Frameworks

• 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 = Specification × Exception Coverage × Observability × Reversibility

• The Architecture P&L

  A method for stating enterprise architecture decisions as entries in a profit and loss account, so that technical choices carry an owner and a number.

• 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 = Forecast Quality × Record Accuracy × Replenishment Execution × Response 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 = specified path volume ÷ total process volume