
004 / AI EXPLAINABILITY
A polished explanation can still be wrong. Trustworthy enterprise AI needs evidence that can be inspected, challenged and reconstructed long after the model has finished speaking.
Articles
What it takes for software to understand an organisation well enough to be trusted with a decision. Published first on X, collected here. Numbered in the order the argument is built, newest first below.

004 / AI EXPLAINABILITY
A polished explanation can still be wrong. Trustworthy enterprise AI needs evidence that can be inspected, challenged and reconstructed long after the model has finished speaking.

003 / OPERATIONAL MODELLING
An organisation chart explains who reports to whom. It says very little about how the business actually works. Operationally a company is a graph, and the edges are where the intelligence lives.

002 / OPERATIONAL TRUTH
An enterprise AI can be an extraordinarily powerful interpreter of operational reality. The reality itself needs firmer foundations: authoritative state, evidence, provenance and governed authority.

001 / ENTERPRISE AI
A company is not just its data. It is a network of dependencies, and before a machine can operate one intelligently, somebody has to teach it what the company actually is.