Gifts that don't become clutter
Most bad gifts are not thoughtless. They are thoughtful objects with nowhere to live.
The test: will this be used up within a few months, or used daily for years? Anything in between is a thing that sits on a shelf accumulating guilt.
The four categories that fail every year
Novelty kitchen gadgets. The avocado tool, the egg thing, the single-purpose slicer. Used twice, kept for four years out of politeness.
Decorative objects for someone else's home. You are guessing at a taste you cannot see. If they have not shown you the shelf it goes on, do not buy the thing for the shelf.
Aspirational hobby kits. Gear for the hobby you wish they had is a gift to yourself. Buy for the hobby they already do badly, not the one they might start.
Anything scented, for anyone whose taste you have not verified. Candles and perfume are a coin flip dressed as a safe bet.
What passes instead
Consumables. Good coffee, olive oil and flaky salt, a hot sauce flight. Used, enjoyed, gone. No storage obligation, no guilt, and the memory outlasts the object precisely because there is no object.
Daily-use upgrades to things they already own badly. Everyone owns bad scissors, thin socks and a leaking travel mug, and nobody replaces them on their own. In our experience this is the category with the best hit rate, and it is barely competitive: merino socks, proper kitchen shears, a travel mug that actually seals.
Things with a fixed end. A 1000-piece puzzle or a Lego set is several evenings and then a decision. Even if it goes back in the box, it did its job.
The picks
Safest good gift for someone you know moderately well: the sock-and-scissors category. Unglamorous, near-universal, immediately used.
Safest for someone you barely know: consumable food. A colleague can enjoy hot sauce without wondering what it means.
Best if you want it to feel like a proper present: a daily-use upgrade in something expensive they use constantly — headphones for a commuter, a cast iron skillet for someone who cooks.
Buy nothing if the honest answer is that you do not know them well enough to pass the test. A note and a dinner beats a shelf object, and costs less.
Run the picker to get this narrowed to three ideas for one specific person.