The AI workflow produced great results, yet people did not feel safe relying on the output. ⛔ That was the situation I encountered in a client workshop in Brussels last week, and it is far more common than most organisations like to admit. The team had invested time and effort into designing an AI-supported workflow. The use case was clear, the technical setup was sound, the data quality was acceptable, and the people involved had already received training on how to use AI. Despite all of this, the workflow was barely used in practice. People ran the AI step, reviewed the output, and then quietly redid the work themselves. During the workshop, we mapped the real workflow together, step by step, focusing not on how the process was documented but on how the work actually happened on a normal working day. At one point, a participant looked at the whiteboard and said: “I only trust the result after I have checked it myself anyway.” That sentence shifted the entire conversation. As we continued mapping the process, a pattern became visible: Everyone validated AI outputs differently. Some checked everything, even low-risk drafts. Others barely checked high-risk decisions. Accountability was assumed but never explicitly defined. Human validation was happening constantly, but it was invisible, inconsistent, and highly personal. We redesigned the workflow and introduced a simple checklist for built-in human validation. 💡 This checklist replaced individual safety habits with a shared, explicit process. ✅ Define the risk level of the output. Clarify whether the AI output is a draft, a recommendation, or a decision with external impact. ✅ Decide if validation is required. Make it explicit which outputs require human review and which can flow through without intervention. ✅ Specify the validation moment. Define when validation happens in the workflow and before which downstream step. ✅ Assign clear responsibility. Name the role that validates the output and the role that makes the final decision. ✅ Separate generation from judgment. Ensure the AI prepares content or options, while humans remain accountable for approval and outcomes. ✅ Remove unnecessary checks. Regularly review the workflow to eliminate validation steps that add friction without reducing risk. Once this checklist was applied, people felt much more confident about the AI output because they knew when human judgment was required. 👉 Is human validation in your AI workflows clearly designed, or is it still improvised? Let’s discuss.
How to Strengthen Workflow Discipline
Explore top LinkedIn content from expert professionals.
-
-
Great plants are not built by isolated wins; they are built by operating discipline across the floor. A common mistake among plant managers is treating plant problems as separate departmental issues. Production has one list, maintenance has another, quality has its own, and supervision is tasked with keeping everything moving. This often leads to a reactive site. The strongest first move is not ten disconnected improvement projects, but rather tightening the plant operating system. This begins with initiatives such as: 1. Daily direction setting so every shift knows the priorities. 2. Better shift handoffs to ensure critical information does not disappear. 3. Clear escalation rules to allow the right problems to move quickly. 4. Honest downtime classification to make losses visible. 5. Bottleneck management to ensure the plant operates around the real constraint. 6. Standard work for supervisors to ensure leadership is visible on the floor. 7. Operator ownership basics to catch small abnormalities early. 8. Cross-training to reduce dependency on a few heroes. 9. Schedule and labor stability to avoid rebuilding the week daily. 10. Maintenance planning discipline to enable production and maintenance to work from the same plan. The best plants do not improve by optimizing each department in isolation; they improve when the plant manager tightens the links between production, people, quality, and maintenance. Which of these initiatives is currently the weakest in your plant? #PlantManagement #Manufacturing #Operations #Leadership #Reliability
-
KEY 5S AUDIT POINTS AND AUDIT SHEET 1. Sort (Seiri) Identify Unnecessary Items: Separate items that are not required for current tasks. Red-tagging: Use red tags to mark and remove unnecessary items. Free Up Space: Clear clutter and create a clean workspace. Minimize Waste: Reduce excess inventory and non-essential materials. Simplify Work Areas: Ensure only essential tools and equipment are present. 2. Set in Order (Seiton) Organize Tools and Materials: Arrange items in a logical order based on usage frequency. Label Items Clearly: Use labels or color codes to make identification easier. Create Storage Locations: Assign specific places for each item to reduce searching. Visual Controls: Implement visual cues like shadow boards to guide proper storage. Optimize Workflow: Design the workspace for maximum efficiency and minimal movement. 3. Shine (Seiso) Regular Cleaning: Perform daily cleaning of the work environment, machines, and equipment. Inspect Equipment: Look for signs of wear, damage, or malfunction during cleaning. Maintain Cleanliness: Keep floors, tools, and surfaces tidy to avoid contamination. Eliminate Dirt and Debris: Ensure all work areas are free from dust and waste materials. Preventive Maintenance: Develop a routine for maintaining and cleaning machinery to avoid breakdowns. 4. Standardize (Seiketsu) Create SOPs (Standard Operating Procedures): Develop written procedures to standardize tasks. Implement Visual Cues: Use color codes, labels, and signs for consistency. Ensure Consistency: Make sure practices are uniform across shifts and teams. Documentation: Keep records of standards to track adherence. Training and Awareness: Ensure all employees are trained on standardized procedures. 5. Sustain (Shitsuke) Develop Discipline: Foster a culture of self-discipline to maintain 5S practices. Regular Audits: Conduct routine audits to ensure 5S principles are followed. Continuous Improvement: Encourage feedback and constant updates to the 5S system. Management Commitment: Ensure leadership supports and promotes 5S initiatives. Employee Engagement: Involve employees in maintaining and improving 5S practices.
