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Penomic Shorts · October 2026

Five things experts correct in every AI pilot

Definitions, scope, exceptions, authority and evidence: what expert reviewers correct when a financial AI pilot moves toward production.

From Penomic ResearchWhy AI pilots stall after the demoRead the paper

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The institutional intelligence gap

81% of financial institutions use AI. 14% say it has transformed their business. The gap is the institution’s own judgment.

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One number, five definitions

In a 2026 enterprise benchmark, 79% of AI answers contained a hallucination. Governed definitions took it to zero.