Thread intent scoring - surface reply-worthy forum posts for outreach

Thread intent scoring - surface reply-worthy forum posts for outreach targets a $3.6B = 300,000 marketing/growth teams globally x $1,200 ACV. Rationale: target buyers are SMB and mid-market teams doing community outreach; $100/mo per team (or seat/license) is a conservative entry-level ACV. total addressable market with medium saturation and a year-over-year growth rate of 15% - reflects growth in social listening and community engagement spend.

Key trends driving demand: Community-first marketing -- more brands invest in community engagement creating demand for better tooling to find and respond to intent signals; API and archive access -- Reddit API and Pushshift enable near-real-time ingestion of forum data, lowering collection costs; Advances in short-text NLP -- transformer models can now infer intent and frustration state from short posts, increasing classification accuracy; Compliance and moderation sensitivity -- stricter community rules raise the value of automated promo-rule detection and context-aware outreach.