Solutions

Choose the first decision that needs to be under control.

All six capabilities share one method, architecture, and measurement approach. The entry point depends on the most urgent risk.

Frame the problem, constraints, and evidence before prescribing technology.

Make usage, quality, and spend observable so decisions have clear criteria.

Connect sources, vocabulary, and retrieval so answers retain verifiable provenance.

Define tests, limits, human review, and audit trails proportionate to risk.

Build products and internal capability that remain understandable after delivery.

Connect systems and routines without hiding exceptions, states, or ownership.