When user research becomes an excuse not to decide
More research isn't always more clarity — sometimes it's just more delay.
User research is genuinely valuable, and also occasionally used as a way to defer a decision that's actually already clear enough to make — one more round of interviews, one more survey, in search of certainty that more research won't actually produce.
Diminishing returns are real
The first few user conversations on a topic tend to surface most of the genuinely new information. Beyond that point, additional research often just adds confidence to a picture that was already reasonably clear — valuable in high-stakes decisions, less valuable when it's mainly delaying a low-risk, reversible one.
Match research depth to decision stakes
A decision that's cheap to reverse if wrong doesn't need the same research depth as one that locks in a significant investment. Calibrating how much research is warranted to how expensive being wrong actually is prevents both over-research and under-research.
Notice when research is really about confidence, not information
Sometimes the honest reason for one more round of research isn't a genuine information gap — it's discomfort with making a call under uncertainty. That's worth naming directly, because more research won't resolve a confidence problem, only a real decision, made and learned from, will.
- Research has diminishing returns — the first few conversations surface the most.
- Match research depth to how expensive and reversible the decision actually is.
- Notice when 'more research' is really about discomfort with deciding, not missing information.
Why AI prototypes fail when they meet production
HAVE A PRODUCT IN MIND?
Tell us what you're building and where you need engineering support.