The Arithmetic Behind Enterprise AI Business Cases

Articles in AI and Enterprise Solutions Architecture

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Frameworks used in AI and Enterprise Solutions Architecture

• Autonomy Readiness

  A four-factor test for whether a business process can safely run without a human, where a zero on any factor makes autonomy unsafe rather than imperfect.

  Autonomy Readiness=equalsSpecification×multiplied byException Coverage×multiplied byObservability×multiplied byReversibility

• The On-Shelf Availability Chain

  Retail shelf availability behaves as a product of four terms rather than a sum, so it is bounded by the weakest one regardless of forecast quality.

  On-Shelf Availability=equalsForecast Quality×multiplied byRecord Accuracy×multiplied byReplenishment Execution×multiplied byResponse Authority

• Variant Coverage Ratio

  The share of a process's actual transaction volume that is covered by the paths an automation has been explicitly specified to handle.

  Variant Coverage Ratio=equalsspecified path volume×multiplied bytotal process volume