阿诚 AI 实战

AI Search Visibility Audit

A practical GEO audit for SaaS, AI tool, and content sites that need more than classic rankings. The work focuses on page structure, direct-answer passages, FAQ coverage, schema, llms.txt, sitemap hygiene, and citation-friendly internal links.

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ChatGPT Referral Growth Review

A growth review for product teams that already see some AI-answer traffic and need to understand whether the traffic is useful, what pages attract it, and how to convert that attention into product demand.

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Twitter to SaaS Content Loop

A content operating system for builders who already share useful ideas on X but lose the long-term SEO and GEO value because posts are not structured, indexed, or connected to product pages.

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ChatGPT referral traffic is a product signal, not only an SEO signal

When ChatGPT sends traffic, the important question is whether the landing page can turn that attention into users, subscribers, demos, or revenue.

AI Search Visibility Audit solution page

A structured audit for making pages easier for AI answer engines to understand, summarize, compare, and cite.

Twitter to SaaS Content Loop solution page

A process for turning daily X posts into keyworded, internally linked website assets.

GEO product pages need direct answers before persuasion

AI-search-ready pages should answer the question early, then use evidence, examples, FAQ, and internal links to help the reader decide.

ChatGPT traffic is already a distribution channel

A short note on treating ChatGPT referrals as observable demand, not a curiosity.

GEO starts with product pages that say one thing clearly

AI search visibility improves when a page has a narrow job and verifiable claims.

Proof of work beats founder slogans

A personal site should make the product trail obvious before it asks for attention.

Twitter works best when it points at a real product loop

Distribution gets stronger when posts connect to a product, a metric, and a next action.

Small AI products can create real signals quickly

Tiny products are useful when they produce traffic, users, citations, or revenue signals.