How it works

Three steps, every time you run a search: describe what you're after, we search public discussions for it, and an AI classifier turns what's found into something you can act on — a ranked lead if you're selling, a tracked signal if you're researching.

1. Describe what you're after

A sentence is enough — what you sell, or the area you're researching. The system turns it into the phrases someone with that problem would actually type, not a restatement of your own pitch, because forum search matches words, not intent.

2. Public communities get searched

Hacker News, GitHub, Stack Exchange, and specialist forums running Discourse are searched by default — wherever the people who'd have this problem actually post. Reddit can be turned on as well, but it isn't part of the default mix. Which sources actually get checked depends on the area, not one fixed list run every time.

3. AI reads it, you don't have to

This is where intent classification happens: looking for leads, every post gets scored 0–100 on how close the author is to hiring someone — not on keyword overlap — with a one-line reason attached so you can check the reasoning yourself. Researching a market instead, recurring problems get grouped into signals: named, scored, and tracked as they grow or fade across everyone's research in that area over time.

Manual reply, not automated outreach

The service never posts, messages, or replies on your behalf — there's no automated outreach here. It finds the conversation, scores it, and can draft a reply if you ask for one; publishing that reply is a decision you make yourself, outside this tool.

See it on your own niche

One credit per search, refunded automatically if nothing matches.