Guides
A quick AI value check for connecting one workflow’s usage to the actual work it completes. Pick one workflow e.g. customer case, analysis, report, coding task, classification step or internal request.
Patterns
A quick quiz about AI usage, tokens, model choice and why completed business outcomes matter more than a bigger usage number. Tokens doubled, text generated doubled but did the decision closure time improve?
Guides
A quick practical check for following one AI output from creation to the person who has to trust, review, repair or use it. Pick one output; One email, report, slide deck, summary, analysis or customer response.
Patterns
A quick workplace quiz about AI-generated work that saves time for the creator while transferring interpretation, verification and repair work downstream to other teams/tools.
Guides
Does This Need an AI Label? An AI Transparency Check Suggested meta description: A lightweight transparency check for one AI interaction or piece of synthetic content before it goes live.
Patterns
A quick Article 50 scenario quiz about AI interactions, synthetic content, disclosure and machine-readable marking. This is a planning aid only: verify scope and role before utilising.
Guides
A simple planning check for separating current AI Act priorities from later preparation tracks without turning the entire organisation into a legal flowchart.
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 but Patterns return. Follow the work to discover the Pattern insights with a Quiz, Guide or Toolkit.
The AI Act clock is moving, but not every obligation lands on the same day. Take five quick questions to see whether your organisation can separate NOW, LATER and CLASSIFY FIRST.
A simple launch-support check for seeing which parts of adoption can continue after hypercare, floor walkers and the project team step away.
A quick workplace quiz about hypercare, temporary launch support and what remains when the project team steps away.
A simple parallel-process check for following one piece of work through the old and new route to see why both are still running.
A quick workplace quiz about parallel processes, duplicated work and the old workflow that never received a retirement date.
A simple adoption-ownership check for seeing whether a new tool or way of working can continue without one visible champion carrying it.
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.
A simple work-readiness check for testing whether people can perform one changed task after training without the project team carrying it.
A quick workplace quiz about training completion, adoption, real tasks and the gap between finishing a course and doing changed work.
A simple check for spotting whether a process depends on one person to translate, reformat, explain or move work between teams and tools.
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.
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.