KPMG pulls AI report after organizations dispute claims
KPMG withdrew its "Total Experience: Redefining Excellence in the Age of Agentic AI" report after several organizations stated the claims about their AI usage were untrue. Research by GPTZero revealed that the majority of the report's citations were AI-generated hallucinations.
Of the 45 citations in the report, only five accurately point to real sources.
Key facts
- What
- KPMG withdrew its "Total Experience: Redefining Excellence in the Age of Agentic AI" report after several organizations stated the claims about their AI usage were untrue.
- Incident date
- Jun 13, 2026
- Who
- KPMG
- Failure mode
- Hallucination
- AI surface
- Search / RAG
- Severity
- Medium
What happened
KPMG pulled its October 2025 report, "Total Experience: Redefining Excellence in the Age of Agentic AI," in June 2026. The decision followed complaints from UBS, the UK National Health Service, Swiss Federal Railways, and Transport for London, who claimed the report's descriptions of their AI implementations were misleading or false. An investigation by GPTZero found that 40 of the 45 citations in the report were fake or hallucinated.
What broke inside the model
- 01 · TriggerA user asks for a fact, a citation, or a figure.
- 02 · Model stepThe model writes a fluent, confident answer.
- 03 · Control gapNothing ties the claim back to a real source.
- 04 · FailureA fabricated fact ships as if it were verified.
- 05 · ConsequenceThe false claim reaches a customer, a court, or the public.
Confidence holds, and even spikes, as the claim detaches from any source.
The report was likely produced using an AI research tool that hallucinated citations and fabricated case studies to satisfy prompts about agentic AI. This resulted in paraphrased titles and incorrect authors that were published without human verification.
What it cost
Sources
Cite this entry
https://failureindex.ai/failures/kpmg-pulls-organizations-dispute-claimsAI Failure Index. "KPMG pulls AI report after organizations dispute claims" (FI-0501). Realm Labs. https://failureindex.ai/failures/kpmg-pulls-organizations-dispute-claims (indexed Jun 16, 2026).Data fields CC-BY 4.0, prose citation permitted. Incident ID FI-0501. Full dataset at /data.
Note from Realm Labs, the Index steward
How Realm would have caught this
- Prism
- OmniGuard
- AI Detection & Response (AIDR)
A runtime layer that watches the model's internal state can flag the moment a model commits to a claim it has no support for, and hold or reroute the response before it reaches a user. Realm reads those signals in real time rather than grading the transcript after the fact.