Competitor tracking, including the ones you cannot name

Competitor tracking usually means maintaining a list. You decide who your rivals are, the tool watches them, and your blind spot stays exactly where it was: on the products you did not think to add. Removing that blind spot is the whole point of ranking a market instead of a list.

Start from your site, not from a list

Enter your own domain and semantic search returns products positioned close to yours, based on how they are described in real conversation rather than on a shared category tag.

The distinction is not academic. Matching on category alone puts every AI product in one bucket and produces confident nonsense: a developer tool returned as the rival of a video automation product because both are labelled the same way. Positioning is read from language, not from labels.

What you see about a competitor

• Where it is discussed, community by community, which is more actionable than a total.
• How many distinct people bring it up, which separates real traction from a founder posting.
• Whether it is mentioned by name or by link, since the two behave differently.
• The posts its makers wrote about it, with the original text, so you can read what they claimed and how it landed.

That last point is the one people find most useful. Seeing the actual launch post of a competitor, in the community where it worked, tells you more than any feature comparison.

The posts are shown as they were written, not summarised. A summary of a launch post loses exactly what made it work: the framing of the first sentence, the amount of context given before the link, whether the maker admitted a limitation. Those details are the reason one post lands and a near identical one gets removed.

Watching a competitor over time

A single count says little. What matters is whether a product is being brought up by more people than last month, and whether that growth comes from one community or from several at once.

A product rising in a single room usually means one person is working hard. A product rising across several rooms at once means something changed in the market. The two look identical on a total, and different as soon as the communities are separated one by one.

Your brand next to theirs

Claim your own domain and the same measurements apply to you: the communities that mention you, the products that come up alongside you, and what is new since your last review. Nothing is pushed to you, because this is monitoring you review rather than alerts you receive.

Expect your own numbers to be small at first. On the brands we measured while building this, a young product counts a handful of mentions while its audience counts thousands. The comparison that matters early is not you against them, it is which rooms discuss the category at all.