與聚焦香港市場的 AI 顧問團隊合作，以量身訂造策略釋放創新、提升效率、實現可量化投資回報。 Work with an AI consulting team focused on the Hong Kong market. Tailored strategy that unlocks innovation, raises efficiency and delivers measurable ROI.
團隊結合技術 AI 能力與商業洞察，兼具管理顧問紀律與實作工程能力，提供與您目標一致的策略。Technical AI capability combined with commercial insight, and both consulting discipline and hands-on engineering, aligned to your goals.
不提供一式一樣的方案，每項策略與解決方案均按您的行業、挑戰與機遇度身訂造。No one-size-fits-all. Every strategy and solution is tailored to your industry, challenges and opportunities.
獲領先金融機構及律師事務所信賴，交付可量化的成果與持久影響。Financial institutions and law firms rely on us for measurable, lasting results.
深入理解香港市場，並結合國際 AI 應用最佳實踐。Deep understanding of the Hong Kong market combined with international best practices in applied AI.
致力於交付可量化的業務成果：效率提升、成本降低與收入增長。Committed to quantifiable business outcomes: efficiency gains, lower costs and revenue growth.
從準備度評估到實施路線圖與管治，典型的 AI 管理顧問交付成果。From readiness assessment to implementation roadmap and governance: the classic AI consulting deliverables.
AI 準備度評估·用例識別與優先排序·技術棧選型·實施路線圖與管治AI readiness assessment·Use-case identification & prioritisation·Stack selection·Roadmap & governanceLLM 策略、企業 RAG 與負責任 AI，詳見下方生成式 AI 專章。LLM strategy, enterprise RAG and responsible AI. See the GenAI section below.
LLM 策略與微調·企業 RAG 實施·負責任 AI 與偏見緩解·客製化 GenAI 應用開發LLM strategy & fine-tuning·Enterprise RAG·Responsible AI & bias mitigation·Custom GenAI applications流程自動化與智能代理協調。Process automation and intelligent agent orchestration.
AI 流程自動化（RPA、智能文件處理）·AI 決策支援系統·智能代理協調AI process automation (RPA, intelligent document processing)·AI decision support·Agent orchestration數據管治、管道與預測建模。Data governance, pipelines and predictive modelling.
AI 數據管治與質量·數據管道開發·進階分析與預測建模AI data governance & quality·Pipeline development·Advanced & predictive analytics我們協助企業將試點推進至生產環境：模型與供應商選型、企業 RAG、值得投入時的微調、評估框架，以及嵌入真實工作流的客製 GenAI 應用。因應香港 PDPO、數據駐留與可審計需求設計，必要時採私人或 VPC 部署。項目以可衡量成果起步：減少人工審閱、加快研究、提升一致性。We take pilots into production: model and vendor selection, enterprise RAG, fine-tuning where it pays off, evaluation frameworks, and custom GenAI applications embedded in real workflows. Designed around Hong Kong PDPO, data residency and auditability, with private or VPC deployment where needed. Projects start from measurable outcomes: less manual review, faster research, higher consistency.
AI 顧問的終點應是可運作的企業 AI 解決方案，而非簡報。我們為香港企業設計、整合並營運生產級系統：文件 AI、法律自動化、庫存智能、排班與代理平台，並與 ERP、文件庫、CRM 及舊有系統整合。作為解決方案整合商，我們支援香港私有 AI（本地／私有雲），讓駐留與保密要求不阻礙交付。The end state of AI consulting should be a working enterprise AI solution, not a slide deck. We design, integrate and operate production systems for Hong Kong businesses: document AI, legal automation, inventory intelligence, scheduling and agent platforms, integrated with ERP, document stores, CRM and legacy systems. As a solutions integrator we support private AI in Hong Kong, on-premise or in a private cloud, so residency and confidentiality requirements never block delivery.
協助領導層釐清 AI 創造價值的優先次序與管治方式。我們同時掌握營運模式與技術語言：準備度、用例組合、投資排序、風險歸屬與 KPI 基線，定義流程再設計、變革管理與職責劃分，並以 Forward Deployed Engineer 將諮詢銜接至嵌入式交付，以可衡量投資回報支撐商業論證。We help leadership clarify where AI creates value and how it is governed. We speak both operating model and technology: readiness, use-case portfolio, investment sequencing, risk ownership and KPI baselines. We define process redesign, change management and responsibilities, and connect consulting to embedded delivery through Forward Deployed Engineers, backed by measurable ROI.
