The Mercuric blog

Operator-grade thinking
on AI growth.

No trend-chasing. No recycled advice. Just the hard-won insight behind building growth systems that compound.

Coming soon
Systems

Why your AI tool stack isn't producing growth (and what to build instead)

Having 12 AI tools isn't a growth strategy. Here's the structural reason why stacks fail, and what a system that actually compounds looks like.

Draft
GEO

How AI models actually decide what to cite: a teardown

What signals drive brand mentions in ChatGPT, Google AI, and Perplexity. Technical breakdown of how generative engines choose sources.

Draft
Content

SEO and GEO have the same king: content

Two disciplines, one underlying lever. Why measuring visibility is now table stakes, and what changes when content is written against a measured gap instead of a calendar.

Draft

More posts launching alongside the system.