Aipedia: Management consultants
Generative AI can speed up desk research, but it can also invent sources, quotes and case references that look real. A consultant who puts them in a client report without checking risks a fee dispute, reputational damage and a negligence claim.
Part of: AI in Management consultants
In short
Consultants use generative AI chatbots and research assistants to scan literature, summarise reports and suggest sources. These tools can fabricate references and quotations, as the Deloitte reports for the Australian government and Newfoundland and Labrador showed. The ICMCI AI Code requires meaningful human review (3.1) and bans presenting unreviewed AI output as finished work (5.2). PI usually responds to third-party loss caused by negligent advice, subject to the wording, but a client's demand for its fees back is often treated differently. Checking every citation against the original is the simplest control.
Desk research is one of the most time-consuming parts of a consulting engagement, so it is an obvious target for AI. Consultants ask generative AI chatbots to summarise the literature on a policy question, list academic studies on a workforce trend, pull out quotes from regulators or judgments, or draft a background chapter with references. Some research assistants search the web and return links; others generate text from their training data and add citations that look plausible.
The output reads well and arrives in seconds. The problem is that a language model predicts likely text, so an author name, journal title and year can be assembled into a reference that does not exist, and a quote can be attributed to a judge who never said it.
In October 2025 Deloitte agreed to partially refund the Australian Department of Employment and Workplace Relations for a report costing about A$440,000. The report contained a fabricated quote attributed to a federal court judgment and references to non-existent academic papers. The revised version added a disclosure of generative AI use in an appendix, and CFO Dive reports the refund as over A$97,000 (see also City AM). In November 2025 a 526-page Deloitte health workforce plan for Newfoundland and Labrador was reported to contain citations that appear not to exist; Deloitte acknowledged the citations were wrong and said it stood by the plan.
These are news reports, not court decisions, and no UK case on AI-fabricated citations in a consulting report was found. They show that the commercial fallout can arrive before any lawyer is involved.
Illustrative: a consultant prepares a review of a public body's grant scheme. A junior analyst uses a generative AI chatbot to draft the evidence chapter, which cites several studies and a tribunal ruling. The report is published. A journalist finds that two studies and the ruling do not exist. The client withholds the final payment, demands a refund of fees already paid and says it must commission a second review to restore confidence. It also says a programme decision taken on the report's findings has cost it money.
The fabricated references may not change the recommendations at all, but they undermine trust in the whole document. The client's losses fall into different buckets: fees, the cost of re-work and any consequential loss from relying on the findings.
Consultants' PI is normally written to cover legal liability to third parties arising from negligent professional services. A claim that the client suffered loss by relying on a report containing false evidence is the kind of claim it is designed for, subject to the policy terms and any AI exclusion. Defence costs are commonly included.
A demand to return fees is more difficult. Some wordings may exclude or limit the return of fees, or treat a voluntary refund as something the insurer has not agreed to. Some policies offer limited loss of fees cover. Agreeing a refund without the insurer's consent can prejudice cover, so notify first. The general position is set out in does PI cover AI mistakes, and a public row may also need early notification of a circumstance. There is no compulsory PI minimum for consultants, so the limit is whatever the contract required and you bought.
Apex arranges PI for management consultants and can check how your wording treats fee disputes and AI-assisted research. See the AI in management consulting overview and whether PI covers AI errors.
Generative AI predicts plausible text rather than looking facts up. Unless a tool retrieves and links real documents, it can combine real-sounding authors, titles and years into references that do not exist, and attribute quotes to people who never said them.
Possibly not in full. PI wordings may exclude or limit the return of fees, and voluntary refunds made without the insurer's consent may not be covered. Some policies include limited fee recovery cover. Check the wording and notify before agreeing anything.
Under ICMCI 3.3 and 7.1, Certified Management Consultants must tell clients when AI materially shapes analysis or deliverables. For other consultants it is good practice, and a clear disclosure helps if the work is later questioned.
Tell us about your firm and the work you do. A broker will review how your current PI treats AI-assisted work, or arrange new cover. No fee for a quote. Or call 0117 325 0027.
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