A dashboard is only as good as the question behind it. Questions about pipes, roads and assets are engineering questions first.
That is why we begin projects by understanding the network: what is in the ground, how it is operated and what decisions engineers need to make.
Only then do we decide what to sense, what to map and what to automate. The software follows the engineering, not the other way round.