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EP.008
AI Won’t Fix Your Operations. It Will Expose Them

Operations Unfiltered · Episode 008

AI Won’t Fix Your Operations. It Will Expose Them

"If you can’t teach a process to a colleague, you won’t teach it to AI."

Vivien Choeng

Vivien Choeng

Supply Chain AI Enablement Consultant · TMPC

Vivien from TMPC didn't come to talk about AI hype — she came to talk about what AI actually exposes. This is a conversation about operational discipline, and why the process always has to come first.

Key Takeaways

AI doesn't fix broken operations — it reveals them. Clarity of process must come before automation. Software reflects how an organisation already works. If roles and responsibilities are unclear, the system will be too.Start small: pick one repetitive process, understand it, document it, improve it — then automate it. Smaller organisations that combine operational expertise with modern technology will punch far above their weight. Relationships and adaptability remain the true competitive advantage in logistics — technology enables that, it doesn't replace it.

The Process Comes First

Everyone is talking about AI. But after spending an hour with Vivien from TMPC, one thing became very clear: artificial intelligence isn't going to solve broken operations. It's going to expose them.


"If you can't explain a process to another person, you won't be able to teach it to AI."

That sounds obvious. Yet it challenges one of the biggest misconceptions surrounding AI in logistics today. Many companies are searching for tools that can automate manual work — but before automation comes clarity.

What exactly is the process? Who owns it? Why is it done this way? Without those answers, AI has very little chance of succeeding.

Software Has Never Been the Real Problem

Vivien has spent years working across logistics operations, technology implementation and consulting. One observation kept resurfacing throughout the discussion.

Companies often assume that implementing a new system will solve operational problems. In reality, software simply reflects the way an organisation already works.

If roles are unclear, responsibilities overlap, or commercial rules are inconsistent — those same problems will eventually appear inside the system.


Technology doesn't create operational discipline. People do.

Why Are People Still Checking Documents Manually?

One example perfectly illustrated the point. Across the industry, countless people still spend their day comparing purchase orders, commercial invoices, packing lists and shipping documents — line by line. Not because they enjoy it. But because accuracy matters.

The interesting question isn't whether AI can automate document verification. Today's technology is already remarkably capable.


"The real question is: why are people still relying on manual verification in the first place?"

Very often, it's because they don't fully trust the underlying process. The tool isn't the problem. The foundation is.

AI Rewards Companies That Understand Their Operations

Throughout the conversation, Vivien repeatedly returned to one idea: start small. Don't begin with an enterprise-wide AI strategy. Choose one repetitive process. Understand it. Document it. Improve it. Then automate it.

That approach feels surprisingly refreshing in a world where AI is often presented as an instant transformation. Incremental clarity beats sweeping ambition.


Start small. One process. Understand it. Document it. Improve it. Then — and only then — automate it.

Smaller Teams. Bigger Impact.

One prediction particularly stood out. Vivien believes the logistics industry will increasingly see smaller organisations creating far greater value than their size would suggest.

Not because they work harder. But because they combine operational expertise with modern technology in a way that larger, slower-moving organisations struggle to replicate.


"The advantage won't come from replacing people. It will come from allowing experienced professionals to focus on decisions instead of repetitive work."

Relationships Remain the Competitive Advantage

Despite all the discussion around AI, automation and software, the conversation eventually arrived somewhere unexpected: relationships.

According to Vivien, the future value of logistics providers won't simply be moving freight from A to B. It will be understanding customers, solving increasingly complex operational challenges, and continuously adapting as supply chains evolve.


Technology enables deeper relationships and faster adaptation. It doesn't replace the human judgement behind them.

A Closing Reflection

What conversations like these make clear is that they challenge simple narratives. AI is not a shortcut. It's an amplifier.

Companies with clear processes, strong operational discipline and experienced people will move faster than ever. Companies hoping technology will compensate for operational weaknesses may discover exactly where those weaknesses already exist.

Perhaps that's the real opportunity facing our industry. Not building better AI. Building better operations first.