顧問與交付並行。我們是技術顧問與系統整合夥伴，不是行銷型「AI 代理商」，專注生產系統與可衡量成果。 Consulting and delivery, side by side. We are a technology consultancy and systems integrator, not a marketing-style "AI agency", focused on production systems and measurable outcomes.NEXTSTACK
了解您的業務、挑戰與目標。Understand your business, challenges and goals.
制定量身訂造的 AI 策略與解決方案架構。Define a tailored AI strategy and solution architecture.
將 AI 解決方案落地並與現有系統整合。Deliver the AI solution and integrate it with existing systems.
持續改進與長期合作。Continuous improvement and a long-term partnership.
了解我們如何協助香港領先國際金融機構，以 Intelligent AI Orchestrator 將售後交易營運的 SLA 合規提升 30%。How we helped a leading international financial institution in Hong Kong raise post-trade SLA compliance by 30% with an Intelligent AI Orchestrator.
就此案例與我們對談 →Discuss this case with us →了解我們如何協助知名國際律師行，以 LLM 文件一致性引擎將 IPO 文件審查錯誤減少 85%。How we helped a renowned international law firm cut IPO document review errors by 85% with an LLM consistency engine.
就此案例與我們對談 →Discuss this case with us →更短的工作坊週期、本地工時支援，以及熟悉 PDPO、金融與法律流程的夥伴。Shorter workshop cycles, local-hours support, and a partner fluent in PDPO, finance and legal processes.
策略、生成式 AI 顧問、自動化、分析與系統整合，從探索到持續優化。Strategy, GenAI consulting, automation, analytics and systems integration, from discovery to continuous optimisation.
科技顧問公司與解決方案整合商，而非行銷型「AI 代理商」，聚焦生產系統與可衡量成果。A technology consultancy and solutions integrator, not a marketing-style "AI agency", focused on production systems and measurable outcomes.
想了解香港收費或 AI 顧問涵蓋什麼？請見常見問題，或電郵 info@nextstack.com.hk。Wondering about Hong Kong pricing or what AI consulting covers? See the FAQ, or email info@nextstack.com.hk.
AI 顧問協助企業評估準備程度、優先排序應用場景、設計 AI 與數據架構，並落實方案，涵蓋策略、治理與實作。An AI consultant helps you assess readiness, prioritise use cases, design your AI and data architecture, and implement solutions, covering strategy, governance and delivery.
宜優先考慮在您行業有交付案例、具備清晰探索流程與成果衡量方法，並熟悉香港監管環境的團隊。Prioritise teams with delivery cases in your industry, a clear discovery process, defined outcome measurement, and familiarity with Hong Kong's regulatory environment.
費用視乎範圍、整合複雜度、數據準備程度，以及是否包含實施與變革管理而定。It depends on scope, integration complexity, data readiness, and whether implementation and change management are included.
回報因範圍與行業而異，常見指標包括手動工作減少、SLA 提升與交付速度改善。Returns vary by scope and industry. Common indicators include reduced manual work, improved SLAs and faster turnaround.
探索與策略階段通常需 4 至 8 週；完整實施可由 8 週至數月不等，視乎整合與變革複雜度。Discovery and strategy typically take 4 to 8 weeks; full implementation runs from 8 weeks to several months depending on integration and change complexity.
我們服務香港及區內的金融、法律、專業服務與其他企業場景。We serve finance, legal, professional services and other enterprise scenarios in Hong Kong and the wider region.
我們採用安全設計原則，包括數據分類、嚴格存取控制、傳輸與靜態加密，並配合相關政策與標準。We apply security-by-design principles: data classification, strict access controls, encryption in transit and at rest, aligned with relevant policies and standards.
前線部署工程師（FDE）直接嵌入客戶組織，負責部署、整合並落地 LLM、AI 代理與智能自動化，確保 AI 在生產環境交付可衡量的商業價值，而非僅止於展示效果。A Forward Deployed Engineer embeds directly in your organisation to deploy, integrate and operationalise LLMs, AI agents and intelligent automation, ensuring AI delivers measurable business value in production, not just demos.
預約免費 AI 策略諮詢，我們會於一個工作天內回覆。Book a free AI strategy session. We reply within one business day.