COMPLIANCE & AI
01The Answer Stored in a PDF Isn’t Always the Answer You See
On what it means to verify an extracted answer against its source.
MultiplAI Research October 2026
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Research & Perspectives
Insights
Analysis and research on AI for compliance workflows.
COMPLIANCE & AI
02Why Agreement Between AI Extractions Is Useful, but Not Enough
On using multiple AI results to focus human review without treating consensus as automatic approval.
MultiplAI Research September 2026
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COMPLIANCE & AI
03Why Boring Answers Are Better in Compliance Work
On review burden, exact wording, and why a correct answer can still create work.
MultiplAI Research July 2026
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COMPLIANCE & AI
04Trust Is Not One Number
On why accuracy alone cannot certify an AI system for regulated decisions — and the seven dimensions that can.
MultiplAI Research July 2026
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COMPLIANCE & AI
05The Hidden Risk of AI in Compliance Work: Answers That Look Right
On grounding, abstention, and why fill rates are the wrong metric for compliance AI.
MultiplAI Research June 2026
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