Field notes

Nairobi AI-answer patterns

The blog studies the place where Nairobi business evidence meets AI answers. Each field-style article follows one composite failure pattern with an imperfect source trail: a fintech folded into a generic payments example, a coworking space read as a map listing only, a law firm blurred by category wording, or an NGO described through a funder page instead of its own explanation. I publish one field-style article every two weeks, with attention to city language, source trails and the public wording that would make the business easier to place.

Disambiguation & market reach

Nairobi Firms Serving Kenya Beyond Nairobi

How a Nairobi company serves Kenya in AI answers without losing its city base, category clarity or regional service boundary.

Disambiguation & market reach

Old Nairobi Office Addresses in AI Answers

Why Nairobi old office address AI answers persist after a move, and how canonical address evidence helps AI carry the current location.

Category & source repair

When AI Mislabels a Nairobi NGO

Why a Nairobi NGO gets the wrong AI description, and how sector wording separates nonprofit work from government, donor and consulting signals.

Entity signals after search

When AI Turns Nairobi Into Only the CBD

Why Nairobi business not CBD signals disappear in AI answers, and how Upper Hill, Westlands, Karen and other neighbourhood evidence can be preserved.