Metric

I’m an engineer helping B2B software brands understand and improve how they surface in AI search.

AI search is reshaping who gets found and who doesn’t. Brands now have to consider how ChatGPT, Gemini, and Claude represent them: which sources they cite, who they recommend, and why.

I reverse-engineer how AI represents your brand, and I do the strategy work to shift it.