Capture short-lived, high-intent Reddit threads and route them to founders in real time

Executive Summary

Many founders and small marketing teams miss short-lived, high-intent buying signals on Reddit and niche forums — posts that can convert within minutes to hours are buried in volume, creating wasted revenue opportunities for SMBs, DTC brands, and service providers. This pain is acute because most teams lack tooling to reliably surface and act on those signals in real time. You could build a real-time monitoring and routing platform that uses lightweight AI intent classifiers to detect recommendation or purchase intent, filters false positives, and routes opportunities into founders’ workflows (Slack, SMS, or CRM) with sub-minute latency. The product would include confidence scoring, subreddit/topic rules, and one-click response templates or campaign triggers to turn signals into conversions fast. The market looks attractive: an addressable 2M businesses willing to spend roughly $3K ACV represents about a $6.0B opportunity, and key trends — community-first discovery, mature intent classification, and demand for low-latency workflows — increase willingness to pay for speed. Early adopters will be high-touch SMBs and niche brands where one timely recommendation can move the needle. This can stand out by combining high precision to minimize noise, ultra-low latency, and seamless routing into existing workflows, but expect real challenges around platform rate limits, content moderation, and keeping classifiers accurate across diverse subreddits — solvable but requiring focused engineering and strong onboarding.