PMO Functionality In Organizations

Ever wondered how a real AI project actually works ? A successful AI project goes through 7 structured steps, each led by different experts. From defining the business problem to continuous improvement after deployment, every role plays a part in making AI work in the real world. Here’s a cheat sheet that breaks down the end-to-end AI project lifecycle with clear steps, leaders, and responsibilities. ✅ AI Project Steps Covered: 🔹Step 1: Defining the Problem → Led by business analysts & product managers. Identify real problems, set objectives, align business & tech needs. 🔹Step 2: Preparing the Data → Led by data engineers & analysts. Collect raw data, clean, standardize, and split into training, validation, and test sets. 🔹Step 3: Building the Model → Led by ML engineers & data scientists. Choose algorithms, engineer features, train models, tune hyperparameters, and compare best fits. 🔹Step 4: Testing & Evaluation → Led by data scientists & ML researchers. Validate with unseen data, use metrics (accuracy, recall, AUC), stress-test, and decide if model is production-ready. 🔹Step 5: Deployment → Led by MLOps engineers & software developers. Package models into APIs, use Docker/Kubernetes, integrate with apps, enable predictions, and ensure reliability before going live. 🔹Step 6: Validation & Monitoring → Led by validators, ethicists, QA teams. Monitor accuracy, detect drift, check bias, log failures, and trigger alerts if performance drops. 🔹Step 7: Continuous Improvement → Led by data scientists, PMs, domain experts. Gather feedback, add new data sources, retrain, optimize pipelines, and push regular updates. Save this guide and share with others, and hopefully this will help to understand how AI projects work, step by step, role by role! #AI

Project Management Cheat Sheet 1. Key Phases of a Project 1.1. Initiation: Define the project scope, goals, and objectives. Identify stakeholders. Develop a business case or project charter. 1.2. Planning: Create a project plan (scope, timeline, budget, resources). Develop a Work Breakdown Structure (WBS). Identify risks and plan mitigation strategies. 1.3. Execution: Assign tasks to team members. Monitor progress and ensure quality deliverables. Manage stakeholder communication. 1.4. Monitoring & Controlling: Track project performance against KPIs (e.g., cost, time, scope). Manage risks and implement changes. Conduct regular status updates and reviews. 1.5. Closure: Deliver the final product or service. Obtain client or stakeholder sign-off. 2. Common Project Management Methodologies Waterfall: Sequential approach (ideal for predictable projects). Agile: Iterative and flexible (ideal for dynamic projects). Scrum: Framework under Agile with sprints. Kanban: Visual task management using boards. PRINCE2: Process-driven framework focused on control. 3. Essential Documents and Tools 3.1. Documents: Project Charter Project Plan Risk Register Gantt Chart Issue Log Stakeholder Register 3.2. Tools: Task Management: Trello, Asana, Jira Timeline Planning: Microsoft Project, Smartsheet Communication: Slack, Microsoft Teams Collaboration: Google Workspace, Miro 4. Project Management Metrics (KPIs) Schedule Performance Index (SPI): Actual progress vs. planned progress. Cost Performance Index (CPI): Earned value vs. actual costs. Burn Rate: Rate of spending project budget. Milestone Completion: Percentage of milestones completed on time. Customer Satisfaction: Stakeholder or client feedback. 5. Risk Management Process Identify risks (brainstorming, checklists). Assess risks (impact and probability). Plan risk responses (mitigate, transfer, accept, avoid). Monitor and control risks throughout the project. 6. Tips for Effective Project Management Define Clear Objectives: Ensure everyone understands the goals. Communicate Often: Keep stakeholders updated. Prioritize Tasks: Focus on high-value activities. Stay Flexible: Be ready to adapt to changes. Document Everything: Maintain proper records for accountability. Use Technology: Leverage tools to streamline workflows. Evaluate Performance: Regularly review team and project performance. 7. Common Challenges and Solutions 7.1. Scope Creep: Solution: Define scope clearly and use a change management process. 7.2. Poor Communication: Solution: Establish clear communication channels and regular updates. 7.3. Budget Overruns: Solution: Monitor spending closely and manage risks proactively. 7.4. Missed Deadlines: Solution: Use detailed planning and track progress frequently. 7.5. Resource Allocation Issues: Solution: Use resource management tools and prioritize tasks. Keep this cheat sheet handy to ensure you stay on top of your project management responsibilities and deliver successful outcomes!

