Tips for Automating Project Control Tasks

I've built 67+ AI agents in n8n. At first, I thought adding nodes and optimizing connections was what mattered. But I never really trusted them. Every output felt like a gamble. The bottleneck wasn't my architecture. It was my instructions. Avoid my mistakes and: 1. Separate static facts from inputs. Mixing them makes the agent guess context it should already know. → Example: Static = “Store opens at 9 AM.” Dynamic = “Order ID: 48281.” 2. Make the agent call out missing info. Guessing is the #1 source of silent failures. → Example: MISSING_FIELD: customer_email. 3. Force it to plan before acting. Step-planning stabilizes reasoning and reduces randomness. → Example: Plan internally. Output only the final result. 4. Give a fallback for impossible tasks. Without a fallback, the agent hallucinates a solution. → Example: ERROR_REASON: date_format_invalid. 5. Define “If X → Do Y” rules. Deterministic branching kills unpredictability. → Example: If date can’t be parsed → ask for a new one. 6. Allow creativity only where needed. Uncontrolled creativity = guaranteed hallucinations. → Example: Creative only in “Rewrite.” Everything else literal. 7. Limit the agent’s memory. Too much history makes the agent drift off-task. → Example: Use only the last 2 messages to determine intent. 8. Make it restate the task first. Repetition confirms the agent understood the request correctly. → Example: Task summary: extract the invoice number. 9. Validate inputs before generating outputs. Output built on bad inputs = guaranteed bad outputs. → Example: Invalid date: expected YYYY-MM-DD. 10. Require a termination signal. Your workflow needs a clear signal that the task is complete. → Example: End with “TERMINATE.” 11. Test your instructions with ugly inputs. If it only works on “happy path,” it’s not reliable - it’s lucky. → Example: Missing fields, malformed dates, weird formats. 12. Run a 10–20 sample eval before shipping. You can’t improve what you don’t measure. Vibes ≠ validation. → Example: Score each output: accuracy, format, tone, stability. 13. Iterate based on failures, not feelings. One word in your instructions can double your success rate. → Example: 2 outputs broke the format → tighten output rules. This is how you get from 30% to 80% success rate. Better instructions beat complex architecture. What's been your biggest challenge getting agents to behave consistently?

After my last post on automating 60% of T/PM work… My inbox exploded. So here it is— The exact AI prompt stack I use weekly as a Technical Project & Program Manager> 1// Weekly status report “Act as a TPM. Summarize these updates into a crisp weekly report. Include: key progress, risks, blockers, next steps. Keep it leadership ready.” 2// Meeting Notes → Action Items “Convert these meeting notes into structured outputs: Decisions made, action items, owners, ETA, and open questions.” 3// Executive summary (30-sec read) “Summarize this project update for executives. Max 5 bullet points. Focus on outcomes, risks, & business impact.” 4// Stakeholder specific updates “Rewrite this update for: 1. Leadership (concise) 2. Engineering (detailed) 3. Business (outcome-focused)” 5// Risk identification “Analyze this project update and identify potential risks. Include likelihood, impact, and suggested mitigation steps.” 6// Dependency mapping “From this data, extract all dependencies. Highlight critical ones and potential delays they may introduce.” 7// Follow up messages (that get replies) “Draft a polite but firm follow-up message for a delayed task. Make it actionable and hard to ignore.” 8// Roadmap narrative “Turn these bullet points into a clear roadmap narrative. Explain why this matters, what’s changing, and expected outcomes.” 9// Conflict framing “Two stakeholders disagree on priorities. Frame both perspectives and suggest a neutral resolution approach.” 10// Pre meeting brief “Summarize everything I need before this meeting: Context, key discussion points, risks, and decisions required.” Real shift? T/PMs who use AI → focus on thinking T/PMs who don’t → stuck formatting updates I repeate ...AI will NOT replace T/PMs But T/PMs who use AI will replace those who do NOT. If you found this useful> Repost so other T/PMs can save hours every week —The Ordinary TPM

Stop treating AI like a magic wand. Start using it like a smart assistant. You're drowning in tasks that AI could handle in seconds. But most people ask it the wrong questions. While others struggle with vague requests, you'll have exact prompts that actually work. 10 AI Prompts That Replace Hours of Work 🔥 1) "Summarize this email thread and highlight action items" ↳ Paste long email chains. Get clarity in seconds, not minutes. 2) "Turn these meeting notes into 3 clear next steps" ↳ Stop leaving meetings confused. Get actionable takeaways instantly. 3) "Write a professional response declining this request" ↳ Say no gracefully without spending 20 minutes crafting the perfect email. 4) "Create a 1-week meal plan using ingredients I already have" ↳ Stop staring into your fridge. Get dinner planned in 30 seconds. 5) "Draft a follow-up email for this overdue project" ↳ Navigate awkward check-ins without the stress of perfect wording. 6) "Explain [complex concept] in simple terms for my team" ↳ Break down complicated ideas without hours of research and rewriting. 7) "Create a template for [recurring task] I do weekly" ↳ Stop reinventing the wheel. Build reusable systems once. 8) "Proofread this and suggest improvements" ↳ Catch errors and improve clarity without multiple read-throughs. 9) "Generate 5 subject lines for this important email" ↳ Stop overthinking your inbox approach. Get options fast. 10) "Break this big project into smaller, manageable tasks" ↳ Turn overwhelming projects into clear action steps in minutes. AI isn't magic. It's a tool that works best when you know how to use it ✨ What's one task you wish AI could handle for you? -- ♻️  Repost to help your network work smarter with AI 🔔 Follow Dr. Carolyn Frost for more practical productivity strategies

