Cisco comms leader on the real problem with AI-generated content

The rapid proliferation of generative artificial intelligence has fundamentally altered the landscape of corporate communications, yet the sheer volume of automated output—often dismissed as "AI slop"—is increasingly failing to resonate with sophisticated audiences. Austin Roth-Eagle, the lead for AI adoption for global communications at Cisco, suggests that while AI offers unprecedented gains in operational efficiency, it remains fundamentally incapable of replicating the "taste" and "judgment" required to break through a saturated content economy. As the head of Cisco’s AI Acceleration Office, Roth-Eagle has emerged as a leading voice in the transition from traditional executive storytelling to a data-driven, AI-augmented methodology that prioritizes authentic human voice over algorithmic convenience.

The Evolution of the AI Acceleration Office

The trajectory of Austin Roth-Eagle’s career provides a blueprint for the modern communications professional. Beginning his tenure in the Office of the CEO at VMware, Roth-Eagle initially focused on digital program management, overseeing executive social media presence and managing performance metrics. It was in this high-pressure environment that he recognized a fundamental truth of corporate hierarchy: while senior executives may be skeptical of strategy from junior staff based on intuition alone, they are consistently receptive to insights grounded in rigorous data. This realization prompted a strategic pivot toward the intersection of communications and analytics, eventually leading Roth-Eagle to pursue a Master’s degree in business analytics.

The timing of this academic pursuit proved providential. In the fall of 2022, as Roth-Eagle began his graduate studies, OpenAI released ChatGPT, an event that served as the "starting gun" for the current era of widespread AI adoption. This allowed Roth-Eagle to witness firsthand the reinvention of business analytics through the lens of large language models (LLMs). At Cisco, his role evolved from leveraging AI for individual productivity to spearheading a cross-functional organizational shift. The establishment of the AI Acceleration Office at Cisco represents a formal recognition that AI is no longer a peripheral tool but a core component of organizational infrastructure that requires dedicated leadership to scale effectively.

The Technical Foundation: Data-Driven Storytelling

Roth-Eagle’s approach to communications is rooted in the belief that technical fluency enhances, rather than diminishes, the power of storytelling. By integrating analytics into the communications workflow, organizations can move beyond subjective "gut feelings" to evidence-based strategies. In his early roles, Roth-Eagle utilized dashboards and metrics to validate his assertions to C-suite leadership. This data-centric mindset is now being applied to AI adoption.

At Cisco, the AI Acceleration Office focuses on building scalable workflows and training teams to navigate the complexities of the AI era. This involves creating "playbooks" and "agents"—automated or semi-automated systems designed to handle repetitive tasks—while ensuring that the final output maintains the organization’s unique perspective. The goal is to increase "leverage," allowing communicators to produce higher volumes of content without sacrificing the strategic depth that characterizes premium brand messaging.

The Anatomy of AI Slop and the Crisis of Taste

One of the most significant challenges facing the industry is the rise of "AI slop"—a term used to describe generic, uninspired, and often repetitive content generated by AI without sufficient human oversight. Roth-Eagle notes that while AI is remarkably adept at making workflows more efficient, it frequently fails in the realm of "taste." A model can be prompted to write a "compelling" blog post about technology, but without human intervention, the result is often a collection of clichés and "hallucinations" that lack a unique point of view.

"There’s a difference between using a tool to build content in your voice and having a tool replace your voice," Roth-Eagle explains. He likens AI’s current capabilities to formatting or "filling in the gaps," rather than original creation. In a world where AI can mimic tone and style with increasing accuracy, the differentiator for any brand or executive is the possession of a unique, well-researched perspective. Content that lacks this human-driven "taste" is unlikely to break through the noise of the digital economy, regardless of how efficiently it is produced.

