AI’s Credibility Crisis: Executives Shun AI 'Slop' in Thought Leadership

HOUSTON, TX – February 03, 2026

A landmark study has exposed a deep paradox at the heart of modern business intelligence: while executives overwhelmingly rely on thought leadership to guide their decisions, they are increasingly skeptical of insights generated or assisted by artificial intelligence. A staggering 69% of C-suite leaders say an organization's use of AI negatively affects their willingness to engage with its content, signaling a growing crisis of credibility fueled by the rise of low-quality, AI-generated content, derisively termed ‘AI slop.’

These findings are from “Promise and Peril,” the inaugural research report from the Global Thought Leadership Institute (GTLI) at APQC, a leading authority in business benchmarking and best practices. The report, based on a comprehensive dual-perspective survey of 1,000 executive consumers and 359 professional producers of thought leadership, confirms the enduring power of high-quality insights. An almost unanimous 97% of executives report that thought leadership helps them make better decisions, with 93% citing direct organizational benefits.

However, the rapid integration of generative AI into content creation threatens to undermine this value. The research paints a picture of a C-suite that is wary and discerning, seeking authentic, human-led expertise in an information landscape becoming saturated with automated, often generic, output.

The Executive’s Dilemma: Trust in an Age of AI Slop

For decision-makers, the challenge is no longer just information overload, but information authenticity. The GTLI report highlights a significant gap between what executives value and what they are often served. Leaders are not looking for perfectly polished articles that can be churned out by a machine; they crave relevance, actionable advice, and distinctive insights that can only come from deep expertise and original analysis.

This executive demand for substance over style is at odds with the priorities of many content producers, who, the study suggests, may over-index on polish and production quality—metrics that AI can easily replicate. The result is a growing volume of content that looks professional but lacks the critical human element of novel thinking and expert judgment. Executives are becoming adept at spotting this ‘AI slop’ and are voting with their attention, pulling back from sources they perceive as overly reliant on automation.

The report indicates that executives are not entirely Luddites. They see a clear role for AI in helping them manage the firehose of information. Their ideal scenario involves using AI as a tool to access, personalize, and synthesize insights more efficiently. However, the non-negotiable factor is transparency and the assurance that a credible human expert is ultimately behind the core ideas.

A Credibility Chasm for Producers

The tension between AI's utility and its corrosive effect on trust has created a credibility chasm for the marketing, consulting, and communications professionals who produce thought leadership. Organizations that rush to adopt AI to scale content production without a strategy to preserve human-centric quality risk alienating the very audience they seek to influence.

“This research marks an important milestone—not just for GTLI, but for the entire thought leadership profession,” said Liz Bolshaw, a Global Content Strategist with EY and a member of the GTLI Board of Advisors. “Our findings show that while AI is transforming how insights are created and consumed, executive trust still depends on originality, depth of analysis, and expert human judgment. The organizations that succeed will be those that use AI to augment thinking, not replace it.”

This underscores the central challenge for producers: how to leverage AI's power for efficiency without sacrificing the authenticity that builds trust. The report suggests the answer lies in shifting the focus from AI as a content creator to AI as a research assistant. By using technology to handle data analysis, trend spotting, and information synthesis, human experts can be freed up to do what they do best: interpret data, connect disparate ideas, and provide strategic, forward-looking guidance.

Charting a Future-Proof Strategy

The “Promise and Peril” report does more than just identify the problem; it offers a strategic path forward for both producers and consumers. It serves as a guide for navigating the complex new realities of an AI-driven information ecosystem.

“Thought leadership is at a crossroads,” noted Anthony Marshall, Global Leader for the IBM Institute for Business Value (IBV) and Chair of the GTLI Board of Advisors. “This research provides a fact-based roadmap for how organizations can protect credibility, increase impact, and continue earning a seat at the executive table in an AI-driven world.”

The roadmap includes practical guidance on responsibly integrating AI, evaluating content quality, and applying insights more effectively. For producers, this means establishing clear governance on AI use, being transparent about its role, and investing in the human expertise that remains the ultimate source of value. For consumers, it offers a framework for discerning high-quality insights from the noise, encouraging them to question the source, methodology, and originality of the content they consume.

The involvement of industry heavyweights from firms like IBM and EY, as well as participation from other major players like McKinsey in GTLI events, signals a broad recognition of this challenge. The world's leading sources of business insight are actively grappling with how to maintain their authority and relevance. The consensus emerging is that transparency is paramount. Organizations that successfully navigate this era will be those that openly embrace a human-led, AI-augmented model, proving to their audience that while the tools have changed, the commitment to genuine, hard-won insight remains unshakable.