Detect high-intent Reddit threads in real time and surface outreach opportunities

Detect high-intent Reddit threads in real time and surface outreach opportunities targets a $6.0B = 2M potential businesses × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% YoY estimated for social listening and marketing automation spaces (industry estimates from market research firms such as Grand View Research and Forrester showing mid-teens growth for AI-enabled marketing tools)..

Key trends driving demand: AI text models are significantly better at short-form intent detection — this increases precision for classifying purchase requests or tool comparisons on Reddit.; Brands are shifting budget toward community and organic channels as paid CPMs rise — making community-driven lead channels more valuable.; Niche, verticalized SaaS products that surface buyer intent are gaining adoption because buyers convert faster from in-community recommendations.; Developers and indie founders increasingly rely on automation and tools to scale outreach, creating demand for push-based alerting tied to intent..