the seo program ai assistants started citing

Context

A seed-stage data-infrastructure company selling into a crowded observability market. Technical buyers, long sales cycles, near-zero brand search. Mahmoud ran growth in-house as GTM lead. Kamel delivered the SEO program as the contracted specialist. Same team you’d get today.

The constraint

The buyers were researching in two places: Google and AI assistants. The company had almost no footprint in either. Paid channels were burning budget on an audience that wasn’t searching for the product’s category name at all.

What we shipped

28 landing pages, 8 technical audits, and 7 content batches in six months. An internal linking system. Signup-flow fixes. The centerpiece: competitor-comparison content aimed at the exact queries buyers type when they’re ready to switch, written to be quotable by AI assistants, not just crawlable.

What moved

Organic clicks grew 143% against the prior six months, with the peak month up 64.9% month over month. One comparison post reached Google position 5 in one week and became the top-cited source in AI assistant answers for its query set. The pricing guide became the site’s #1 LLM-referred page, holding 5 to 6x the homepage’s dwell time.

What this means for you

Search didn’t die. It split. Half your buyers now ask an AI assistant before they ever see a results page, and content built for citations wins both halves. This is the program we run when your buyers research before they buy.