Can AI Fix the “Workslop” It Created?

Can AI Fix the “Workslop” It Created?

As AI floods brands with off-brand “workslop,” the fix may lie in AI itself. Meet guardian agents—the watchdogs keeping generative content clean and credible.

Workslop.” It’s the latest AI buzzword, and for good reason. It’s the AI-generated content that looks plausible on the surface but is riddled with errors, brand inconsistencies, and even outright fabrications.

In fact, research from BetterUp found that 40% of U.S. employees received workloads within the past month, and it costs enterprises millions that aren’t using AI appropriately.  

Generative AI is a powerful tool, but it’s not a content strategy. It can’t, on its own, create the kind of high-quality, on-brand content that builds trust and drives results. It often has the opposite effect, creating a tsunami of generic, off-brand content that does more harm than good.

So, how can you leverage the power of AI without falling victim to “workslop”? The solution is to utilize AI to monitor itself by deploying agents that ensure every piece of generative content remains accurate and on-brand.

The hidden risks of AI-generated content  

As one of the tell-tale signs of workslop suggests, AI-generated content often lacks the unique voice and tone that separates one brand from the next. Solely relying on generative AI to produce content leaves companies with a tsunami of AI-generated content that doesn’t match brand standards. As brands are under pressure to meet rising content demands, they risk sacrificing credibility and consistency in favor of using AI for efficiency. 

The risks go beyond brand guidelines. AI-generated hallucinations also produce inaccurate content that can harm a brand’s reputation. For example, Deloitte Australia recently found itself in hot water when it shared a report with the Australian government that was riddled with AI-generated errors, including a fake quote from a federal court judgement and references to nonexistent academic research papers. This incident raised concerns about the inaccuracies that can arise when using AI agents without implementing the necessary guardrails. 

To mitigate the risks associated with AI-generated content, businesses require agile AI solutions to protect their bottom line.  

The solution: Agentic AI

LLMs and generative AI models alone won’t protect your brand — but combining them with agentic AI to monitor content ensures it’s aligned, accurate and on-message. The term “agentic AI” is buzzing in every tech circle this year. According to IBM’s definition, agentic AI is an AI system that can accomplish specific goals with limited supervision.  

These AI agents are being quickly adopted as the solution to generative AI workslop, according to a recent report from G2. The data found that 57% of companies already have agents in production, with many more to follow. 

As agentic AI continues to evolve, guardian agents have emerged and are changing the game. Guardian agents are AI designed to monitor other AI. The technology has the potential to capture 10-15% of the agentic AI market by 2030. As we continue to see enterprise adoption of the technology, it’s clear that using guardian agents is key to businesses harnessing the benefits of generative AI while avoiding workslop. 

When used for monitoring content to make sure it’s on-brand, up to date and compliant, this specific type of agentic AI is called a Content Guardian Agent. Think of it as AI watching AI — making sure everything your brand puts out meets guidelines and stays reliable. It’s the secret weapon for producing quality content. 

Marketing teams have no choice to leverage generative AI to keep pace with soaring content demands, especially without adding more hands to their team. But with AI blurring the lines between speed and quality, companies need the right guardrails in place to oversee, audit, and align every piece of content produced to avoid creating more workslop. The brands that will win this new era of content will be the ones using AI not only to create content, but also to protect it. 

The future of brand protection relies on guardian agents 

The sheer volume of AI-generated content has already outpaced our ability to review it manually. Without a system for governing AI with AI, brands risk trading speed for sloppiness.

Content Guardian Agents are the answer. They’re not just a solution to “workslop” — they’re the key to unlocking the next era of content strategy.