insights

Think Transparently

Stay ahead with AI-powered insights on accounting risks and opportunities

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
The Short Sellers Digest: TROOPS, Better Home & Finance , Healthcare Realty
Track short-seller targets and executive exits with Transparently’s forensic signals and accounting quality risk ratings. Updated weekly for investors.
Mark Jolley
January 13, 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
How we do AI: The accounting risk clusters
Transparently.ai uses pattern recognition to detect accounting fraud. We analyze 14 risk clusters for a holistic and detailed financial integrity assessment.
Mark Jolley
December 11, 2025
How we do AI: The basics
Learn the basics of Transparently.ai's cutting-edge AI. Our system uses pattern recognition and vast data to detect potential accounting fraud with unmatched speed and consistency.
Mark Jolley
December 4, 2025

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Transparently Manipulation Risk Engine

Dr. Hamish Macalister

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