人工智能落地諮詢 · 產品開發 · 創新實踐AI ADVISORY · PRODUCT DEVELOPMENT · APPLIED INNOVATION

數據
決策
From Data
to Decisions

墨湃(諮詢)有限公司是一家立足香港的人工智能諮詢與產品公司。我們協助企業把人工智能從概念推進到可運營的業務能力,並以自研產品持續驗證技術路線的商業可行性。 MOPO LIMITED is a Hong Kong–based artificial intelligence advisory and product company. We help enterprises move AI from concept to operating capability, and validate the commercial viability of those approaches through our own products.

01 — 服務Services

端到端的人工智能落地能力End-to-end AI adoption capability

多數企業的人工智能投入停留在概念驗證階段。我們的服務覆蓋從策略判斷到系統上線的完整路徑,並對業務結果負責。Most enterprise AI investment stalls at proof of concept. Our services span the full path from strategic judgement to production deployment, and are accountable to business outcomes.

01

策略諮詢Strategy

Strategy & Advisory

業務場景梳理、技術可行性與投資回報評估、技術路線與供應商選型,形成可執行的落地路線圖。Opportunity mapping, technical feasibility and return-on-investment assessment, technology and vendor selection — delivered as an executable roadmap.

02

原型驗證Validation

Prototyping & Validation

在數週內構建可運行原型,以真實數據與真實用戶檢驗核心假設,讓重大投入建立在證據之上。Working prototypes within weeks, tested against real data and real users, so major investment rests on evidence rather than assumption.

03

產品開發Development

Product Development

端到端交付:模型集成、數據與後端架構、產品與交互設計、部署上線及運營支持。End-to-end delivery: model integration, data and backend architecture, product and interaction design, deployment and ongoing operational support.

04

能力建設Enablement

Capability Building

將方法論、技術資產與判斷標準移交客戶團隊,使後續迭代不依賴外部供應商。Methodology, technical assets and decision criteria transfer to the client's team, so future iteration no longer depends on an external vendor.

02 — 領域Sectors

重點應用領域Focus sectors

我們選擇市場規模大、數字化程度仍有顯著提升空間的領域持續投入。We concentrate on sectors with substantial market scale and significant remaining headroom for digital transformation.

娛樂Entertainment

Entertainment & Media

內容生產流程的重構、互動體驗設計、媒體平台的智能化與個性化分發。Restructuring content production, interactive experience design, and intelligent personalised distribution for media platforms.

生活Consumer

Everyday Life

面向個人與家庭的人工智能應用:教育、健康管理、日常決策輔助與陪伴。AI for individuals and households: education, wellbeing, and assistance with everyday decisions.

住宅Residential

Residential & Space

居住空間的智能化:設備協同、能耗與舒適度優化、空間數據的採集與應用。Intelligence for living spaces: device orchestration, energy and comfort optimisation, spatial data capture and application.

科技Technology

Technology

企業級人工智能基礎設施、智能體系統與系統集成——將模型能力接入能源、製造等行業既有的控制系統與業務系統。Enterprise AI infrastructure, agent systems and systems integration — connecting model capability into the existing control and business systems of energy, manufacturing and other industries.

工業與能源Industry & Energy

Industry & Energy

工業生產與能源系統的智能化:負荷與能耗預測、控制策略優化、設備異常識別與預測性維護,以及面向電力與能碳管理的決策支持。Intelligence for industrial production and energy systems: load and consumption forecasting, control-strategy optimisation, anomaly detection and predictive maintenance, and decision support for power and carbon management.

03 — 實踐Work

自研產品與技術驗證Proprietary products and validated technology

諮詢與自研並行是我們的核心策略。每一個自研項目都在真實市場中驗證一條技術路線的商業可行性,並沉澱為可複用的技術資產。Advisory and in-house product development run in parallel by design. Each project validates the commercial viability of a technical approach in a live market, and accumulates reusable technical assets.

娛樂Entertainment

MOPO Media

AI 影視創作平台AI Film Production Platform

影視與短劇行業的核心成本在於前期製作:分鏡、美術與視覺方案往往佔據數週工期與大量人力。MOPO Media 將這一環節產品化,使一部作品的視覺方案能在極短周期內成型,並在數百個鏡頭之間維持統一的美術風格與角色形象——後者正是同類工具最難跨越的門檻,也是這條技術路線的核心壁壘。目標市場涵蓋影視製作、短劇、廣告與品牌內容。In film and short-form drama, the dominant cost sits in pre-production: storyboarding, art direction and visual development routinely consume weeks of skilled labour. MOPO Media productises that stage, so a project's visual treatment takes shape in a fraction of the time while holding a consistent art style and consistent character identity across hundreds of shots — the threshold competing tools find hardest to cross, and the core defensibility of this approach. Target markets span film production, short-form drama, advertising and brand content.

