In a recent LinkedIn post, Jesse M. urges marketers and SEO professionals to look beyond superficial wins when evaluating their presence in AI Search, cautioning against mistaking mere visibility for genuine business impact.
Jesse M. challenges the common practice of celebrating any appearance within AI-generated answers, comparing it to celebrating a top Google ranking without considering lead generation. “This is starting to become the AI Search version of celebrating a #1 Google ranking without asking whether it generated a single lead,” Jesse M. writes.
Questioning the Definition of AI Search Success
According to Jesse M., the initial excitement around appearing in AI-generated content, often demonstrated with screenshots, overlooks critical questions that determine true marketing effectiveness. Jesse M. emphasizes the need for a more rigorous approach to measuring AI Search performance, posing a series of crucial questions that businesses should be asking.
Jesse M. highlights these key considerations:
- Are we showing up consistently?
- Are we showing up for prompts that actually matter?
- Is AI describing the company correctly?
- What sources are being cited?
- How do we compare against competitors?
- Most important: Is any of this actually influencing pipeline?
The distinction between different types of search prompts is central to Jesse M.’s analysis. “Because showing up for ‘What is SEO?’ and showing up for ‘Best B2B SEO agencies for SaaS companies’ are two completely different wins,” Jesse M. explains.
Avoiding the Vanity Metric Trap
Jesse M. advocates for measuring AI Search visibility but warns against repeating past mistakes where metrics like rankings and traffic became vanity metrics, detached from business outcomes. “I’m a big believer in measuring AI Search visibility. I just don’t want AI visibility to become our next vanity metric,” Jesse M. states.
The Real Goal: Influencing Pipeline
Jesse M. argues that the ultimate goal of any marketing effort, including AI Search optimization, should be to influence the sales pipeline. While visibility is a necessary first step, it’s the prompts that lead to potential business opportunities that hold the most value. Jesse M. points out that generic visibility might garner attention, but it’s specialized visibility that can initiate sales conversations.
Jesse M. concludes by reflecting on the industry’s past focus on vanity metrics, suggesting that a similar pitfall awaits if AI Search success is measured solely by presence rather than by its contribution to tangible business growth. “We’ve already spent enough years doing that with rankings and traffic. 😂,” Jesse M. adds.
📝 About This Content
This article is based on insights shared by Jesse M. on LinkedIn.
📅 Originally posted on September 10, 2026 | View original post on LinkedIn →