About Moments | Moments

What we do

Our AI growth work includes generative engine optimisation: making sure that when a buyer asks an AI assistant about a category, the answer names the right company and describes it correctly. We measure that work on mention rate and first-recommendation rate, against a fixed question set, re-tested on a cycle. Alongside it we deliver AI business transformation projects — advisory and selection, service design, agent delivery, and the unglamorous work of getting a live system actually used.

We have delivered 12 named client engagements, run nine cohorts of the public AI marketing bootcamp, and publish a daily AI industry digest in Chinese. Where a client engagement has no measured figures yet, the case page says so rather than estimating.

Lines of business

AI growth · China

GEO advisory — A project-based GEO engagement measured on mention rate and first-recommendation rate: baseline how AI assistants answer, fix the facts they read, re-test every two weeks.
AI marketing bootcamp — A public course, nine cohorts delivered, in which your team runs a full GEO cycle on your own brand: baseline, rewrite, re-test. You leave with a diagnostic report, not slides.
In-house AI marketing training — AI marketing training built on your own products, customers’ questions and content library, so the team can run a GEO diagnosis and a content rewrite without us.

AI growth · Overseas

Overseas AI lead generation — Lead generation for Chinese exporters and B2B manufacturers: make overseas buyers find you when they ask ChatGPT, Perplexity or Google AI, and turn the intent in those answers into inbound inquiries.

AI business transformation

AI advisory and technology selection — Do the arithmetic before writing code: inventory the use cases, decide which are worth automating, choose models and tooling, and put cost and risk boundaries in writing.
Design Thinking service design — Design thinking workshops that turn a vague AI ambition into a buildable product definition: interview users, map the journey, prototype cheaply, disprove weak ideas early.
AI agent delivery — Turn a defined business scenario into an AI agent that runs in production: connected to your data and systems, with human fallback, acceptance metrics and an operations manual.
Hands-on implementation support — A monthly engagement that solves "we bought the tool and nobody uses it": define usage metrics, train the frontline, review weekly, change the process until AI is the default.

Products

MoMoDi (momodi.org) — AI research. Free tier, Pro at CNY 299, expert engagements at CNY 50,000.
ProspectAgent / Will — inquiry reception: understanding customer needs and handing the conversation to a business adviser.
ClawdMart (clawdmart.org) — subscription marketplace for AI employees, eight agents listed.

Partners and coverage

Baidu AI Cloud — Ecosystem partner
Volcano Engine — Ecosystem partner
Publishing Business Weekly — Press coverage

The entity

Moments is the brand of 莫曼茨智能科技（上海）有限公司, a company based in Shanghai, China. Its official site ismoments.top, its ICP filing is 沪ICP备2025143616号, and it also operates momodi.org and clawdmart.org. Full entity details are on Who is Moments.

Language

This English site covers who we are, what we sell and what we have delivered. The research library — the terminology wiki, the AI case library, the daily digest and the long-form insight pieces — is written in Chinese and stays there; see Chinese-language research for what is where, or browsemoments.top directly.