-
About 3yrs ago, I lost count of how many times I subscribed to a new software, just because a creator said it helped them with this or that. If you run a business, you’ve probably Signed up for every app. That’s why you’re stuck. The top 1% know better & this is what they’re doing differently ___________________________________________ Every time I add a new tool, I feel hopeful for about five minutes; then I’m right back where I started. If you run a business today, you’re bombarded with “must-have” tools every time you scroll. Morris on Instagram says one app made him six figures. ___________________________________________ So you sign up for one. Then another. Maybe you migrate your whole setup, hoping this time it will change your life. But what really happens? You end up with a graveyard of apps, half-finished dashboards, and three platforms that do the same thing. Tools don't build workflows for you. They give you structure, but you still have to build the workflow and make it work. ___________________________________________ The Fix: Start With Your Actual Workflow Instead of starting with tools, start with your work. Example 1: Let’s say you’re a Business Consultant, you Workflow might look like this : → Attract leads → Qualify and book calls → Deliver proposals and close deals → Onboard clients → Run sessions and deliverables → Collect feedback ___________________________________________ Knowing this, your tool stack should be simple: → Calendar/booking (Calendly) → CRM (HubSpot/Notion) → Video calls (Zoom) → Document tools (Google Docs) → Loom & Scribe to save you time → Simple invoicing No need for five CRMS or multiple funnel builders. ___________________________________________ Example 2: Now, let’s say you’re a social media manager. Your workflow is different: → Content planning and approval → Scheduling posts → Engaging followers → Reporting analytics Your tool stack might be: → Content calendar (Notion, Trello) → Scheduling (Buffer, Hootsuite) → Analytics (native or Sprout Social) Copying the consultant’s workflow here makes no sense for you & vice versa ___________________________________________ My Simple Formula: Keep, Kill, or Add → Start with your workflow. Write your process step by step. → Map tools to steps. Add tools only if they support a step. → Audit regularly. If unused for a month, kill it. If two tools do the same job, pick one. → Don’t copy, customize. What works for Morris might not work for you. ___________________________________________ You don’t need more tools. You need the right ones for your process. Start with your workflow, then pick tools that fit. Not the other way around. Do this, and you’ll spend less time getting overwhelmed and more time moving your business forward. ___________________________________________ P.S: I share the juicy stuff in my comment section
-
𝗗𝗶𝘀𝗰𝗶𝗽𝗹𝗶𝗻𝗲 𝗶𝘀 𝘂𝗻𝗱𝗲𝗿𝗿𝗮𝘁𝗲𝗱 𝗶𝗻 𝗤𝘂𝗮𝗹𝗶𝘁𝘆. We often celebrate the firefighter. The one who swoops in to save the day and keeps stuff running. But the truth is, that’s not excellence. 𝗧𝗵𝗮𝘁’𝘀 𝘀𝘂𝗿𝘃𝗶𝘃𝗮𝗹. Here are 3 examples: 1. Jim Collins said it best in Good to Great: greatness comes from disciplined people taking disciplined action. 2. Atul Gawande proved this with his Safe Surgery Checklist. The world’s best surgeons didn’t need more brilliance — they needed more discipline. Fewer skipped steps. Less improvisation. 3. Daniel Kahneman showed the same thing — algorithms beat experts not because they’re smarter, but because they’re consistent. If your organization celebrates the hero who “saves the day,” you’ve got work to do. The best quality professionals I’ve met aren’t flashy. They’re steady. Predictable. Boring, even. And that’s exactly what makes them great. 