Strategic Workflow Management: From Prompting to Playbooks

To combat the tendency toward mediocrity in AI-generated content, Roth-Eagle advocates for breaking down the communications process into small, manageable steps. Rather than viewing AI as a "magic box" that produces a finished product from a single prompt, he suggests a structured hierarchy of tasks:

  1. Landscape Research: Identifying current trends and data points.
  2. Angle Identification: Determining the unique perspective or "hook" of the story.
  3. Outlining: Building the logical structure of the argument.
  4. Drafting: Using AI to flesh out the outline while maintaining the established voice.
  5. Refining and Editing: A heavy human pass to ensure nuance, accuracy, and "taste."

By applying AI at specific points in this chain—rather than at the end—communicators can maintain control over the output. Roth-Eagle asserts that human oversight must be omnipresent. If a communicator is "surprised" by the output of an AI model, it usually indicates a failure in the guiding process. The human role is to direct the model from "Step One through Step N," ensuring that the final product aligns with the intended strategic goals.

Industry Context: The Saturation of the Digital Commons

The concerns raised by Roth-Eagle are reflected in broader industry trends. According to various digital marketing studies, the volume of content produced globally is expected to increase exponentially as AI tools become more accessible. However, consumer trust in AI-generated content remains fragile. A 2023 report indicated that while nearly 70% of marketers use AI for content creation, a significant majority of audiences still prefer content that displays "human-like" qualities, such as empathy, humor, and lived experience.

The risk for organizations is the "commoditization of content." When every brand has access to the same LLMs, the baseline for quality becomes uniform and uninteresting. Roth-Eagle’s emphasis on domain expertise serves as a hedge against this trend. He argues that the most successful professionals in the coming decade will be those who sit at the intersection of deep domain expertise (knowing what makes a story "good") and AI fluency (knowing how to use the tools to scale that "goodness").

The Future of the Communications Professional

For early-career professionals, the message from Cisco’s AI lead is clear: technical skills are no longer optional, but they must be paired with traditional editorial judgment. AI fluency—the ability to interact effectively with models and integrate them into complex workflows—is a necessary skill set, but it is not a substitute for the ability to think critically.

Roth-Eagle’s own habits reflect a commitment to continuous learning outside of the AI ecosystem. He cites podcasts such as Morning Brew Daily, Tech Brew Ride Home, and TBPN as essential tools for staying informed about the broader technological landscape. Furthermore, his use of personal health technology, such as the Oura Ring, underscores a broader trend of data integration into all aspects of professional and personal life.

Broader Impact and Implications

The shift toward AI-augmented communications has profound implications for organizational structure. As Cisco has demonstrated with the creation of the AI Acceleration Office, companies are increasingly moving toward centralized models of AI governance. This allows for the standardization of "playbooks" and the ethical use of data, while preventing the fragmented adoption of tools that can lead to brand inconsistency.

Furthermore, the rise of AI agents—AI systems capable of performing multi-step tasks with minimal supervision—will likely redefine the role of the communications manager. Instead of being primary writers, these professionals will increasingly act as "editors-in-chief" or "creative directors" of automated systems. Their value will be measured not by their word count, but by their ability to curate and refine AI outputs into high-impact strategic messaging.

Conclusion and Upcoming Professional Development

As the industry continues to grapple with these changes, educational initiatives are becoming vital for the workforce. Austin Roth-Eagle is set to share his expertise at Ragan’s upcoming Writing Certificate Course for Communicators, scheduled for May 6, 13, and 20. The course is designed to help professionals master the art of writing with AI without losing their unique human voice. Participants will learn how to break workflows into simple steps, identify the most effective applications for AI, and scale their work using modern tools and agents.

In the final analysis, the "real problem" with AI-generated content is not the technology itself, but the tendency to use it as a shortcut for thought. As Roth-Eagle suggests, the content that will truly "break through" the noise is that which uses AI to amplify a human voice, rather than silence it. The future belongs to the "technical storyteller"—the professional who can harness the speed of the machine while retaining the soul of the narrative.

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