Scoring (quick)
score = (social momentum x liquidity) / spread risk + freshness bonus
This gives sales-grade ranking, not investment advice.
What We Read
X: keyword clusters + viral velocity from tracked handles
Reddit: /r/politics, /r/WallStreetBets, /r/predictionmarkets, and custom communities
Markets: Polymarket public markets + Kalshi public feed
API keys only required for authenticated write operations, not read dashboards.
Pipeline to Sales
Signal enters scoring -> opportunity card -> campaign package -> private deck + execution path.
Use this as your discovery layer for high-conviction outreach and client onboarding.