate each other
- Handoffs where information gets lost
- Approvals that no longer serve a purpose
- Workarounds that became embedded practices
- A bottleneck that everything else is working around
Once you can see the tangle, you can begin to untangle it. And once it’s untangled, you can make clear decisions about where AI and automation would genuinely add value.
The payoff
Businesses that invest in untangling first consistently get better results from technology later. The AI or software they deploy works with a clear process rather than trying to navigate hidden workarounds. Onboarding becomes faster. Quality becomes more consistent. And the people inside the business feel less like they’re firefighting — because they are.
If you want to start untangling, the Business AI Health Check takes three minutes and helps surface where the biggest knots in your operation are. Or if you’d prefer to work through it with someone, book a free strategy call and we’ll map it together.
Most businesses aren’t hard. They’re just unmapped. Map it, and the path forward becomes clear.