I build the systems behind modern growth.

What does an AI search visibility review actually deliver?

For a company with a real product and public website, I start with the pages, search queries and business questions that matter. I check whether the site can be crawled, whether its claims and entities are clear, and whether useful source material supports the answers. The output is a prioritised list of page, content and measurement changes—not a promise of an AI citation or ranking. See the working method or explore GPTSEO.

When should a business process use an AI agent?

First map the trigger, inputs, handoffs, system permissions and failure cost. Keep consequential decisions with people; use AI assistance for preparation and analysis; consider agent execution only for repeatable, bounded steps with logs and an escalation path. A useful first conversation produces a process map and a testable next step, not a claim that the whole company can run unattended. Explore the tools or discuss a process.