Structural Correction
Five adversarial objections to the transitional fund renewal, each individually rational, each answered with evidence rather than argument. The chapter also honestly names where the model has genuine limits.
At the quarterly review where the transitional fund renewal was on the agenda, the claims unit had three quarters of data. The renewals unit had two. A non-executive director named Richard, who had been quiet through the previous reviews, opened his folder.
Richard had prepared and was not hostile. He had spent thirty years in operational finance and had seen five transformation programmes arrive with confidence and depart with lessons learned. He had five concerns, and he intended to raise them before the fund was renewed.
“Before we discuss the renewal,” Richard said, “I want to understand the technology dependency. You are asking us to continue reorganising around a capability that is still maturing. What happens when the AI gets it wrong?”
Elena did not argue; she placed the reconciliation report on the table. “The question is not whether the AI is ready but whether we can describe a single critical process in machine-readable terms. Can we?”
The CTO answered. They could. The claims unit's process definition was now in its fourth version. The reconciliation had surfaced four divergences in the first cycle that no human audit had found: a timeout counting calendar days instead of business days, an undocumented re-review step used forty times a month, a silent exemption for low-value claims, and a routing rule that contradicted the published escalation policy. The structural work was the precondition; the AI was the instrument. The sharper question was whether it was acceptable, regardless of AI, to operate critical business processes that no one could describe, that existed only in the heads of individuals who might leave, and whose actual behaviour had never been compared to their documented behaviour. The organisation had deferred that operational hygiene for years.
Richard paused; he did not concede, but he moved on.
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