How do you handle competing narratives about an executive from different career stages?

Competing narratives across an executive’s career chapters are a specific structural problem where the picture stakeholders see depends on which subset of coverage the engines weight most heavily. The work is not to suppress any chapter but to ensure the engines can see and contextualize all of them fairly. The structural moves: Wikipedia handles the multiple roles in proportionate sections under NPOV, with proper sourcing for each; authoritative content exists for each chapter rather than being concentrated in one period; Wikidata properties cover the full record. AIQ™ captures how each engine is weighting the chapters and which sources are driving the distorted framings where they exist; source-layer remediation addresses those specific drivers (correction requests where coverage contains factual errors, fresh authoritative content from comparable sources where the picture is incomplete). The work produces a richer, more complete picture rather than a sanitized version that contradicts what credentialed sources have already established.