生成式視覺流程Generative visual pipeline 風格與角色一致性Style & character consistency 多模型編排Multi-model orchestration 合規部署Compliant deployment
科技Technology

達人營銷智能體系統Creator Marketing Agents

跨境電商 AI 助手Cross-border E-commerce AI

達人營銷是跨境電商增長最快的渠道,也是最依賴人力的環節——尋找、篩選、建聯、議價、寄樣、追蹤成效,每一步都需要人手重複執行,規模因此受限於團隊人數。本系統以多智能體架構全天候承接整條鏈路,使單人可管理的達人規模提升一個量級。所有對外動作先進入人工審批隊列,自動化邊界由配置明確劃定——這是同類系統進入品牌客戶所必須具備的可控性。Creator marketing is the fastest-growing channel in cross-border commerce and also its most labour-bound: sourcing, screening, outreach, negotiation, sampling and performance tracking are each executed by hand, so scale is capped by headcount. This system carries the entire chain around the clock on a multi-agent architecture, raising the creator volume one person can manage by an order of magnitude. Every outbound action enters a human approval queue first, with the boundary of automation set explicitly in configuration — the control brand clients require before adopting a system like this.

多智能體編排Multi-agent orchestration 電商平台集成Commerce platform integration 可控自動化Governed automation 成效歸因Attribution
生活Consumer

MNEMO

長者 AI 服務中樞Senior AI Gateway

長者是全球增長最快的人口結構,也是目前人工智能服務覆蓋率最低的群體。障礙不在需求,而在界面——現有 AI 產品仍假設用戶理解應用、賬號與提示詞。MNEMO 把整套技術棧隱藏在一個固定的、記得住人的 AI 身份之後:它記住偏好、日常安排、信任關係與授權邊界,將一句日常語言轉化為意圖識別、上下文檢索、風險判斷與服務調用。這一層一旦建立,便同時成為長者與各類數字服務之間的接口,商業價值不止於單一應用。Older adults are the fastest-growing demographic worldwide and the least served by artificial intelligence. The barrier is not demand but interface: current AI products still assume the user understands apps, accounts and prompting. MNEMO conceals the entire stack behind one persistent AI identity that remembers the person — their preferences, routines, trusted relationships and authorisation boundaries — turning an ordinary sentence into intent resolution, context retrieval, risk assessment and service invocation. Once established, that layer becomes the interface between older adults and digital services generally; its commercial value is not confined to a single application.

個人上下文層Personal context layer 服務編排網關Orchestration gateway 權限與風險控制Permission & risk control 語音優先交互Voice-first interaction
生活Consumer

PandaPal

兒童中文讀寫應用Chinese Literacy for Children

全球中文學習需求持續增長,但市場上的產品多止於認讀,真正涵蓋「寫」的極少——書寫需要筆順識別與逐筆反饋,技術門檻遠高於選擇題式的練習。PandaPal 面向 5 至 7 歲兒童,完整覆蓋讀、聽、寫三個環節,並支持簡繁切換,兼顧兩岸三地與海外華人家庭市場。iPad 版本為獨立設計的橫屏形態,而非手機界面的放大。Demand for Chinese language learning continues to grow worldwide, yet most products stop at recognition; very few genuinely cover writing, which requires stroke-order recognition and per-stroke feedback and sits at a far higher technical bar than multiple-choice drilling. PandaPal covers reading, listening and writing for children aged five to seven, with switchable simplified and traditional characters addressing both Greater China and overseas Chinese-speaking families. The iPad edition is a purpose-built landscape design rather than an enlarged phone interface.

筆順識別與反饋Stroke recognition 語音合成Speech synthesis 簡繁雙軌Simplified & traditional 跨端產品設計Cross-device design
生活Consumer

棋星小課堂Chess Quest

兒童國際象棋啟蒙Chess for Young Beginners

國際象棋是全球滲透率最高的兒童素質教育品類之一,但入門門檻長期依賴人工授課。本產品把完整規則體系拆解為循序漸進的關卡設計,配合可調難度的對弈引擎與語音講解,使零基礎兒童能夠獨立完成從規則到戰術的學習路徑。產品完全離線運行,不依賴網絡與服務器成本,具備良好的全球分發經濟性。Chess is among the most widely adopted enrichment categories for children globally, yet entry has long depended on human instruction. This product decomposes the full rule set into a progressive curriculum, paired with an adjustable-strength engine and spoken guidance, so a child with no prior exposure can work from rules through to tactics unaided. It runs entirely offline, carrying no network or server cost — economics that travel well to global distribution.

規則引擎Rules engine 對弈算法Game-tree search 教學設計Curriculum design 零邊際成本分發Zero marginal cost

更多項目資料與商業計劃可應要求提供。Further project material and business documentation available on request.

04 — 方法Method

交付方法How we deliver

從初次接洽到系統上線,我們以四個階段控制風險與節奏。From first engagement to production, four stages govern risk and pace.

01

問題界定Framing

確認業務痛點、量化改善空間,並判斷是否值得以人工智能解決。Establish the business pain, quantify the improvement available, and judge whether AI is the right instrument.

02

可行性驗證Validation

以最小成本構建原型,在真實條件下檢驗核心假設。Build a minimal prototype and test the core assumptions under real conditions.