There are three versions of Claude. Most project managers are only using one. Here is what they are missing. Claude Chat, Cowork, and Code are not the same tool. Each one does something the others cannot. And knowing which to reach for changes how much you get done. A) Claude Chat — Your thinking partner on demand You open it, type, and Claude responds. No setup. No memory. Just fast, sharp thinking whenever you need it. Use it for: → 1. Stress-testing your project plan before you present it → 2. Writing a first draft of a stakeholder update in minutes → 3. Preparing for a difficult conversation with a sponsor → 4. Running a quick pre-mortem on a risk you are worried about → 5. Summarising a long document into three key points If you are new to Claude, start here. B) Claude Cowork — Your AI teammate Cowork connects to your tools and remembers your projects across sessions. You set it up once and it already knows your context every time you open it. Use it for: → 1. Drafting weekly status reports from your project notes → 2. Producing a full stakeholder briefing before a board meeting → 3. Managing your action log and flagging what is overdue → 4. Running lessons learned at project close → 5. Delivering documents that sound like you wrote them This is where Claude starts to feel like a real working relationship. C) Claude Code — Your automation engine Most PMs think this one is not for them. It is. Use it for: → 1. Building a project tracker automatically from a template → 2. Creating a dashboard from your data without touching a spreadsheet → 3. Automating your weekly report so it runs itself → 4. Documenting a process from a rough set of notes → 5. Building tools your team can use without technical support No coding required. You describe what you need. Claude builds it. Which one should you start with? New to Claude — start with Chat. Ready to go deeper — move to Cowork. Want to automate and build — explore Code. Most PMs who use all three find that Chat handles the thinking, Cowork handles the delivery, and Code handles the systems. Together they change how you work completely. This week I am covering all three in detail. If you want to build capability across all three in a structured setting, the AI Capability Cohort for Project Managers starts on 4th May. DM me APM and I will share more details with you.

Using OpenAI and ACC Connect to automate connecting construction project data 🏗️🤖   Construction projects generate huge amounts of data. Making sense of it all can be a major challenge.   Autodesk Construction Cloud helps by creating relationships between different kinds of records (like RFIs, Issues, and Costs) so it’s easier to keep track of the entire project.   But manually finding and creating relationships for every item can add up to a lot of admin time across a whole project.   ⚡ ACC Connect, powered by Workato, provides a low-code solution to automate and integrate with Autodesk Construction Cloud through its open APIs.   This allows us to automate tasks like creating new relationships, and connect to AI capabilities (in this case the OpenAI API) to analyse the project data and find these related items. Automations like this can run in the background, continuously working so we stay in control of our data.   In this example I'm finding and linking RFIs and Issues to a new related Change Order. This could also be applied to schedule items, assets, documents, and many other data types in ACC.   Something similar could be achieved with hard coded relationship rules, but leveraging AI creates a more dynamic and straightforward solution.   🔗To get a sense of where things are going, check out the AI Assistant Autodesk announced at AU 2024: https://lnkd.in/gmGKVK5j   🔗Check out my previous post on automating issue creation in ACC with ChatGPT: https://lnkd.in/gwwPTmB9   🔗Learn more about ACC Connect: https://lnkd.in/gKMG6QVa   #AutodeskConstructionCloud #AutodeskPlatformServices #OpenAI #Autodesk #AI

🚀 Power Automate: Best Practices That Actually Work Whether you're just starting out or scaling enterprise flows, these tips will save you hours of frustration and make your automations sing 🎶 🔧 1. Name Everything Clearly Use consistent naming conventions for flows, variables, and actions. Future-you will thank you. 📦 2. Use Scopes to Organize Logic Group related actions into scopes to keep your flow tidy and easier to debug. 🧪 3. Test with Real Data Don’t rely on sample inputs—test with actual data to catch edge cases early. 📛 4. Handle Errors Gracefully Use “Configure Run After” and Try-Catch patterns to prevent silent failures. 📊 5. Monitor Performance Check flow analytics and run history to spot bottlenecks or excessive triggers. 🔐 6. Secure Your Connections Avoid using personal accounts for production flows. Use service accounts with least privilege. 🧠 7. Document Your Flow Logic Add comments and descriptions so others (and you) can understand the “why” behind each step. 💬 8. Stay Updated Power Automate evolves fast—follow Microsoft’s official blog and community forums to stay sharp. 💡 Bonus Tip: Use icons and diagrams to visualize your flow architecture. Check out this resource for Power Platform visuals to level up your documentation game. Let’s make automation smarter, not harder. #PowerAutomate #MicrosoftFlow #AutomationTips #DigitalTransformation #LowCode #BestPractices

