Map整理
Document the current steps, inputs, owners, delays, exceptions and outputs.記錄現有步驟、輸入、負責人、延誤、例外同輸出。
breadIT · Innovative Thinking創新思維
Practical AI, built around real work.圍繞真實工作建立嘅實用 AI。
Map the workflow, remove unnecessary steps, automate clear rules and apply AI only where it improves judgement, language or information handling.整理流程、移除不必要步驟、自動化清晰規則，再只喺能改善判斷、語言或資料處理嘅位置加入 AI。
Where value starts價值由邊度開始
Find the friction before choosing the technology.揀技術之前，先搵出工作阻力。
The strongest starting point is usually a repetitive, high-friction workflow with a clear owner, known information and a result that can be reviewed.最好嘅起點通常係一個重複、高阻力、有清晰負責人、已知資料同可以覆核結果嘅流程。
Document Processing文件處理
Extract, classify and route information from approved documents, with review and exception handling.由獲批准文件抽取、分類及分配資料，保留覆核同例外處理。
Knowledge Retrieval知識檢索
Help authorised users find answers across approved policies, procedures and project information.協助獲授權用戶喺已批准政策、程序及項目資料中搵答案。
Enquiry Triage查詢分類
Classify messages, draft responses and route exceptions to the right person.將訊息分類、草擬回覆，再將例外情況交畀合適人員。
Report Drafting報告草擬
Collect structured inputs and prepare a consistent draft for human review.收集結構化輸入，製作一致初稿畀人員覆核。
Workflow Automation流程自動化
Connect systems and automate rules, notifications, approvals and hand-offs.連接系統，自動處理規則、通知、審批同交接。
Customer or Staff Assistant客戶或員工助手
Provide grounded guidance from approved content, with limits and human escalation.根據獲批准內容提供有根據指引，設定限制同真人轉介。
Build in the right order按正確次序建立
Process first. Automation second. AI where it adds value.流程先、自動化第二、AI 放喺有價值嘅位置。
Simplify簡化
Remove unnecessary work and standardise the parts that should be consistent.移除不必要工作，將應該一致嘅部分標準化。
Pilot試行
Test a bounded solution with sample information, real users and clear review.用樣本資料、真實用戶同清晰覆核測試一個範圍受控方案。
Measure量度
Compare quality, time, exceptions, adoption and risk against the baseline.將質素、時間、例外、採用同風險同基線比較。
Interactive assessment互動評估
AI Opportunity FinderAI 機會評估器
Answer four questions for an initial pilot direction. The result is guidance, not a technical or compliance approval.回答四條問題，取得初步 pilot 方向；結果只作指引，唔代表技術或合規批准。
What is slowing the team down?邊樣嘢拖慢緊團隊？
What kind of information is involved?涉及邊類資料？
How often does the work happen?呢項工作幾常發生？
How ready is the organisation?公司準備程度如何？
Business caseBusiness case
Estimate the scale of repetitive work.估算重複工作規模。
This calculator estimates associated time value. It does not assume that all work can or should be automated.呢個計算器估算相關工時價值，唔代表所有工作都可以或者應該自動化。
Use a baseline.要有基線。 Record a representative period before changing the workflow, including review time and exceptions.改流程前記錄一段具代表性時間，包括覆核工時同例外情況。
Responsible delivery負責任交付
Control the information, decision and hand-off.管好資料、決定同交接。
AI governance should be part of solution design rather than an afterthought.AI 管治應該係方案設計一部分，而唔係事後補加。
Approved Sources獲批准來源
Define which information the solution may use and who owns it.定義方案可以用邊啲資料，同由邊個負責。
Access & Privacy存取及私隱
Apply appropriate access, retention, confidentiality and logging expectations.設定合適存取、保留、保密同記錄要求。
Human Review人工覆核
State which outputs require approval and when the system must escalate.列明邊啲輸出要審批，同系統幾時必須轉介。
Measurement量度
Track quality, time, exceptions, adoption, risk and operating cost.追蹤質素、時間、例外、採用、風險同營運成本。
Questions常見問題
Be realistic about what AI should do.實際面對 AI 應該做啲乜。
A useful solution has a defined purpose, known limits and a clear owner.一個有用方案要有明確目的、已知限制同清晰負責人。
No. Many useful opportunities are behind the scenes: document intake, classification, drafting, knowledge retrieval, workflow routing or system integration. A chatbot is only suitable when conversation is the right interface.唔一定。好多有用機會喺後台流程，例如文件接收、分類、草擬、知識檢索、工作流分配或者系統整合。只有對話真係合適介面時先需要 chatbot。
Potentially, but the approved sources, permissions, data quality, retention, confidentiality and answer-review process must be defined first. Access should follow business need and existing governance.可以考慮，但要先定義獲批准資料來源、權限、資料質素、保留、保密同答案覆核流程；存取應符合業務需要同現有管治。
Set a baseline and a small number of outcome measures before building—for example time per case, exception rate, review effort, response time or user adoption. Quality and risk matter as much as speed.建置前先定基線同少量成果指標，例如每宗處理時間、例外率、覆核工夫、回應時間或用戶採用；質素同風險同速度一樣重要。
The proposed approach focuses on removing repetitive friction and supporting human work. Roles, approvals and escalation should be designed explicitly rather than assuming full automation.建議方向係減少重複阻力同支援人員工作；應明確設計角色、審批同轉介，而唔係假設全面自動化。
Clear next steps清晰下一步
Bring us one repetitive workflow.帶一個重複流程嚟。
We will help map the current work, identify the practical automation opportunity and define a controlled first step.我哋會協助整理現有工作、找出實際自動化機會，並定義一個受控第一步。