Reference decision set
Recommendations with evidence, confidence and consequence.
Turn mission context, architecture, knowledge and evidence into explainable next actions for accountable engineering review.
What should the engineering team do next, and why should it trust the recommendation?
Each reference recommendation exposes its evidence, confidence, affected outcomes, constraints, alternatives and the human decision required before action.
Evidence aligned
Evidence incomplete
Safety unresolved
Evidence and decisions made visible.
Energy and occupancy evidence align; controlled review recommended.
Condition evidence is insufficient for predictive-maintenance decisions.
Spatial definitions reduce confidence in comfort analysis.
Safety fallback evidence is incomplete; action remains blocked.
What this layer demonstrates.
The rationale is inspectable
Recommendations reveal why they exist rather than presenting an unexplained score.
Consequences travel with the action
Affected outcomes, constraints and dependencies remain visible.
Recommendation is not authority
No decision is silently accepted or executed by this demonstration.
A governed reference mission, not a live control system.
Values on this page are illustrative scenario evidence. Twin7 exposes rationale, confidence and human decision boundaries; it does not claim customer outcomes or autonomously control a building.