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Insights & MethodologyAI systems for organisational psychology consultancies
Practical analyses and methodology for controlling evidence, context, professional voice, and delivery across assessment reporting.
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Published articles
Case Study
From Assessment Data to Finished Reports: ReportSwift’s Approach to AI
How ReportSwift connects reporting workflows, evidence and professional voice, with FRI and Lixivium in production and Lucid demonstrating the Evidence Chain.
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.
Methodology & Architecture
Adaptive Voice Calibration: Why a Style Prompt Cannot Reproduce Consultant Judgement
How consultant feedback becomes guidance for fact, insight and narrative decisions, allowing a reporting voice to work across new cases without approved or banned wording lists.
Methodology & Architecture
Preventing AI Hallucinations in 360-Degree Feedback: The "Evidence Chain" Method
How an Evidence Chain carries 360 sources authorised for a report through facts and insights to constrain the AI writing step, while preserving a traceable path when a later check finds a problem.
Topics covered
AI System Boundaries
Where general AI and copilots help—and where a controlled reporting workflow is still required.
Evidence Traceability
How the Evidence Chain preserves source links, qualifying evidence, and reviewable report claims.
Professional Voice
How consultant feedback becomes reusable guidance across fact, insight, and narrative decisions.