Some of the organizations we audited

Hapax is well known to AI when asked about directly, but completely absent when buyers ask which tool can automate their workflows or improve team AI adoption. All high-intent, bottom-of-funnel queries return zero citations, meaning Hapax is invisible at the moment a buyer is ready to act.

Anamap performs strongly in branded and comparison queries but is absent when a founder searches for a data tool to replace an analyst hire. The buyers most likely to convert never encounter them.

FuseAI is invisible in the outbound sales discovery space. When sales leaders ask AI to recommend tools for prospecting or pipeline management, FuseAI does not appear. This invisibility directly costs pipeline.

Lamatic has strong brand recognition in AI but fails to appear when developers and product teams search for solutions to build and deploy agents quickly. Lamatic loses ground to competitors at the exact moment a team is ready to choose a platform.

Mutiny is recognised by AI in branded contexts but absent when teams search for tools to build landing pages or personalise content at scale. The category is being shaped by competitors who appear and Mutiny does not.

Ovren shows partial comparison coverage, better than most in this cohort, but still absent in discovery and buying intent. When founders ask AI which coding tool can autonomously ship features, Ovren is missing despite being precisely the solution they need.

Relvy is well positioned in branded and comparison queries but invisible when IT teams ask AI how to automate runbooks or improve incident response. These are the queries with the highest purchase intent in the category, and Relvy is not part of the conversation.