Skip to main content

Why Digital Twin pilots stall, and how to get past the demo

GC3 Digital Insights
Digital Twins

Across our sector, you can see someone who has a Digital Twin demo somewhere. It impressed the executive, won an award or a headline, and then quietly went nowhere. The pilot worked. The program was never followed.

This is the most common pattern in the field, and it is rarely a technology problem. It is a problem with how the pilot was set up.

Why do pilots not become programs?

Four things usually go wrong.

The pilot was built as a showcase, not a tool. It was designed to look impressive in a presentation, not to be used on a Tuesday by someone with a decision to make. Once the presentation is over, it has no job.

No one owned the data feeding it. The demo ran on a one-off extract that someone assembled by hand. Nobody was made responsible for keeping that data current, so within months, the twin was showing a world that no longer existed.

It was not tied to a real decision. Impressive visuals do not create value. A decision that gets made better, faster, or with less risk does. If the pilot was not built around a specific recurring decision, there was nothing for it to improve.

It was funded as a project, not a capability. The money was paid for a thing to be built, and then it was stopped. Nobody funded the running, the data maintenance, or the people who would use it. A capability that is not resourced to operate ends at go-live.

How to get past the demo

Start from the decision, not the technology. Pick a decision that real people make on a regular cycle, monthly or better: investment prioritisation, maintenance sequencing, planning assessment. Build the twin to make that one decision better, and you have a reason for it to exist beyond the launch.

Secure the data custodian before you build. Name the person or team responsible for keeping the feeding data current and confirm it is realistic before a line of the twin is built. If no one can own the data, the twin will rot, and it is better to know that early.

Fund the capability, not the demonstration. Budget for operation, data maintenance, and the people who will use it, not just the build. A modest tool that runs for years beats an impressive one that runs for a quarter.

Measure adoption, not features. The question that matters is not how realistic the model looks. It is whether the decision it supports is now being made differently. If usage is near zero three months after launch, the features do not matter.

The shift in mindset

The agencies that get value from Digital Twins are not the ones with the most advanced technology. They are the ones who treated the twin as a way to make a specific decision better, resourced it to keep running, and held themselves to a test of use rather than appearance. The demo is the easy part. The capability is the point.


GC3 Digital helps government and infrastructure owners move from Digital Twin pilots to operating capability tied to real decisions. Get in touch.

Have a decision that needs an independent view?