What it is actually worth, and to whom

Three different people will ask you to justify this and they are not asking the same question.

WhoWhat they are really askingThe answer
A chief executiveAre we behind, and is this real?What you are buying is not AI. It is the ability to say, on any given Tuesday, what is running, on whose authority, how well it works and what it cost — and to change any one of those within a week. Nobody in your peer set can currently do that, because the protocols do not ask for it and the vendors have no reason to offer it.
A board or audit committeeWhat happens when this goes wrong?Every agent has a named human supervisor, a declared set of permissions where anything undeclared is denied, and an autonomy grade it earned against criteria published beforehand. Demotion is automatic. The evidence is in the graph rather than in a log file. That is a control environment an auditor can test, which is more than most firms can say about their existing automation.
An investorDoes this survive diligence, and does it lift the multiple?Two things. The register and the harness make the AI estate portable, so a model change is a day rather than a project — that is what a buyer's technical diligence actually looks for. And measurement is the difference between claimed and banked. At diligence, claims get discounted and banked savings get capitalised. The harness is what turns the first into the second.

Every million of banked margin is worth a multiple of that at exit. Claimed savings are worth nothing at all. The entire purpose of the measurement layer is to move numbers from one column to the other.

There is a version of this that goes wrong, and it is worth naming because it is the common one. A business disrupts itself enthusiastically, removes the work its people were doing, discovers that the removed work was also the thing that made its judgement valuable, and ends up cheaper and worth less. The point of all of the above — the gates, the register, the baseline, the kill list, the apprenticeship field — is that value creation and disruption are not the same activity, and the difference between them is measurement.