Notes on research, strategy, and what actually makes the work useful.
Trail builders spend weeks reading terrain before anything gets cleared. The lesson for product teams: good research means following the problem, not imposing a predetermined path on it.
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Matching your competitor's feature list might work in enterprise. For small business owners, it's a trap. Here's why feature parity fails SMB products and what to do instead.
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AI can miss critical qualitative insights, especially when they're subtle or only mentioned once. Here's how to maintain a chain of custody so you don't automate your blind spots.
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Market validation and product discovery both involve users and interviews, but confusing them is one of the most expensive mistakes a team can make. Here's how to tell them apart and when to use each.
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Recruiting research participants is one of the most time-consuming parts of UX work. Here's how AI can cut hours from the process without sacrificing accuracy or participant privacy.
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