PwC becomes the latest Big Four firm caught in an AI hallucination mess; KPMG, EY, and Deloitte got there first
Trevor KoverkoDeloitteOpenAIChina’s Academy of Military SciencesAnthropicMoonshotPeople’s Liberation ArmyPwCEYPLA National University of Defense TechnologyKPMGSapien

PwC becomes the latest Big Four firm caught in an AI hallucination mess; KPMG, EY, and Deloitte got there first

PwC has become the latest Big Four firm to face scrutiny over AI-generated content, following investigations revealing fabricated citations and references in its reports. This issue mirrors similar problems encountered by KPMG, EY, and Deloitte, raising concerns about the reliability of AI in client-facing research.

India Today India Today+1 source31 July 2026 · 15:54 UTC
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PwC has recently been scrutinized for AI hallucinations in its research reports, with investigations revealing that multiple reports contained fabricated citations and references to non-existent studies.12

The AI detection platform GPTZero found that PwC Middle East's reports published between 2024 and 2026 were riddled with these inaccuracies.

Following the findings, PwC stated that it has quality control processes in place for research and content development, which employees are expected to adhere to.

This incident is not isolated; KPMG, EY, and Deloitte have also faced similar issues. KPMG's report titled 'Redefining Excellence in the Age of Agentic AI' was pulled after it was found to contain 40 fabricated or distorted citations out of 45.34

EY Canada had to remove a report on loyalty rewards programs due to fabricated data and misattributed citations, while Deloitte's report had over 30 issues, including 19 hallucinations among 141 citations.5

The growing reliance on AI in client-facing research raises significant concerns about the accuracy and integrity of the information being presented to clients.

As the Big Four grapple with these challenges, the implications for trust and accountability in the consulting industry are profound.

Key Insight
“GPTZero found fabricated citations, broken links, and references to studies that never existed in four PwC Middle East thought leadership reports, and the firm updated a limited number of supporting citations. Earlier, KPMG pulled its October 2025 report after 40 of 45 cited sources were fabricated or heavily distorted.”
CuriousCats studied:
1
India TodayIndia Today
“Chinese military researchers have used outputs from leading U.S. models developed by OpenAI and Anthropic to train domestic AI systems to advance , according to a Reuters review of more than 80 Chinese academic papers and patents.”
India Today →
2
ThePrint
“An investigation by AI detection platform GPTZero analysed four thought leadership reports published by PwC Middle East and found AI-generated content multiple times.”
ThePrint →
Ask CuriousCats
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