Explain a technical concept to a non-technical stakeholder without dumbing it down
Simplifying and patronizing feel similar from the writer's side and read very differently.
- Use it for
- Anyone explaining technical work to a non-technical audience who needs a real understanding.
Explaining technical work to non-technical stakeholders often drifts toward two failure modes: either it stays too technical and loses them, or it oversimplifies into a metaphor so loose it doesn't actually convey the real tradeoff they need to understand to make a decision. Both produce a stakeholder who nods along without a real model of what's happening, which surfaces later as confusion or a decision made on bad assumptions.
This prompt anchors the explanation to what decision or judgment the stakeholder actually needs to make, and simplifies only what's not load- bearing for that.
When not to use this
If the stakeholder just needs a status update with no decision attached, a simpler summary is fine — this level of care is for when they need to actually understand something well enough to decide or push back on it.
Did this work?
The stakeholder can make an actual decision or ask an informed follow-up based on the explanation — not just nod along at a metaphor that didn't really convey the mechanism.
Tested on claude-opus-5. Evidence status is draft; it moves to battle-tested only on recorded runs, never by hand.