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Expert-Led AI Observatory

Research for businesses built on human expertise.

Source-grounded. Human-reviewed. Improved by field evidence. The Observatory publishes evidence, working theses and practical decision tools, with sources and interpretation kept visibly separate.

Working research property · reviewed August 2, 2026

Founding research and methods

These foundation pieces are useful now. They are working theses and methods, not claims of an always-on or comprehensive intelligence service.

Category thesis

Why AI makes the category necessary now

AI is changing the task content of work faster than industry labels change. Expert-led business is a workflow-level lens for deciding what AI may do and where a person remains accountable.

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Decision method

The Expert-Led AI Fit method

Category recognition, workflow AI fit and optional Forward fit are separate decisions. The useful public result comes before any commercial question.

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Operating method

Mold, Pour, Gem and the outcome loop

Turn tacit practice into a repeatable shape, fill it with verified context, preserve human control and measure whether the work improves.

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The research loop

Make each public claim traceable and correctable.

Primary sourcesBounded researchEvidence cardContradiction reviewHuman approvalUpdate

AI and subagents may discover, compare, structure and prepare. They may not publish, alter canon, expose private source material, impersonate an expert or turn interpretation into fact. Andrew or another named editor owns the public judgment.

Evidence-card floor

Before a consequential finding becomes public, its record should make these questions answerable:

  • Claim and audience: What is being asserted, for whom and for which workflow?
  • Source and time: What source type supports it, when was it published and when was the evidence checked?
  • Evidence versus interpretation: What is directly supported and what is editorial judgment?
  • Contradiction and confidence: What competing evidence exists, how confident are we and what would change the conclusion?
  • Limits and freshness: What jurisdiction or domain limits apply, and when must the claim be rechecked?
  • Accountability: Who authored, reviewed and owns the underlying claim, and where are corrections recorded?

Manual quality floor. This V1 uses primary sources where available, evidence cards, independent contradiction and freshness review, named human approval, visible limitations and correction history. It does not claim a continuous or definitive research operation.