Data platforms that earn their keep

We audit a lot of data platforms. The single biggest predictor of success is unglamorous: the platform was designed around the decisions it needs to serve, not around the tools it uses.

Start from the top: which decisions, at what cadence, with what accountability. Work backwards to models, contracts and pipelines. Only then choose tools.

When platforms are built this way, the payback shows up in decision speed and confidence — not just in dashboard counts.