Contradiction candidates
Conflicting time-overlapping assertions can be surfaced for review without ServAI deciding which one is true.
See contradictions, stale sources, missing coverage, evidence weakness and structural problems before they quietly become operational assumptions.
ServAI separates consistency, freshness, coverage, evidence sufficiency and structural integrity so a single opaque score never hides the reason knowledge needs attention.
Conflicting time-overlapping assertions can be surfaced for review without ServAI deciding which one is true.
Time-sensitive sources and assertions can be flagged when their freshness threshold is exceeded.
Required knowledge that is missing can be surfaced as an explicit operational gap.
Important claims without sufficient current evidence are identified rather than silently trusted.
Unavailable sources, orphaned relationships and broken knowledge structure can reduce health.
Health snapshots show whether knowledge is improving, stable or degrading over time.
Rounding tolerances, time windows and predicate criticality reduce false alarms. Material conflicts can be escalated for human review without rewriting the underlying evidence.
ServAI can carry an evidence-backed finding into a governed Mission or specialist workflow while preserving human authority.