Surface real product problems from forums into ranked discovery signals

Surface real product problems from forums into ranked discovery signals targets a $2.4B = 1.2M product builders and small product teams × $2K ACV per team (annual subscriptions and premium datasets) total addressable market with medium saturation and a year-over-year growth rate of 15% YoY — estimated growth for AI-assisted market research and product discovery tools based on increased SaaS/AI tooling adoption (industry reports, 2023-2024).

Key trends driving demand: AI-first research — LLMs make it practical to extract structured insights from noisy public conversations, reducing manual curation time and enabling tooling for problem discovery.; Rise of indie makers and side-project culture — more PMs and builders seek high-quality idea leads and lightweight validation before committing to build.; Shift to data-driven ideation — product teams increasingly use signals and evidence to prioritize opportunities, creating demand for signal aggregation and scoring..