𝗕𝗲𝗰𝗮𝘂𝘀𝗲 𝗿𝗲𝗮𝗹 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝗶𝘀𝗻’𝘁 𝗮𝗯𝗼𝘂𝘁 𝘀𝗮𝘃𝗶𝗻𝗴 𝘁𝗵𝗲 𝗱𝗮𝘆. It’s about never needing to. Here are a few things you can do to shift from firefighting to discipline: 1. 𝗦𝘁𝗼𝗽 𝗿𝗲𝘄𝗮𝗿𝗱𝗶𝗻𝗴 𝗰𝗵𝗮𝗼𝘀. Recognize the people who prevent issues, not the ones who rescue them. 2. 𝗦𝗶𝗺𝗽𝗹𝗶𝗳𝘆 𝘆𝗼𝘂𝗿 𝗰𝗵𝗲𝗰𝗸𝘀. One-page procedures, short visual guides, clear accountability. 3. 𝗦𝗰𝗵𝗲𝗱𝘂𝗹𝗲 𝗽𝗿𝗲𝘃𝗲𝗻𝘁𝗶𝗼𝗻. Create time for reflection, preventive audits, and reviewing near-misses before they become disasters. 4. 𝗠𝗮𝗸𝗲 𝗱𝗶𝘀𝗰𝗶𝗽𝗹𝗶𝗻𝗲 𝘃𝗶𝘀𝗶𝗯𝗹𝗲. Intentionally celebrate when things go right. Quality isn’t about perfection — it’s about predictability. And the best systems are so simple, they look almost effortless. What’s one example of disciplined simplicity you’ve seen at work? Share it below — those are the stories we should be celebrating. --------------------------------------------- If this content helps you, repost it to help others. Check out my newsletter: upsidedownexcellence.com/
-
The right workflows win. Here are the 7 you need as a manager. High-performing managers work smarter, invisibly, and strategically. They use these 7 hidden workflows that make their teams faster, smarter, and stronger, and prevent burnout. Here's a deeper dive 👇 1️⃣ Execution Readiness ↳ Before work begins, great managers define what "done" actually means, align every resource, and set launch deadlines(not just "start dates"). ➔ Without clarity upfront, execution turns into chaos later. 2️⃣ Priority Realignment ↳ The best managers ruthlessly prioritize weekly, killing low-impact tasks without apology. ➔ They don’t let old priorities hang around out of nostalgia. 3️⃣ Feedback Circulation ↳ They don't wait for formal reviews. Feedback flows constantly, positive, corrective, and strategic. ➔ Great teams treat feedback like oxygen, not a luxury. 4️⃣ Escalation Acceleration ↳ Managers who scale don't solve every fire themselves, they create clear escalation paths and normalize fast surfacing of problems. ➔ 24-hour targets to resolve roadblocks keep teams unclogged and confident. 5️⃣ Workflow Efficiency Audit ↳ They constantly look for bottlenecks. ➔ Any process with more than 3 steps should be audited, simplified, or reimagined. 6️⃣ Team Pulse Monitoring ↳ Anonymous surveys. 15-minute check-ins. Simple daily questions like: "What's blocking you?" ➔ High performers manage morale like a mission-critical metric 7️⃣ Cross-Functional Sync ↳ Managers who build durable organizations pre-align dependencies, and sync across teams before it’s too late. ➔ Silos aren't destroyed by chance, they’re systematically dismantled. Managers scale through invisible systems, not visible heroics. They aren't just "great at meetings" or "good communicators." They design better operating systems for their people. They build for resilience, not just results. If you’re serious about becoming a world-class manager, build these 7 essential workflows. Not later. Not someday. Now. Start Which of these workflows do you want to master first? Which do you already use and find most helpful? Which do you think your team wishes you would adopt? Drop it in the comments. 👇 Do. Fail. Learn. Grow. Win. Repeat. Forever. ___ ➕ Follow me, John Brewton, for content that helps. ♻️ Repost to share with your colleagues and friends if you think this would help. 🔗 Subscribe to Operating by John Brewton via the link in my bio.
