The work that sinks an event is not the big decisions, it is the small ones nobody surfaced in time: the track with three registrations, the sponsor deliverable nobody chased, the check-in lane that stopped scanning twenty minutes ago. An operations lead does not need another dashboard to check — they need to be told, at the moments that matter, what has changed and what needs a decision.
The intended loop has two halves. Before the event, a scheduled brief at thirty days, seven days and one day out that reads the event's own state — registrations against ticket capacity, the agenda and its unresolved conflicts, speakers without confirmed sessions, sponsors against their leads target, campaigns not yet sent — and returns a short list of what is behind and what to decide, rather than a wall of counts. During the event, a watch on the arrival signal: check-in throughput is already computed hour by hour, so a lane that goes quiet, a rate that collapses against the forecast, or a spike that will overflow a room are all detectable while there is still time to act.
Several pieces this needs are already real. Hourly check-in throughput per event is a live query, charted on the analytics page. Agenda conflict detection already returns venue and speaker clashes for an event, which is exactly the kind of item a T-7 brief should lead with. Announcements and campaigns are real records with explicit publish and send actions, so there is an existing, human-triggered delivery leg for anything the loop wants to say. Workflow templates and automation rules exist as records too — a team can already describe routine work as a trigger and an action.
What is missing is the loop itself: the scheduler that fires at T-30, T-7 and T-1; the synthesis step that turns the event's state into a brief worth reading; the anomaly detector with a threshold that does not cry wolf; and the execution layer that honours a configured automation rule instead of only storing it. Just as importantly, the governance shape has to come with it — an autonomous loop that can send messages to attendees needs an explicit boundary between what it may do on its own and what it must ask about first, and a ledger of every run so a surprise is explainable after the fact.
That is why this is described as direction rather than capability. Nothing here observes your event today, nothing sends on its own, and no interface suggests it does.
Roadmap scenario, stated honestly: the signals and the delivery path exist; the scheduled loop, the anomaly watch, and the autonomy boundary are still being built.
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