The Anchored NarrativeAI for Organisational Psychology

Case studies and architectural deep-dives on building custom, defensible reporting systems.Ding Wang, Founder

Meet the Founder

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The Limits of Generic AI

Why out-of-the-box copilots fail at complex psychometric reporting, and the risks of hallucinations.

Proprietary Architecture

Deep dives into the Evidence Chain, Anchored Narrative Engine, and Adaptive Voice Calibration.

Consultancy Case Studies

Behind-the-scenes looks at building end-to-end systems and replacing legacy 360-survey workflows.

Published articles

Methodology & Architecture

Preventing AI Hallucinations in 360-Degree Feedback: The "Evidence Chain" Method

How an Evidence Chain links 360-report conclusions to sources, interpretation rules, conflicts and decision states, making the reasoning visible and reviewable.

Industry Insight

The Copilot Ceiling: When AI Assistance Helps—and When It Stops Scaling

Why faster AI-assisted drafting does not automatically increase reliable reporting capacity—and how to test where the constraint moves.

Industry Insight

Why Generic AI Is Structurally Unfit for Complex Org Psych Reporting

Follow one report from approved inputs to independent assurance, and see why flexible AI generation does not provide a controlled professional workflow.