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VisibilityAtlas.com helps international brands and high-potential products improve visibility, authority, and citations across Baidu, DeepSeek, Doubao, Qwen, Kimi, WeChat, Zhihu, Xiaohongshu

A 200 Response Does Not Prove Your LLM Used Web Search

A 200 Response Does Not Prove Your LLM Used Web Search

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6 min read

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98.6% of AI Citations Were Third-Party. The Measurement Contract Matters More Than the Headline.

98.6% of AI Citations Were Third-Party. The Measurement Contract Matters More Than the Headline.

Comments
5 min read
12 AI Answers Became 96 Rows. They Did Not Become 96 Independent Samples.

12 AI Answers Became 96 Rows. They Did Not Become 96 Independent Samples.

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3 min read
I Turned 9,575 Jewelry Comments Into Landing-Page Tests—Without Calling Reddit a Market Survey

I Turned 9,575 Jewelry Comments Into Landing-Page Tests—Without Calling Reddit a Market Survey

Comments 1
5 min read
Found Is Not Chosen: What a 12-Answer China AI Test Taught Me About Luxury Jewelry Visibility

Found Is Not Chosen: What a 12-Answer China AI Test Taught Me About Luxury Jewelry Visibility

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6 min read
One AI Answer, Eight Brands: Designing a Benchmark Without Multiplying the Evidence

One AI Answer, Eight Brands: Designing a Benchmark Without Multiplying the Evidence

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6 min read
I Added has_china_official_site to My Benchmark. It Failed Before the First Run

I Added has_china_official_site to My Benchmark. It Failed Before the First Run

Comments
7 min read
Last week I checked the exact-match .cn domains for eight international B2B work-management brands.

Last week I checked the exact-match .cn domains for eight international B2B work-management brands.

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3 min read
A 200 From the Wrong System: How Two Pages Stayed Invisible for 17 Days

A 200 From the Wrong System: How Two Pages Stayed Invisible for 17 Days

Comments 2
4 min read
I rewrote the same detector three times in one day. Each fix introduced a new way of being wrong.

I rewrote the same detector three times in one day. Each fix introduced a new way of being wrong.

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5 min read
An LLM described a website in detail. The website doesn't exist.

An LLM described a website in detail. The website doesn't exist.

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5 min read
Six checks before you trust any number your LLM pipeline produces

Six checks before you trust any number your LLM pipeline produces

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6 min read
I asked six Chinese AI engines to recommend CRM software. HubSpot never appeared.

I asked six Chinese AI engines to recommend CRM software. HubSpot never appeared.

Comments
4 min read
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