Google’s AI Overviews have a pattern worth understanding before your next content brief: they will use your self-promotional “best software” page as a source, extract the competitors you mentioned, and recommend those competitors while leaving you out.
That is the core finding from Lily Ray’s analysis of 100 B2B “best [category] software” queries, run across April 15, May 15, and June 8, 2026. Of the 80 prompts that triggered an AI Overview, self-promotional listicles appeared as cited sources 323 times. In 224 of those 323 citations, Google pulled from a brand’s own page without recommending that brand. The math: 69% of the time, being cited offered zero promotional benefit.
The “best LMS for selling courses” query shows the mechanism clearly. Google cited Oasis LMS’s own listicle, then populated its recommendation carousel with Kajabi, Thinkific, LearnWorlds, and Teachable. Each of those names appeared inside the Oasis LMS article. Google, in effect, used Oasis’s content as a directory and handed the traffic signal to the competition.
The same pattern appeared across help desk, task management, survey, CRM, and SEO software categories. This is not a quirk. It is a structural behavior.
Why does this happen? Ray’s data points to a consistent variable. Brands that received AI Overview recommendations already led their categories through third-party mention volume, strong external link profiles, and widespread user-generated coverage. A citation is not a recommendation. A recommendation follows third-party validation. The self-promotional listicle, however well-optimized, provides neither.
The organic damage compounds the visibility problem. Ray reported that sites leaning heavily on self-promotional listicles began losing organic traffic around January 20, 2026. That erosion accelerated through Google’s May 2026 core update. Search Engine Land previously documented SaaS and B2B brands losing 30% to 50% of search visibility after betting their category strategy on self-ranked “best” pages. The FTC’s Consumer Review Rule adds a separate legal exposure for undisclosed self-promotion that practitioners should flag to legal counsel.
Third-party source dominance inside AI Overviews is the parallel trend. For “best” queries, Google drew heavily from Forbes, Reddit, and YouTube. Reddit citations are rising sharply, per Ahrefs Brand Radar, which provided the underlying data. User-generated discussion threads and independent review platforms are functioning as primary evidence sources. Owned listicles are functioning as a shortcut for Google to find the names it will recommend elsewhere.
The GEO implication is direct. A self-promotional “best” page may still earn a citation in an AI Overview. That citation will not translate to a recommendation unless your brand already holds strong third-party mention signals. The content strategy that earned organic rankings in 2022 is now, at best, feeding your competitors’ recommendation placements.
For the next 90 days, the decision facing B2B and SaaS practitioners is where to allocate content and outreach budget. Building more self-promotional listicles against this evidence base is a documented path to citation without recommendation. The alternative: systematic pursuit of coverage on Reddit, independent review platforms, and high-authority third-party publications that Google is already treating as its recommendation evidence layer. Owned content can still serve conversion; it should not be the anchor of a GEO visibility strategy.
Reported by Danny Goodwin at Search Engine Land on June 18, 2026, citing Lily Ray’s analysis conducted via Ahrefs Brand Radar.
