Product Management
For roadmap planning, backlog management, user stories, OKRs, and metrics.
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Is your AI summary reliable? Build a five-case evaluation pack
A five-case exercise for checking AI summaries without letting invented actions or deadlines slip into a handover.
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When an AI feature fails: design a recovery route users can understand
Plan a clear recovery route for an AI feature with a fictional rota example, message comparison and reusable planning note.
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AI personas are not customer evidence: a practical research sorting exercise
Separate observations, interpretations and AI-generated suggestions before they become product decisions.
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Stop reopening the same product decision: use a six-part decision log
Make recurring product discussions actionable with a clear question, decision owner, evidence and review trigger.
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How to measure whether an AI feature is actually helping users
People are opening your new AI assistant. They are submitting questions and trying different prompts. Your dashboard is busy, but one question remains: is the feature helping them finish the work they came…
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How to use AI for backlog preparation without outsourcing priorities
Your feedback is spread across meeting notes, support requests and conversations. Before you can discuss priorities, someone has to organise it into something the team can understand. AI can help with that preparation.…
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Before you build: test a product idea with a one-page experiment
Someone suggests a new feature and the conversation jumps straight to how long it will take. Before anyone has examined the problem, the team is discussing screens, estimates and a release date. A…
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Getting Started with AI at Work: A Practical Starter Kit
You open an AI tool, type a question and get a polished answer back. But how do you know whether that answer is useful, accurate or ready to use in your work? Getting…
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Plan with more clarity using the Coded Female Toolkit
Knowing the theory is useful. Having somewhere to start when you need to apply it makes a difference. You might understand what a product backlog is but still feel unsure about writing your…
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Removing blockers: a practical guide for Scrum Masters
A feature is ready to test, but nobody can access the test environment. The request has been sent. The team is waiting. At the next Daily Scrum, the same problem comes up again.…
