Nairobi businesses need evidence AI can place, quote and trust.

A Nairobi firm can rank on Google and still disappear when someone asks an AI system for a serious recommendation. I look at the public evidence around the business: the website sentence, the directory line, the map category, the funder mention, the registration clue, the Swahili wording, the neighbourhood signal. Then I repair the parts that make AI answers flatten a product company into a reseller, a specialist firm into a generic consultant, or Westlands into “Nairobi office.”