Search "coffee near me" and you get a map covered in pins, with the nearest one practically glowing. So you go there. Most of us do this several times a week without thinking about it.
The thing is, nobody ever decided that place was good. It just happens to be close.
Sorting by distance answers a question you didn't ask. You wanted to know where to eat. It told you what's geographically nearest, which is a completely different thing.
The gap between those two answers is often bigger than people realize. Walk one extra block in a city and you might go from a 3.8 to a 4.6. Drive four more minutes in the suburbs and the same thing happens. You're trading a couple of minutes for a genuinely better hour.
And here's what makes it worse: the closest place gets picked constantly for exactly this reason, which means mediocre businesses in good locations survive on convenience alone. Being near a busy intersection is not a sign of quality. Sometimes it's the reason a place never had to get good.
Convenience keeps bad businesses alive. If a place is always half-full despite mediocre reviews, its location is doing the work.
A useful rule: search a radius that matches how you're traveling.
Most people search a radius far smaller than they'd actually be willing to travel. Widening it costs you nothing and changes the list completely.
Not always, though. There are real cases where nearest is the right call:
The point isn't that distance doesn't matter. It's that distance shouldn't be doing the deciding all by itself, which is what happens by default.
Try this instead of taking the first pin:
You'll be surprised how often the highest-rated place in a three-mile radius is six minutes away instead of two. Four minutes is not a real cost. Eating somewhere disappointing is.
MyTopRate is built around this order deliberately. It sorts by rating first, shows you how far each place is, and offers a Nearest sort when distance genuinely matters more — so you're choosing the trade-off instead of having it chosen for you.
It's worth knowing that when a map app shows you "top" results, it isn't purely ranking by quality either. It blends distance, popularity, how complete the business listing is, and how much the business engages with the platform.
That's not a conspiracy, it's just a different goal than yours. Those systems are trying to give a reasonable answer to millions of vague searches. You're trying to have one good dinner. Those aren't the same problem, so it pays to do the last bit of filtering yourself.