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Governed Research Engine

A semantic research pipeline where claims only surface once the evidence behind them clears a confidence threshold.

The problem

Generated reports and marketing material tend to state things the underlying data can't support. Confidence is implied, not measured.

Approach

• Extract candidate claims from sources with provenance attached.
• Score each claim against verified, quantified evidence.
• Promote a claim into output only when it clears the configured confidence threshold.
• Produce marketing-grade documents where every stat is traceable.

What's next

• Harden the extraction layer's reliability
• Define threshold tiers per document type
• Build an audit view of promoted vs. held claims