Frequently asked questions
What Moments does, who it serves, how GEO is measured, what it costs, and how an engagement starts.
What is Moments?
Moments is the brand of 莫曼茨智能科技（上海）有限公司, a company based in Shanghai, China. It provides AI growth and AI business transformation services, and runs three products of its own: MoMoDi (momodi.org), ProspectAgent / Will (customer insight), and ClawdMart (clawdmart.org). The site is moments.top and the ICP filing is 沪ICP备2025143616号.
What is GEO?
GEO — generative engine optimisation — is the practice of getting a brand accurately mentioned and recommended inside AI-generated answers. SEO optimises for a position in a list of links; GEO optimises for how a model describes you when it answers a question directly.
How is GEO measured?
By mention rate (how often a fixed question set produces answers naming the brand), first-recommendation rate, description accuracy, sentiment, and which sources the model cites. Not by impressions or rankings. The basis is a fixed set of 10 questions run across 3 platforms × 2 rounds and re-tested every two weeks; mention rate is answers correctly naming the brand divided by valid answers.
Which AI platforms do you work on?
For the Chinese market: Doubao, Tencent Yuanbao, Kimi, DeepSeek and Baidu. For clients selling overseas: ChatGPT, Perplexity and Google’s AI answers. Each behaves differently and is measured separately.
Can you guarantee a mention or a ranking?
No. Model outputs vary by account, region and moment, and no vendor controls them. What we commit to is a measured baseline, a defined question set, repeatable testing, and evidence in the form of real platform answers and screenshots.
How long before results show?
It depends on how much verifiable public material about the brand already exists. Brands with strong existing coverage move within weeks; brands with almost no third-party footprint take considerably longer, and some cannot move until that footprint exists at all.
What does it cost?
The GEO audit is free. Geoclaw🦞, the self-serve workflow kit, is listed from CNY 999 on ClawdMart. Advisory, overseas lead generation and AI business transformation engagements are project-priced; in-house training is priced by headcount and days; the public bootcamp is listed from CNY 1 on ClawdMart with a companion skill kit from CNY 1,980.
Do you work with clients outside China?
Our clients are mostly Chinese companies, including exporters that need visibility in overseas AI search. Delivery is normally in Chinese; English correspondence and documentation are available, and English question sets are run for overseas engagements.
What have you actually delivered?
12 named client engagements are published on this site, across AI growth in China, overseas lead generation, and AI business transformation. Where an engagement has no measured figures yet, the case page says so instead of estimating.
How is this different from an SEO agency?
The deliverable is not traffic. We change what models can extract and verify about you — facts, structure, third-party evidence — and report on mention rate rather than sessions. Where an SEO programme already runs, the two coexist; the content work overlaps and the acceptance criteria do not.
Why is most of this website in Chinese?
The research output — terminology wiki, AI case library, daily industry digest, long-form insight pieces — is original Chinese writing for a Chinese audience, and translating it would produce worse reading than the original. This English site covers the company, the services, the products and the client work. See Chinese-language research for what lives where.
How do we start?
With the free GEO audit. It reports how your brand currently appears across AI platforms. It tells you what is wrong, not how to fix it; fixing it is what the paid engagements are for.
How can we contact you?
Email contact@moments.top, or use the contact page.
Still unanswered? Write to us or start with thefree GEO audit.
This page in Chinese: 常见问题