Decision Intelligence · Deep Dive

Explainable Decisions: Show the Operational Reasons, Not Just the Answer

An operational recommendation is easier to trust when the organisation can see the state, rules and constraints that produced it. Explainability should therefore come from the underlying decision record, not from asking a language model to invent a persuasive justification after the event.

Two Layers of Explanation

MyOpsAgent separates the authoritative factors behind a controlled decision from the human-readable narrative used to communicate those factors.

  • Decision evidence: affected work, capability matches, violated constraints, valid alternatives, risk or disruption factors.
  • Narrative: a clear explanation of that recorded evidence for the user.

Why the Separation Matters

If the narrative layer is allowed to create reasons that were not part of the decision, an explanation can sound convincing while being operationally false. Grounding the explanation in recorded decision factors keeps the language useful without making it the source of truth.

Questions a Good Explanation Should Answer

  • What changed?
  • What was affected?
  • Which constraints mattered?
  • Which alternatives were considered valid?
  • Why was this option recommended?
  • Does a person still need to approve it?
  • Was the action executed and verified?