https://tocanan.ai/blog/ Original research on AI search visibility, GEO and consumer intelligence — measured, not asserted. en Mon, 17 Aug 2026 00:00:00 GMT https://tocanan.ai/what-1823-ai-predictions-taught-me-about-geo/ https://tocanan.ai/what-1823-ai-predictions-taught-me-about-geo/ 1,823 public AI predictions scored against real results: what measuring seven platforms on identical questions revealed about how AI judgement behaves. Mon, 17 Aug 2026 00:00:00 GMT https://tocanan.ai/contextual-engineering-geo-insight/ https://tocanan.ai/contextual-engineering-geo-insight/ AI platforms give brands divergent, confidently wrong answers because they reason in the wrong context. GEO Insight engineers it — tested on 36 matches. Mon, 17 Aug 2026 00:00:00 GMT https://tocanan.ai/ai-prediction-arena-2026-prompt-engineering/ https://tocanan.ai/ai-prediction-arena-2026-prompt-engineering/ Seven AI platforms predicted zero draws in 21 tries. I added one line to the prompt. Then the Netherlands played Japan. 2-2. Mon, 17 Aug 2026 00:00:00 GMT https://tocanan.ai/ai-prediction-arena-2026/ https://tocanan.ai/ai-prediction-arena-2026/ Seven AI platforms were asked to predict the same football tournament. Where they disagreed shows what brands should expect from AI answers about them. Mon, 17 Aug 2026 00:00:00 GMT https://tocanan.ai/google-ai-overview-citation-surfaces-2026/ https://tocanan.ai/google-ai-overview-citation-surfaces-2026/ Google just expanded how AI Overviews cite websites — 5 new surfaces that reshape brand visibility. Here’s what each one means for your GEO strategy in 2026. Wed, 13 May 2026 00:00:00 GMT https://tocanan.ai/geo-poisoning-ai-brand-protection/ https://tocanan.ai/geo-poisoning-ai-brand-protection/ GEO poisoning is contamination of the source material AI engines read, making them misrepresent, demote or ignore a brand. How it happens and how to spot it. Mon, 29 Jun 2026 00:00:00 GMT https://tocanan.ai/anti-drug-campaign-viral-social-intelligence/ https://tocanan.ai/anti-drug-campaign-viral-social-intelligence/ Hong Kong's 2026 anti-drug campaign, measured: 28,445 mentions and 1.17M engagements, and how AI social intelligence spots a viral opening in real time. Tue, 05 May 2026 00:00:00 GMT https://tocanan.ai/air-india-crash-communication-analysis/ https://tocanan.ai/air-india-crash-communication-analysis/ A 20% sample of posts after the AI-171 crash shows who was blamed, how misinformation spread as official updates thinned, and what crisis comms can learn. Tue, 05 May 2026 00:00:00 GMT https://tocanan.ai/xiaohongshu-marketing-planting-grass/ https://tocanan.ai/xiaohongshu-marketing-planting-grass/ Xiaohongshu's 种草 is not a third marketing paradigm — it is AIDA and See-Think-Do-Care executed through peer content. What actually changed, and what did not. Tue, 05 May 2026 00:00:00 GMT https://tocanan.ai/china-2025-may-day-travel-trends/ https://tocanan.ai/china-2025-may-day-travel-trends/ China's 2025 May Day holiday set a domestic travel record while outbound stayed cautious — and budget travel changed where the money actually went. Tue, 05 May 2026 00:00:00 GMT https://tocanan.ai/llms-transforming-social-listening-market-insights/ https://tocanan.ai/llms-transforming-social-listening-market-insights/ LLMs read context, so they can score sentiment per product attribute inside a single sentence — the detail mention-counting social listening always missed. Tue, 05 May 2026 00:00:00 GMT https://tocanan.ai/ai-effortless-attribute-discovery-for-consumer-insights/ https://tocanan.ai/ai-effortless-attribute-discovery-for-consumer-insights/ Attribute discovery uses LLMs to surface what consumers actually value in a category — including the attributes brand teams never thought to track. Sat, 21 Mar 2026 00:00:00 GMT