Your Brand Is Invisible to AI Search? A Self-Check List for Brand AI Visibility
A top rank does not mean AI mentions you. Nobori: ~3% citation inclusion; Otterly: ~73% block AI crawlers. Six metrics, a five-step check, three priorities.
Sep 16, 2026
A top rank does not mean AI mentions you. Nobori: ~3% citation inclusion; Otterly: ~73% block AI crawlers. Six metrics, a five-step check, three priorities.
Customer acquisition cost keeps climbing for reasons beyond traffic price: shrinking bid pools, lost signals, longer cycles, weak pages, and uncounted tooling.
Zero-click search now drives ~68% of US Google searches. Brands cited in AI Overviews earn ~35% higher organic clicks. Learn why your website still matters.
Chinese AI platforms cite by ecosystem not algorithm: Doubao ByteDance, Qianwen Alibaba, Kimi sourced, Wenxin Baidu, Yuanbao WeChat. Allocate per platform.
ChatGPT cites encyclopedic references, Perplexity community reviews, Gemini multi-source confirmation. Referral share ≠ citation slots—tilt assets per platform.
Group keywords by topic and intent so one page owns each cluster; internal links lock the hub-and-spoke hierarchy. Map, link, never reverse the sequence.
Audit enterprise SEO across seven dimensions — crawl, index, metadata, content, performance, structured data, and AI visibility — for a prioritized fix plan.
Cut site-search zero-results rate below 2% in eight weeks: rank queries by frequency, then close synonym, spelling, and index gaps with eight strategies.
Five steps to optimize e-commerce site search: set the baseline, fix the index, improve query understanding, rework results and filters, then close the loop.
Search serves active intent; recommendation pushes. Unify them and you beat 1+1 with three mechanisms, four rollout steps, and one metric that proves it.
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