Ann Smarty Highlights Wil Reynolds’ Experiment on Addressing LLM Visibility Gaps

In a recent LinkedIn post, Ann Smarty discusses a compelling experiment conducted by fellow industry leader Wil Reynolds concerning the visibility of businesses within Large Language Models (LLMs) and how to address potential misconceptions.

Smarty, known for her own contributions to the SEO community, expresses deep admiration for Reynolds’ consistent transparency and integrity over the years. She highlights his recent work as particularly resonant, focusing on how a single negative review can impact a brand’s context in LLM search results and offering strategies to counteract this.

“In this experiment, Wil is telling a story of one single bad review influencing the LLM context around the brand and how this can be addressed.”

According to Smarty, Reynolds’ approach embodies a long-standing integrity within the industry. She emphasizes that the core takeaways from his experiment offer practical advice for businesses navigating the complexities of online reputation and LLM perception.

Understanding LLM Perception and Business Reality

Ann Smarty elaborates on the key insights derived from Wil Reynolds’ experiment, framing them as essential truths for any business operating today. She points out that negative feedback is an unavoidable aspect of customer interaction.

As Ann Smarty notes, Reynolds’ experiment underscores several critical points:

• “Every business will always have some unhappy customers. That is inevitable.”
• “LLMs will always try to find something negative about a business when customers are researching it. For balance. It is not bad. It is what it is.”
• “You don’t need to try, and hide that negative context. You own it. But you need to add yours.”

Smarty aligns herself with this perspective, advocating for a proactive rather than defensive stance when it comes to managing online reputation. She suggests that instead of attempting to erase negative feedback, businesses should acknowledge it and then actively supplement it with their positive attributes.

Strategies for Curating a Positive Business Narrative

Ann Smarty details the actionable steps businesses should take, as suggested by Wil Reynolds’ successful approach. These strategies focus on proactively building a robust and positive online presence that LLMs can utilize for a balanced representation.

Leveraging Owned Channels and External Platforms

Smarty highlights the importance of using a company’s website as a primary tool for showcasing achievements and positive customer experiences. This includes:

• Showcasing awards, milestones, and significant achievements.
• Curating verifiable reviews and testimonials.

While Smarty admits to a personal struggle with directly asking for reviews, she acknowledges the necessity of this practice, echoing Reynolds’ implied methodology. Furthermore, she stresses the importance of curating reviews across various external platforms relevant to the specific industry, such as directories, maps, and comparison sites.

According to Ann Smarty, the key is consistency. “LLMs need fresh food,” she quotes, emphasizing the need for continuous updates of positive information to maintain visibility and influence.

What to Avoid: Unethical or Ineffective Tactics

Beyond the recommended strategies, Ann Smarty also calls attention to the tactics that Wil Reynolds, and by extension she herself, chooses to eschew. These are methods that may offer short-term gains but compromise long-term integrity or ethical standards.

Smarty points out that Reynolds is not inclined to engage in practices such as:

• Begging to be included in “Best XX” listicles or creating self-serving lists.
• Producing comparison landing pages solely to siphon traffic or AI visibility from competitors.

This rejection of what Smarty terms the “new definition of winning” deeply resonates with her. She concludes by quoting Reynolds’ sentiment, which she wholeheartedly supports:

“I’d rather ‘not win’ in business if that is the new definition of winning.”

Ann Smarty’s coverage of Wil Reynolds’ insights serves as a valuable reminder for businesses to prioritize authenticity and proactive reputation management in the evolving digital landscape, particularly concerning LLM interactions.