The challenge
Turning a real workflow into a focused product.
Potential client needs appear across active Reddit communities, but manually reading every post is impractical. A useful system had to narrow a large stream of posts without removing human control over targeting and qualification criteria.
The solution
Architecture shaped around the people using it.
An automated pipeline monitors selected communities, applies an LLM-based relevance filter and sends qualified posts into Slack with structured labels. The Slack interface also supports operational changes such as adjusting keywords and prompts.