Cluster real user pain from public forum posts into actionable problem statements

Cluster real user pain from public forum posts into actionable problem statements targets a $4.5B = 1.5M product/insights teams × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 14% CAGR — market research and AI-enabled market intelligence tools growth (source: MarketsandMarkets, Grand View Research aggregate).

Key trends driving demand: AI-assisted research adoption is accelerating — teams are buying tools that summarize and synthesize user signals, creating demand for automated problem discovery.; Shift to public-first feedback — many candid product complaints and use cases live on public forums rather than gated channels, making public-source insights more valuable.; Product-led growth and faster iteration cycles increase demand for rapid, low-cost validation tools that reduce time-to-insight.; Embedding-first tooling and APIs make it easier to integrate insights into PM workflows (Notion, Jira, Slack), increasing product stickiness..