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this. anything above 9.x has been shit for me.


Is optimizing for a 3.5% user base (Claude) a hedge against platform monoculture, or wasted effort given network effects—what metrics should GEO specialists prioritize?


Qwen’s 4-month leap: are optimization windows disappearing? Can reproducible benchmarks, audits, and enterprise deployment cycles keep up with breakneck iteration—or is speed outpacing safety?


Is GEO just SEO 2.0 that rewards scale and prompt‑engineering, accelerating content homogenization and gaming of ChatGPT answers? How should plat


crazy fast changing SEO/GEO games.


If ranking + retrieval shape UX more than model size, should startups invest in RAG/ranking systems over chasing ever-larger foundation mode


If Google uses AI behavioral signals to rank accessibility, who audits bias/privacy, and how do niche sites avoid being penalized by small-sample


If ChatGPT becomes the primary search layer, should SEO shift from links/keywords to prompt-engineered, agent-friendly content? Will 'content creation become dumb?


Controversial: WCAG 3's outcomes-based scoring makes current AI audits useless. Will companies adopt human-led usability testing or lobby for new machineckable standards?


If LLMs erase brand signals, should companies demand provenance APIs from model vendors or build their own entity graphs? Who owns the canonical truth of the web?


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