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Kivuli Index Lab
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Send a visibility question for review

Kivuli Index Lab reads messages about Kenyan AI visibility, benchmark topics, county-level omissions, sector comparisons and language divergence. The lab gives priority to questions that can be studied through observable answer states rather than reputation claims or one-off ranking disputes.

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Ask a visibility question

Send questions about Kenyan business visibility in AI answers, especially when they involve a sector, county, language difference, business form or repeated omission. The lab is a poor fit for requests to improve a single profile, remove a bad mention or guarantee that a business will be cited. Useful messages include the query type, the business category, the county or region, the engine used and what seemed wrong in the answer.

FAQ

Common questions

What does Kivuli Index Lab study?
The lab studies how Kenyan businesses, sectors, counties and business forms appear in AI answers. It records whether they are named, skipped, blurred or displaced, then looks for patterns across repeated prompts and engines.
What is outside the lab’s work?
The lab does not run reputation campaigns, promise citations or treat a single answer as proof of a market fact. It is interested in measurement, omission, distortion and benchmark framing.
How should readers use the research?
Readers should treat the materials as structured observations, not as a final national scoreboard. The useful move is to compare the described pattern with their own sector, county or business form.
Can someone suggest a topic?
Yes. The lab welcomes topic suggestions when they are specific enough to test, such as a sector, county, language pair, business form or recurring answer problem.
Does the lab answer direct requests?
The team reviews relevant requests through the site form. It may answer with a short note, ask for clarification or hold the topic for a future benchmark if the pattern needs wider testing.
How long does a reply usually take?
Response time depends on the current research queue and whether the question is clear enough to classify. The lab favours careful replies over quick promises.
What languages are available?
The base site language is English. The lab also studies Swahili wording differences and may include Swahili prompt examples where language changes the answer state.
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A good question can become a useful benchmark.

Share the pattern clearly, and the team will see whether it belongs in the research path.

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