A chain you can show a client
Every finding is tied to the hypothesis behind it, the suggestion it produced, the action taken and the outcome measured. The chain is the product. I can show exactly why a change was made and what it produced.
The knowledge half gives this half its context. It writes the creative and the copy, produces the reporting, and says which media partner deserves more money this month. A machine does the detection and a model does the interpretation. Every decision runs an audit chain from finding to lesson, timestamped end to end. The system proposes, I approve, the machine applies.

Every finding is tied to the hypothesis behind it, the suggestion it produced, the action taken and the outcome measured. The chain is the product. I can show exactly why a change was made and what it produced.