What To Know
- The repayment follows revelations that a report commissioned by the Department of Employment and Workplace Relations (DEWR) contained multiple fabricated references, misattributed quotes, and false citations—all traced back to the use of generative AI in its preparation.
- This Thailand AI News report highlights that the government requested Deloitte to revise the document and return a portion of the fee after confirming the firm had relied on an AI tool during drafting.
Thailand AI News: Consulting Giant Faces Scrutiny Over AI Use in Government Work
Global consulting powerhouse Deloitte has found itself in the spotlight after being forced to refund part of an AUD 440,000 payment to the Australian government. The repayment follows revelations that a report commissioned by the Department of Employment and Workplace Relations (DEWR) contained multiple fabricated references, misattributed quotes, and false citations—all traced back to the use of generative AI in its preparation.

Deloitte under fire for relying on AI in a government report that included fabricated references.
Image Credit: AI-Generated
The 237-page report, released earlier this year, was meant to evaluate Australia’s “Targeted Compliance Framework,” which oversees welfare penalty systems. However, a detailed academic review exposed numerous inaccuracies suggesting the involvement of artificial intelligence. This Thailand AI News report highlights that the government requested Deloitte to revise the document and return a portion of the fee after confirming the firm had relied on an AI tool during drafting. Deloitte subsequently reissued the report, acknowledging that it had used Azure OpenAI GPT-4 for portions of the analysis.
How AI Hallucinations Led to Fabricated Data
Experts have pointed to the well-known phenomenon of AI “hallucination,” where large language models generate false but seemingly credible data or citations when uncertain. The original version of Deloitte’s report contained several fake academic references and even an invented court judgment quote. When the firm attempted to correct the document, reviewers discovered that new questionable references had replaced the old ones, further eroding confidence in its reliability.
Despite the errors, Deloitte maintains that the overall conclusions and recommendations in the report remain unchanged. The firm stated that the inaccuracies were limited to footnotes and citations and did not affect the substantive content or findings. Yet, critics argue that such assurances ring hollow given that the integrity of evidence is the foundation of all credible research and analysis.
Political Fallout and Public Outcry
The controversy quickly escalated into a political issue. Australian lawmakers and public accountability advocates condemned Deloitte for failing to apply sufficient human oversight over AI-generated content. Some questioned whether government agencies should continue paying consulting firms large sums for reports partially created using AI, suggesting that direct government use of such technology might offer greater transparency and cost savings.
The episode has also sparked a wider debate about the ethics of outsourcing government research to consultants who increasingly rely on AI tools. Concerns have been raised about the lack of disclosure when AI assists in report creation and the potential for misinformation to shape national policy.
A Global Lesson in AI Accountability
Beyond Australia, the case serves as a global cautionary tale. As governments and corporations integrate AI into their daily operations, this incident underscores the urgent need for transparency, human review, and accountability. AI can accelerate data analysis and reporting, but when unchecked, it can also produce misinformation that undermines trust and governance.
For Thailand and other nations adopting AI in administrative processes, the Deloitte incident is a clear reminder that technology should enhance—not replace—human judgment. Policies ensuring disclosure of AI involvement, rigorous fact-checking, and professional responsibility are essential to prevent similar controversies in the future.
The Deloitte refund may close this particular case, but its implications will linger across public and private sectors worldwide. The event stands as a powerful warning that in the age of artificial intelligence, oversight and integrity are more critical than ever.
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