-
✍️ Most teams spend millions on AI and still waste hours on busywork. 👋 Real gains start with workflow automation that actually works. Here’s how to make it happen: 1. Map the chaos ↳ Don’t automate what you don’t understand. ↳ Draw out every step. ↳ Spot the manual handoffs and slowdowns. ↳ Fix the process on paper. ↳ Then automate. 2. Win fast, win small ↳ No one will fund a year-long overhaul. ↳ Grab one painful, repeatable task. ↳ Automate it with Zapier or a custom GPT. ↳ Prove results in weeks. 3. Keep people in the loop ↳ Pure automation is a myth. ↳ Build workflows where humans can step in, review, or approve. ↳ Automation should make work easier—not eliminate good people. 4. Track real impact ↳ Pick simple metrics: ↳ Time saved. ↳ Errors cut. ↳ Output per person. ↳ Show the numbers. ↳ Get buy-in and more budget. 5. Let success snowball ✅ Every win is a case study. ✅ Document the pain and the payoff. ✅ Share it. ✅ Then find the next problem to automate. 👋 Workflow automation isn’t about replacing people or throwing money at software. It’s about discipline. 🎯 Find the pain. 🎯 Fix the steps. 🎯 Automate fast. That’s how you turn AI from hype into real money. What’s your biggest win - or toughest roadblock - in automating workflows? #WorkflowAutomation #AIProductivity #NoCode #AutomationStrategy #DigitalTransformation #FutureOfWork #AIWorkflows #ProcessImprovement
-
You have a stack. Now what? A stack without routines is fragile. A routine without workflows doesn’t scale. And a workflow without intention becomes automation theater. In Chapter 7 of Artificial Organizations, we explore how leaders can redesign the routines that already run their week into repeatable AI workflows that improve clarity, consistency, and decision-making. This session focuses on the shift from isolated AI usage to end-to-end executive workflows. I’ll walk through: - why workflows matter more than tools - how high-performing leaders stack behaviors, not software - the executive workflow pattern: Capture → Summarize → Classify → Distribute → Track - how to redesign Weekly Business Reviews into decision engines - what makes an ExecutiveGPT actually useful - why structure, inputs, and guardrails matter more than prompting tricks - how leaders create systems that improve execution without scaling administrative overhead The discussion includes practical examples from leadership, operations, and HR teams building reusable workflows inside real operating environments, including the Progyny case study on scaling employee experience with clear intent, strong boundaries, and real usage. This chapter is about workflow design. The leaders getting the most value from AI are not chasing more tools. They are redesigning how information moves, how decisions are supported, and how execution compounds over time. Because leverage doesn’t come from executing tasks more productively. It comes from performing the work that matters consistently better.
Artificial Organizations — Chapter 7: Turn Your Routines Into AI Workflows
www.linkedin.com
-
If I had to start my project leadership journey over again and wanted to maximize my impact from day one, here’s exactly what I’d do: 1️⃣ Spend 15 minutes on Sunday evening creating a Weekly Win Card. Write down the 3-5 things that, if accomplished, would characterize real progress on your most critical project priorities. Use the card to maintain focus on the bigger picture during chaotic weeks when everyone’s pulling you in different directions. 2️⃣ Execute a daily management sprint. Structure 30-60 minutes later in the day when you can get into flow and knock out basic work like emails, RFIs, and administrative tasks. The time constraint forces hyper-focus—you complete them more efficiently and with higher quality. 3️⃣ Show up to project meetings 5 minutes early and stay 5 minutes late. The most valuable conversations happen before meetings start or after they end. Be present for those sidebar discussions where real decisions get made and relationships get built. 4️⃣ Spend 5 minutes each evening preparing for your next morning’s priorities. Write down the 2-3 critical tasks you’ll tackle first thing. This simple habit creates hours of value through reduced friction and laser focus on what moves the project forward. 5️⃣ Carry a small notebook everywhere you go on site. When someone shares important information, write it down immediately. It’s more respectful than pulling out your phone and creates a powerful psychological effect—people start sharing more valuable insights when they see you capturing their expertise. 6️⃣ Create an “Innovation Folder” for project improvement ideas. Whenever you see a better way to sequence work, improve safety, or reduce waste, capture it. One of these insights might be the breakthrough that multiplies your impact. 7️⃣ Always be the calmest person in the room. Chaos breeds chaos. Calm multiplies trust and clear thinking. Being a leader means being the eye of the storm. If we start here, we can build the right foundation for everything else. It took me 12 years to crystallize these steps—hope this helps. What else would you add? Let's create a thread of ideas for the next generation. 👇