THE ALPHA IS NOT LLM MONITORING
The real value in AI search lies in Agentic SEO tools that produce outcomes, not in LLM monitoring dashboards. Investors put $227 million into AI visibility tracking, but established platforms captured $550 million, and Agentic SEO companies raised only $86 million despite having far stronger operational moats. Most monitoring companies are young and face negative switching costs, while Agentic SEO tools are older, harder to replace, and power a brand's publishing engine. Many monitoring companies are predicted to face down rounds, consolidation, or failure by Q3 2026 because the category is already being commoditized by free or bundled tools.