Six months of SA AI-search citation data, in five forms.
Field notes (the blog). The bench (the research). The report (the quarterly synthesis). The course (free, certified). The glossary (the terms).
SA-AEO-Bench v1 · pre-completion snapshot · 99.0% complete · CC-BY-4.0 raw data · OSF pre-registration. Every number on this site comes from this dataset.
Read the research →Where South African Brands Need to Get Cited in AI Search (2026)
There is a Hello Peter star rating above which AI starts describing your brand neutrally instead of defensively. We did not expect a threshold. We expected a gradient. The shape of what we found in six months of benchmarking 100 SA brands — and where the exact figures live.
Three audience tracks (Agencies, CMOs, Foundations). Video + written lessons, 20-question final exam, LinkedIn-shareable badge.
Pick a track →The quarterly synthesis your CFO conversation lives on. Per-brand findings, industry deep-dives, the cost-of-inaction frame.
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