🚧 Most EPC & Construction projects don’t fail on site — they fail in planning and controls. If you’ve ever seen delays, cost overruns, or claims issues, this explains why in one glance 👇 Project success in EPC is not about one schedule or one report. It’s about applying the right planning & control tools at the right stage of the project lifecycle. 🔹 Project Initiation — Define the SCOPE & CONTRACT BASIS Project charter, contract review, initial risks, resource strategy, approvals 🔹 Project Planning — Define the BASELINE (Primavera P6) WBS development, CPM schedule, resource & cost loading, milestones, risk planning 🔹 Project Execution — Build as per PLAN Look-ahead schedules, progress measurement, quantity tracking, coordination with site 🔹 Monitoring & Control — Stay ON SCHEDULE & BUDGET Schedule updates, EVM, delay analysis, risk logs, change & claim support 🔹 Project Cost Control — Protect the MARGIN Cost estimation, earned value, forecasts, cash flow, variation & claims tracking 📌 Why this matters in EPC: Projects fail when planning is weak, schedules are unrealistic, and controls are missing. Strong Primavera-based systems create clarity, accountability, and decision control. From initiation to handover — this is how successful EPC & construction projects are managed. 📌 Save this if you are a Planning Engineer, Project Engineer, or EPC Professional #PrimaveraP6 #EPCProjects #ConstructionPlanning #PlanningEngineer #ProjectControls #DelayAnalysis #CostControl #EVM #OilAndGas #Infrastructure

Agile, Waterfall, Traditional, Hybrid, Sequential If we consider a project life cycle, covering the project from ideation to closure (attached image), we can say: 1️⃣ We need a discovery stage in all projects (regardless of the label). In this stage, we define the business case, conduct a feasibility study, authorize the project, and establish acceptance and success criteria. It does not matter how we develop the product. 2️⃣ We need a requirements stage in all projects (regardless of the label). In this stage, we explore the stakeholders’ expectations and establish the business requirements. 3️⃣ We need a definition stage in all projects (regardless of the label). However, here, we might start using a different approach. 🟠 If the project is to deliver the end product as one big bang (one deliverable at the end) like a facility, then we often develop a semi-detailed approach suitable to acquire funding and award contracts for implementation (execution). This could include preliminary engineering work. 🟠 However, if the project is to deliver the product in increments or iterations, then the definition stage will lead to a high-level plan and the creation of a product backlog and tentative roadmap. 4️⃣ We need a delivery phase in all projects (regardless of the label). In this stage, we see the significant differences in the project. 🟠 If the project is to deliver the end product as one big bang, we do design > construction > handover sequentially with some overlaps. Per competent project management, we allow necessary change and can continue to plan and develop the work through work packages. 🟠 However, if the project is to deliver the product in increments or iterations, then we can use iterative and incremental development and release the final product in pieces. 5️⃣ We need the operational readiness stages in all projects (regardless of the label). This work would directly relate to the implementation and must align with the development approach (Iterative/Incremental -- OR -- Sequential). 6️⃣ Finally, we need the PLC closure stage for all projects. The above is to help our community understand a genuine adaptive project management method. There are #no agile methods; #no waterfall methods; and Hybrid methods are playing on labels. Once again, competent project management is adaptive. ✴️ There are #no early detailed and #fixed plans. In sequential planning, we do more upfront planning, but it is neither complete nor fixed. In Iterative/Incremental planning, we have a high-level plan and then plan each increment. ✴️ In all projects, we have ongoing communication between the owner, PM team, and developer. We allow change in all projects: the difference is that we must consider the cost of change. In facilities projects, early changes are easier/cheaper to absorb. However, once we reach construction, the cost could be 1000x more and highly disruptive. Despite this fact, if change is necessary, we do it.

