Insights.
Written from client work, published when there is something to say.
Connecting AI visibility to the metrics you already report
Two datasets that do not share a key, one board that wants a single number. What can honestly be joined, and what cannot.
How to check what AI systems say about your company
Ask the systems directly, read the sources they cite, and compare both against what the company actually is.
What AI visibility tools measure, and what they miss
Counting how often you appear is a solved problem. Knowing why you do not is the part that still needs a person.
Why website changes become organisational bottlenecks
A change that should take a week takes a quarter. The delay is rarely technical.
AI search exposes weak positioning
A search engine can rank a page it does not understand. An answer engine has to say what you are.
What machines read when they read your site
What gets extracted, what gets ignored, and where the effort is worth spending.
Start with what the market can see.
A conversation is enough to know whether there is a gap worth closing.