insights

Think Transparently

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

How the Wirecard scandal happened: Case study

How the Wirecard scandal happened, how the company got away with it, and how an AI fraud-detection system might have prevented it.
Hidden risks in a shifting economy: Using advanced analytics to detect earnings manipulation
Transparently.ai uses predictive analytics and forensic accounting to detect earnings manipulation and financial reporting risks in an uncertain economy.
Steven Barrett
October 9, 2025
The Short Sellers Digest: Weekly insights powered by accounting quality
Track short-seller targets and executive exits with Transparently’s forensic signals and accounting quality risk ratings. Updated weekly for investors.
Mark Jolley
October 7, 2025
The hidden AI bias in company financials
Explore how AI bias arises in systems trained on financial data, and why company-specific patterns can distort accounting risk assessments.
Mark Jolley
September 10, 2025
AI bias: The algorithmic echo
Explore AI bias types (data, model, human) and real examples. Learn to identify, mitigate, and address societal consequences of biased AI systems for a fairer future.
Mark Jolley
August 27, 2025
Dancing the “C-Suite Shuffle” with Transparently
Discover how the "C-Suite Shuffle" combined with Transparently AI's financial analysis uncovers hidden corporate risk. Get deeper insights into company stability and potential accounting anomalies.
Mark Jolley
August 13, 2025
Cleared for Guam: A metaphor for modern control failures
Discover how weak internal controls, as illustrated by the "Cleared for Guam" metaphor, degrade accounting quality and build hidden financial risk for investors.
Mark Jolley
August 6, 2025

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Transparently Manipulation Risk Engine

Dr. Hamish Macalister

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