Patterns
A quick workplace quiz about change champions, adoption ownership and what happens when one enthusiastic person leaves. Take five quick questions to see whether adoption was embedded or simply person-shaped.
Guides
A simple work-readiness check for testing whether people can perform one changed task after training without the project team carrying it.
Patterns
A quick workplace quiz about training completion, adoption, real tasks and the gap between finishing a course and doing changed work.
Guides
A simple check for spotting whether a process depends on one person to translate, reformat, explain or move work between teams and tools.
Patterns
A quick workplace quiz on why nothing moves until one person reformats, explains, approves, translates or forwards it. Take five quick questions to see how much manual API energy is in the workflow.
Guides
A simple check for confirming if you really have one source-of-truth. Follow one decision, report or number to see which version people actually use when it matters.
Patterns
A quick workplace quiz about why official systems, dashboards and ERPs go live while the spreadsheet and other offline artefacts are still trusted.
Responsible use needs examples, not just a poster. Allowed AI Use Rules Starter helps turn the policy intent into practical examples people can follow.
This guide helps managers, HR teams, universities, early-career workers and team leads check whether a junior role is still designed for learning because AI may have changed the task mix.
If humans are babysitting the AI, that time belongs in the AI cost story. AI is now common enough that a lot of hidden work is becoming the new normal.
The boring table that enables upgrades, automation, and AI integration into workflows. Tools don’t equal capability. If you can’t list it, you can’t govern it. First choose an area of friction where you may be thinking of adding AI layer or other upgrades, and run these steps.
Technology changes. Patterns return. Follow the work. Discover the Pattern insights with a Quiz, Guide or Toolkit.
Small guide to check if your AI draft waits longer than the old manual draft. How much approval time is required for AI generated outputs?
Take the quiz: Transformation is complete, systems connected, dashboards are live. Someone still spends half of their morning moving the same data between the various tools manually.
Small guide to check if your AI draft waits longer than the old manual draft. How much approval time is required for AI generated outputs?
Discoveries: A completed transformation surrounded by interesting activities in multiple areas around the room. The activities contain multiple Patterns to be uncovered in one scene.
Take the quiz: Human-in-the-loop or something else? This Pattern appears when the work output appears to be completed but the decision to release the work takes much longer. AI and Automation now makes the contrast more obvious.
The Blue blob stumbles across a Bubble debate but there also appears to be a lot of stuff inside the bubble not getting attention.
The Bubble Is Rarely The Whole Technology: The lazy question is whether AI is a bubble. The better question is which layer is inflated, which layer is useful, and who is left cleaning up the difference.
Bubble Layer Checker: A practical way to avoid lazy “bubble or not” debates by checking which layer is real, which layer is inflated and which layer creates work later.
There doesn't appear to be a difference in usage between the newest floor and the oldest ones.
Vendor Layer Memory Guide: A practical guide for checking what old systems, old data and old workarounds a shiny new AI or vendor layer is about to inherit.
New Layers Inherit Old Mess: A new AI layer does not float above the business. It lands on everything the business already built, ignored, customised or forgot.
The course may be complete. The workplace may still have locked cupboards. AI literacy needs work rules, not only training slides.