Do you understand the full EPC Project Lifecycle? Most engineers only get involved at the construction stage — but in reality, an EPC (Engineering, Procurement & Construction) project is a much broader journey. Let’s break down the 8️⃣ key phases of an EPC (Engineering, Procurement & Construction) Project — along with real industry documentation used at each stage. 🎯 🟩1. Project Initiation Stage This is where the idea is born. 📄 Docs Involved: Project charter, Business case, Feasibility studies 🏭 Example: A refinery expansion concept initiated by ADNOC with budget justifications. 🟧2. FEED (Front End Engineering Design) The technical blueprint of the project. 📄 Docs: FEED report, PFDs, preliminary P&IDs, layout plans, cost estimate 🏗️ Example: Total Energies commissioning a FEED for offshore platform design before going to tender. 🟨3. Tendering / Bidding Stage: Competitive selection of EPC contractors. 📄 Docs: ITB (Invitation to Bid), Scope of Work, BOQ, Commercial & Technical Bidding Docs. 📌 Example: Aramco issuing ITB for pipeline EPC works across multiple bidders. 🟦4. EPC Contract Award Stage: Legal binding stage for EPC delivery. 📄 Docs: Contract Agreement, General & Special Conditions, Milestone Payment Terms ⚙️ Example: Petrofac awarded a $1.5B EPC contract with clear LD clauses & milestones. 🟪5. Detailed Engineering & Procurement Stage From concept to shop drawings & vendor selection. 📄 Docs: IFC drawings, Datasheets, TQs, RFQs, PO, Submittals, MRs 🛠️ Example: Procurement of long-lead items like compressors, valves, and steel structures. 🟥6. Construction & Execution Stage: On-site execution begins. Safety and progress take center stage. 📄 Docs: Method Statements, ITPs, Daily Reports, Lookahead Plans, NCRs 🏗️ Example: Civil, structural, piping erection works tracked via Primavera P6. 🟫7. Commissioning & Handover Stage Testing, pre-commissioning, and final handover. 📄 Docs: Pre-commissioning checklists, SAT, FAT, As-built drawings, O&M manuals 🔌 Example: Power substation energized after loop checks and successful handover. ⬛8. Project Close-out Stage: Lessons learned, documentation archived, final payments done. 📄 Docs: Project Close-out Report, LD settlement, Final Account, HSE closure 📦 Example: Archive of all project records & transfer to O&M team for lifecycle management. Stantec

⚡90% of projects fail due to poor execution. But success?  It’s hidden in mastering these 6 stages. 💡Every great project tells a story and every story has a structure. Here’s what separates smooth launches  from chaotic scrambles 👇 1️⃣ Initiation  – Define the why.  Every project needs a clear purpose and proof of value. 2️⃣ Planning  – Build the roadmap.  Without it, even the best ideas crash. 3️⃣ Execution  – Bring it to life.  Empower your team to act, not just discuss. 4️⃣ Monitoring & Controlling  – Track progress.  Adjust fast when things drift. 5️⃣ Closure  – Don’t just finish.  Capture lessons and celebrate wins. 6️⃣ Post-Project Optimization  – Improve the system.  Every project should leave you smarter than before. ✨ They turn chaos into clarity and effort into excellence. ✨ Because in project management, discipline is creativity’s best friend. ✨ The best project managers don’t just deliver tasks, they deliver transformation. Which of these 6 stages challenges you the most? 👇 Drop your thoughts, let’s learn from each other. 🔁 Save this for your next project sprint. ➕ Follow me, Saurabh Sharma, for more insights on execution and delivery excellence.