03

產品化交付Delivery

將驗證結果轉化為穩定、可維護、可規模化運行的系統。Turn what was validated into a stable, maintainable system that scales.

04

移交與持續優化Handover

完成知識與資產移交,並在運營階段提供持續支持。Transfer knowledge and assets in full, with continuing support through operations.

05 — 香港Hong Kong

立足香港,面向全球Based in Hong Kong, built for global markets

墨湃於香港註冊成立,並以香港作為研發與商務基地。這不是註冊地的選擇,而是業務結構的選擇。MOPO is incorporated in Hong Kong and operates from Hong Kong as its research and commercial base. This is a choice about business structure, not merely about where the company is registered.

香港正由國際金融中心邁向國際創新科技中心。這一進程需要的不只是資本與政策,還需要具備國際工程水準、又理解本地與區域市場的技術團隊。我們希望以自研產品與對外諮詢兩條路徑,成為這一進程中的實際參與者——把海外累積的人工智能工程經驗帶回香港,在本地形成可持續的技術與人才沉澱。Hong Kong is moving from an international financial centre towards an international innovation and technology centre. That transition requires more than capital and policy: it requires technical teams that work to international engineering standards while understanding local and regional markets. Through both our own products and our advisory work, we intend to be a practical participant in it — bringing AI engineering experience accumulated overseas back to Hong Kong, and building durable technical capability and talent here.

  • 雙向市場的接口An interface to two markets

    向北連接內地與大灣區的產業縱深與應用場景,向外對接國際客戶、資本與技術生態。Northward to the industrial depth and application scenarios of the mainland and the Greater Bay Area; outward to international clients, capital and technology ecosystems.

  • 制度優勢Institutional advantage

    香港在數據治理、知識產權保護與國際商業規則上的成熟制度,是人工智能產品走向國際市場的理想起點。Hong Kong's mature framework for data governance, intellectual property protection and international commercial practice makes it a natural launch point for AI products entering global markets.

  • 人才與技術沉澱Talent and capability

    在港組建技術團隊,把國際前沿的人工智能工程實踐轉化為本地可持續的產業能力。Building a technical team in Hong Kong, converting frontier AI engineering practice into sustainable local industrial capability.

  • 本地產業賦能Enabling local industry

    為香港的中小企業與傳統行業提供可負擔、可落地的人工智能方案,而非僅服務大型機構。Delivering affordable, deployable AI solutions to Hong Kong's small and medium enterprises and traditional industries, not only to large institutions.

06 — 團隊Team

專業團隊The team

墨湃是一支跨學科團隊。核心成員來自國際頂尖研究機構與全球專業服務機構,長期從事人工智能與工程學科交叉領域的研究與實踐,工作經驗橫跨北美、亞洲與歐洲。MOPO is an interdisciplinary team. Its core members come from leading international research institutions and global professional-services firms, with sustained research and practice at the intersection of artificial intelligence and engineering, and working experience across North America, Asia and Europe.

團隊同時具備研究深度與交付能力:既能評估前沿技術的真實邊界,也能將其實現為在生產環境中穩定運行的系統。這一組合是我們判斷技術路線、並為交付結果負責的基礎。The team combines research depth with delivery capability: able to assess where a frontier technique genuinely reaches its limits, and to implement it as a system that runs reliably in production. That combination is the basis on which we judge technical direction and stand behind what we deliver.

人工智能工程AI Engineering

AI & Modelling

模型選型與微調、檢索與智能體架構、評測體系、推理成本與性能優化。Model selection and fine-tuning, retrieval and agent architectures, evaluation frameworks, inference cost and performance.

產品與交互設計Product & Design

Product & Design

將概率性的模型能力,設計為用戶信任並能順暢使用的產品體驗。Designing probabilistic model behaviour into product experiences that users trust and can navigate.

數據與平台架構Data & Platform

Data & Platform

數據管線與治理、後端服務、雲原生部署與系統可觀測性。Data pipelines and governance, backend services, cloud-native deployment and observability.

行業落地與交付Delivery

Industry Delivery

將技術方案接入既有業務流程、組織結構與合規要求。Fitting technical solutions into existing business processes, organisational structures and compliance requirements.

07 — 聯絡Contact

聯絡我們Get in touch

業務合作、技術諮詢與投資查詢,歡迎與我們聯繫。We welcome enquiries regarding partnerships, advisory engagements and investment.

電郵Email
info@mopo.hk
地址Address
香港九龍尖沙咀柯士甸道 7–9 號
煥利商業大廈 9 樓 907 室
Unit 907, 9/F, Woon Lee Commercial Building
No. 7–9 Austin Avenue, Tsim Sha Tsui
Kowloon, Hong Kong
註冊編號Company No.
78495512

業務查詢Enquiries

請於郵件中簡述所在行業、目前面對的問題與期望的時間安排,我們會在兩個工作日內回覆。Please outline your sector, the problem you are addressing and your intended timeline. We respond within two business days.

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