💡Maximo Automation-script trick: auto-create child corrective work orders from PM failures Use an Automation Script on the PM's inspection or measurement results to automatically create a prioritized child corrective Work Order when a threshold is exceeded. Why it matters: This reduces manual triage, ensures consistent routing and priority, and speeds response for issues discovered during routine inspections without heavy customization. How it works (high level) Trigger: Script runs when an inspection result, meter reading, or PM outcome is recorded. Decision: Script evaluates the result against predefined thresholds or severity codes. Action: Script creates a child Work Order, links the original PM/inspection, sets priority, assigns craft/team, and attaches the relevant job plan or failure code. Implementation tips to keep it simple: ·      Start with one critical asset class to limit variables. ·      Reuse job plans rather than building new PM job plans for the child WO; this keeps planning consistent. ·      Log creation reason in the WO description so technicians see the inspection context immediately. ·      Add an enable/disable flag on the asset or PM so you can quickly toggle automation during testing. #Maximo #EAM #Automation #AssetManagement #MaximoTips #IBMChampion

The gap between a project estimate and kick-off can be a killer. (Automation Tip Tuesday 👇) For service-based businesses (any business, really!), friction is the ultimate profit killer. A client agrees to the scope, but then… paperwork, approvals, deposits — it all creates delay and destroys momentum. One of our recent automation projects tackled this head-on. Our client, a high-end home remodeling firm, was using a host of tools to manage their workflows, but the process of moving from an estimate to a signed agreement (with a deposit) was still manual and disjointed. We streamlined it. Now: ✅ Estimates auto-generate in Airtable, pulling project details from a structured pricing database. ✅ Signed agreements trigger deposits automatically — Dubsado sends the contract, collects e-signatures, and instantly generates an invoice in QBO. ✅ Once the deposit is paid, the project kicks off in Google Calendar and updates the team’s task board. The result? Faster approvals, fewer dropped leads, and a smoother experience for homeowners eager to begin their renovations. Software should work for you, not slow you down. If your business has gaps in its process, automation might be the missing piece. What’s killing your momentum? -- Hi, I’m Nathan Weill, a business process automation expert. ⚡️ These tips I share every Tuesday are drawn from real-world projects we've worked on with our clients at Flow Digital. We help businesses unlock the power of automation with customized solutions so they can run better, faster and smarter — and we can help you too! #automationtiptuesday #automation #workflow #efficiency

I’m the founder of a $3,000,000+ ARR staffing agency. Here are the tools I swear by for creating, automating, and delegating processes (save this post): - Mural A digital whiteboard tool I use to create flowcharts. It helps me break down tasks and document each step visually, so I can create processes. It’s a fantastic tool for mapping out your thought process. It also comes in handy for collaborative brainstorming sessions. - Loom A video recording tool that helps me create step-by-step training videos. All I do is hit record, walk through one of my processes, then send the link to whoever I want to delegate it to. - ChatGPT We often ask ChatGPT to create a job description or an event description. I also use it to transcribe and summarize my Loom recordings (see above) to create SOPs. - Notion We use Notion to write detailed task descriptions, along with checklists to help us track task completion step by step. It can also be used as a centralized workspace for sharing educational resources. - Zapier We use Zapier to automate repetitive tasks that don’t need to be done by a human. It connects and streamlines a lot of our other tools. The basic idea is, you have a trigger and succeeding actions. So if, say, someone signed up for your event, you could set up Zapier to automatically move them into your CRM or ping your SDR to give them a call. - Monday A powerful project management tool that helps you monitor progress visually. Realistically, it eliminates the need for a lot of other software too, such as Google Docs (document writing), Notion (task tracking), Slack (internal comms), and a dedicated CRM. It can be a one-stop shop if you want it to be. I highly recommend it. - Templates We’ve developed various templates to help us save time and stay consistent. That includes Gmail and Superhuman templates for email and Canva templates for graphics and presentations. Any tool you’d add to the list?

Ever spend the first day of a project just typing tasks into a planner? I used to, until I built this simple Power Automate flow. Here’s what it does: ✅ Trigger: I manually start the flow when a new project kicks off. ✅ Read the plan: It pulls every lesson or task from a single Excel table. ✅ Create tasks: For each row, it automatically creates a Planner task and updates the details. ✅ Track & check off: Tasks land in Planner where the team can easily track progress and check items off. The setup took just a few minutes and it now saves hours of repetitive setup work every time we start a new project. If you have a project plan sitting in Excel, this is a quick win that will transform your productivity.