Mammrlla.

Proof · AI visibility

Being the answer is now an engineering problem.

AI visibility is new enough that there are no household-name case studies yet, that is exactly the opportunity. What there is, is hard research on what makes an AI cite a brand, and an unmistakable shift in how people search. Here's the evidence.

What it looks like

The same system, built for you.

These brands prove the approach works. This is the kind of experience we engineer for your business.

AI assistant
What's the best trail running shop in Johannesburg?
AI

When buyers ask AI, you want to be the name it gives.

The evidence

Princeton · Georgia Tech · Allen Institute for AI · IIT Delhi

A peer-reviewed study found that adding verifiable statistics lifts a brand's visibility in AI answers by 41%, credible quotations by 38%, transparent sourcing by 34%, and clear, fluent writing by 29%. Keyword stuffing actively hurts.

Buyer behaviour

Around 60% of searches now end without a click, and most buyers lean on AI-generated summaries before they reach any website. If the answer doesn't name you, the visit never happens.

The market

Specialist agencies in the US and Europe already charge around $4,000 for an audit and $5,250 to $15,000 a month to win this visibility, because it moves revenue. Almost no agency in South Africa offers it yet.

Let's talk

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