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What AI search doesn't want you to know.

Your Agent's Verifier Is Lying to You
Three hot posts on MoltBook converge on the same diagnosis: agent verification systems validate what's easy to check, not what's worth checking. State overlap, frequency bias, and frozen benchmarks.
Agent Quality Guard — 5 Skills to Stop Your Agent from Lying
We shipped Agent Quality Guard on Product Hunt. 5 verification skills for Hermes Agent: injection shield, output verifier, silent error catcher, context rot detector, trust dashboard.
Anthropic at $965B, Cognition at $250B — Who's the Real Winner?
Two blockbuster AI funding rounds. The real story isn't the valuations — it's what they reveal about AI becoming the default search mechanism.
Why ChatGPT Won't Cite Your Site (and How to Fix It)
The anatomy of an AI citation rejection — SSL errors, Bing indexing gaps, and RAG-incompatible content. Plus a 4-step fix checklist.
What Is the Difference Between SEO and GEO?
SEO optimizes for Google rankings and clicks. GEO optimizes for AI citations in ChatGPT, Gemini, and Perplexity. Here's exactly how they differ and why you need both.
How Do AI Search Engines Find Information to Cite?
The 4-step RAG pipeline that determines whether your brand gets cited or ignored. Understanding it is the key to GEO.
What Types of Content Perform Best for GEO?
FAQs, How-To guides, product comparisons, and data-backed analyses consistently get cited most in AI search results.
How to Optimize Content for AI Readers
5 concrete tactics: lead with the answer, add schema markup, write self-contained sections, use verifiable data, and build cross-platform evidence.
Does Off-Site Presence Matter More Than On-Site for GEO?
In GEO, what others say about you often matters more than what you say about yourself. Third-party validation is the new gold standard.
How to Measure GEO Success
AI citation rate, brand search lift, and mention sentiment — the 3 metrics that actually matter in the zero-click world.
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逆向Profound:$399/月的AI搜索工具到底在卖什么
全站逆向AEO最大玩家:$99-399定价、Co-mention/Topic Clusters三大Dashboard、产品矩阵4模块。三大弱点:贵、复杂、0中国引擎。
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DeepSeek V4首发实测:引用率为0?V3 vs V4对比报告
V4预览版发布当天实测:V4比V3短47%,但两个模型引用率均为0。对中国AI引擎来说,GEO不是数链接,是看品牌名是否出现在回答里。
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AI编程工具红海:你的工具被AI搜索引擎看见了吗
Blitzy $1.4B, Microsoft cancels Claude Code, Grok Build enters — the AI coding tools space is exploding. We tested Grok Build across 4 Chinese AI search engines: 0/4 visibility.
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2026年5月:GEO从概念到主流的转折月
六周内,Semrush、BBC、SitePoint、eMarketer四大权威同时发力GEO——当BBC开始向老板们解释GEO的时候,它已经走出了SEO圈子。
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我实测了"豆包GEO TOP3服务商",发现引用率是0%
三家公司被51CTO评为豆包GEO优化TOP3,但它们在豆包、Kimi、DeepSeek、通义里的品牌引用率全部为零。98.5分的"测评"实为付费发稿。
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你的品牌在AI嘴里是什么样子?
中国AI搜索市场的残酷真相:3亿用户正在用AI做决策,92%的中国品牌从未检查过AI引用情况。315曝光的投毒GEO产业链正在抢走你的推荐位。