AI search citation analysis, from the operator's chair.
Brand-by-brand citation reports. Industry-level analysis. Methodology deep-dives. Multilingual coverage. Reactive commentary on AI-search-reputation events as they happen.
Latest from the desk.
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.
AI Citation Benchmark for South African Brands: The 2026 Field Guide
The first publicly pre-registered benchmark of how GPT-5, Claude and Gemini cite South African brands — 100 brands, 16,500 responses, 197,156 citations. What the data shows, and what to do about it.
The 7 Best AEO Platforms for South African Brands (2026, Ranked)
No SA-specific AEO platform listicle exists — until now. Ranked by who has primary SA citation data, who covers ChatGPT + Claude + Gemini, and who actually moves the needle for a SA brand.
What is AEO? Answer Engine Optimisation Explained (South Africa, 2026)
AEO — Answer Engine Optimisation — is the discipline of making sure AI assistants name, cite and describe your brand accurately. The plain-English definition, the three layers, and what SA brands should do first.
The Best Banks in South Africa, Ranked by ChatGPT, Claude and Gemini (2026)
The only SA bank ranking measured by AI-citation narrative control, not assets or surveys. Standard Bank, Capitec, Nedbank, Absa, FNB and more — ranked using SA-AEO-Bench v1 data.
The 90-Second Case for Your AI-Search Budget to a Sceptical CFO
Gartner: 59% of senior marketers say they can't fund the strategy they were hired for. The one-page frame that wins the CFO meeting — denominated in rands the CFO already tracks, anchored to six months of SA benchmark data.
Zero-Click Search Is Reshaping SA E-commerce: The Asymmetric Impact, Measured
Zero-click is above half of all search now. For SA e-commerce the cost is asymmetric — the industry has the lowest SA-citation share in our bench at 33%, and AI defaults to international review platforms when a SA customer asks where to buy. What that does to a SA retailer's funnel, and where the recovery playbook sits.
What the Air Canada Chatbot Ruling Means for Your SA Brand
A Canadian tribunal made an airline pay because its chatbot quoted a refund policy that did not exist. SA contract law, the Consumer Protection Act and POPIA all cut the same way. The four AI surfaces a SA brand actually owns, and the one-week audit that closes the exposure.
How Medical Aid Companies Can Improve Their AI Search in South Africa (2026)
When a member asks ChatGPT which scheme to pick, does your name come up? Five moves to improve a SA medical aid's AI-search visibility, in priority order, anchored to six months of benchmark data. Per-scheme baselines in the gated Index Report.
The field notes are one piece. Here’s the rest.
Free Brand Scorecard
60-second live scan of your brand on ChatGPT, Claude and Gemini.
SA AI Visibility Index
The full quarterly snapshot — 100 SA brands, 12 industries.
SA-AEO-Bench
Raw data, OSF pre-registration, full methodology, CC-BY-4.0.
Glossary
AEO, GEO, LLM SEO and the rest of the vocabulary — plain English.