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Think Transparently

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Forensic AI is the signal your short book is missing
Overcome short selling's timing problem. Learn how forensic AI uses proprietary risk scores to uncover hidden accounting vulnerabilities that precede price collapse.
Mark Jolley
February 5, 2026
The Short Sellers Digest: Carvana, Richtech Robotics, Ubiquiti
Track short-seller targets and executive exits with Transparently’s forensic signals and accounting quality risk ratings. Updated weekly for investors.
Mark Jolley
February 3, 2026
SEC focus on capital formation comes at expense of investor protection
Former Big Four partner examines how the SEC's capital formation agenda and regulatory pressures threaten audit quality, investor trust and the PCAOB.
Bob Conway
January 30, 2026
What’s broken in auditing?
What's wrong with auditing? This piece explores how inherent conflicts, flawed 'reasonable assurance' standards and industry lobbying undermine investor trust and audit quality.
Germaine Chia
January 16, 2026
5 ways to use Transparently’s AI in quant workflows
Explore practical methods for embedding AI-driven fraud signals into quant workflows, from universe filtering to stress testing.
Mark Jolley
January 8, 2026
How we do AI: The Transparently Risk Score
Learn how Transparently's AI distills financial red flags into a precise risk score and rating to detect manipulation and predict corporate collapse.
Mark Jolley
December 18, 2025

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Transparently Manipulation Risk Engine

Dr. Hamish Macalister

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