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Penomic Shorts · October 2026

Two companies. Identical financials.

Different lenders, different suppliers, different history. The right answer depends on institutional judgment that no record states.

From Penomic ResearchCredit decisions live in the exceptionsRead 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.