How-to Guides

Audience score rollup

Aggregate stream reactions into a rolling score (PH-112).

Roll up emoji reactions in a room over a sliding window. Useful for debate prep, live Q&A, and audience scorecards (OratorIA / Vokaly patterns).

API

GET /rooms/:roomId/audience-score?windowMinutes=15
Authorization: Bearer <member-jwt>

Response:

{
  "score": 60,
  "positive": 8,
  "negative": 2,
  "total": 10,
  "windowMinutes": 15
}

Score is (positive - negative) / total * 100, clamped to 0–100.

Open Rooms → select room → Room intelligence to refresh the score and run memory/graph extract alongside it.

See Audience score template for client-side tallying on stream rooms.

Audience score template

OratorIA / Vokaly: aggregate reactions into a scorecard (PH-123).

Asymmetric session profiles

Role packs where evaluators and candidates see different panels (PH-113).