How the search finds discussions

Once we know what your niche is, we turn it into a batch of short searches and run them across public discussion, mostly Reddit, where people talk plainly about what is and isn't working. Each search is only a few words, written the way someone would actually type it. Long, stuffed queries tend to come back empty.

Looking for both sides

A search that only asks about problems will only ever find problems, and that proves nothing. So we search both ways. We look for the frustrations, and we look for the opposite: people saying a thing works fine, that it was never really a problem, or that they already found something that handles it. If the "it's fine" searches turn up as much as the complaints do, that's a real finding rather than a failure. It usually means the gap you were hoping for is already filled.

Covering the whole niche, not one corner

A niche is rarely one kind of person. We spread the searches across its different segments so the research doesn't tunnel onto the loudest one and miss the rest. We also write from a few points of view at once. A beginner and a veteran ask about the same thing in completely different words, and we want both.

Leaving room to be surprised

This is the part we care most about. The searches are the foundation of everything that follows, because they decide which conversations the rest of the report ever sees. If they only ask about the things we already assumed, the research just nods along with its own starting point. So we keep most of the searches general, about the activity or the situation rather than a specific product we already know the name of. That lets real people bring up the tools and frustrations we'd never have thought to look for. A few searches we leave wide open on purpose, for the same reason.

Checking what we found

A search returns a pile of links, and not all of them are worth reading. Two quick checks happen before anything gets pulled into the report.

First, relevance. We look at each thread and decide whether it's actually about your niche or just happens to share a word with it. A post that mentions your topic in passing while really being about something else gets dropped, so the report isn't built on look-alikes.

Second, activity. We lean toward threads people actually engaged with, since a post sitting at one upvote with no replies usually didn't resonate and there's little to learn from it. But we don't apply that bar evenly: the more clearly a thread is about your niche, the lower the activity we'll accept, so a spot-on discussion isn't thrown out just for being quiet. It still needs at least a little back-and-forth, though. A post with no replies has nothing to mine, however relevant it looks.

What it can't do

We can only find what people have actually written down in public. For a quiet niche the searches come back thin, and we'd rather show you less than invent signal that isn't there. And because the searches set the frame for everything after them, a niche we've read too narrowly can pull the whole search in with it. If the results feel off, rephrasing your niche so it's clearer is the fastest way to steer it.