diff --git a/console/src/components/scheduled-detail-table.tsx b/console/src/components/scheduled-detail-table.tsx
index 56cc8748..7e8719d9 100644
--- a/console/src/components/scheduled-detail-table.tsx
+++ b/console/src/components/scheduled-detail-table.tsx
@@ -77,6 +77,7 @@ interface ScheduledItem {
     anchor_at: string | null
     interval: string | null
     paused_at: string | null
+    has_pending_events: boolean | null
     data: Record<string, unknown> | null
     created_at: string
     updated_at: string
@@ -128,9 +129,7 @@ function ScheduledExpandedRow({ item, patchUrl, onSaved }: ScheduledExpandedRowP
                                         {formatDate(preferences, item.scheduled_at, "PPpp")}
                                     </span>
                                 </DateTimeEdit>
-                                {!item.paused_at &&
-                                    item.scheduled_at &&
-                                    new Date(item.scheduled_at) <= new Date() && (
+                                {!item.paused_at && item.has_pending_events && (
                                         <Tooltip>
                                             <TooltipTrigger asChild>
                                                 <span className="inline-flex items-center gap-1 text-xs text-blue-600 dark:text-blue-400">
@@ -484,10 +483,7 @@ export default function ScheduledDetailTable({
                                                             {t("paused", "Paused")}
                                                         </Badge>
                                                     )}
-                                                    {!item.paused_at &&
-                                                        item.scheduled_at &&
-                                                        new Date(item.scheduled_at) <=
-                                                            new Date() && (
+                                                    {!item.paused_at && item.has_pending_events && (
                                                             <Tooltip>
                                                                 <TooltipTrigger asChild>
                                                                     <Badge
diff --git a/internal/http/controllers/v1/management/scheduled.go b/internal/http/controllers/v1/management/scheduled.go
index ddedc27f..6e7d4fae 100644
--- a/internal/http/controllers/v1/management/scheduled.go
+++ b/internal/http/controllers/v1/management/scheduled.go
@@ -269,17 +269,17 @@ func (srv *ScheduledController) GetUserScheduled(w http.ResponseWriter, r *http.
 
 	logger.Info("user schedules listed", zap.Int("total", total), zap.Int("count", len(items)))
 
-	results := make([]oapi.UserScheduled, len(items))
+	results := make([]scheduledResponse, len(items))
 	for i, item := range items {
 		results[i] = userScheduleToOAPI(item)
 	}
 
-	json.Write(w, http.StatusOK, oapi.UserScheduledList{
-		Results: results,
-		Total:   total,
-		Limit:   pagination.Limit,
-		Offset:  pagination.Offset,
-	})
+	json.Write(w, http.StatusOK, struct {
+		Results []scheduledResponse `json:"results"`
+		Total   int                 `json:"total"`
+		Limit   int                 `json:"limit"`
+		Offset  int                 `json:"offset"`
+	}{Results: results, Total: total, Limit: pagination.Limit, Offset: pagination.Offset})
 }
 
 // UpsertUserScheduled creates or updates a scheduled instance for a specific user.
@@ -548,17 +548,17 @@ func (srv *ScheduledController) GetOrganizationScheduled(w http.ResponseWriter,
 
 	logger.Info("organization schedules listed", zap.Int("total", total), zap.Int("count", len(items)))
 
-	results := make([]oapi.UserScheduled, len(items))
+	results := make([]scheduledResponse, len(items))
 	for i, item := range items {
 		results[i] = orgScheduleToOAPI(item)
 	}
 
-	json.Write(w, http.StatusOK, oapi.UserScheduledList{
-		Results: results,
-		Total:   total,
-		Limit:   pagination.Limit,
-		Offset:  pagination.Offset,
-	})
+	json.Write(w, http.StatusOK, struct {
+		Results []scheduledResponse `json:"results"`
+		Total   int                 `json:"total"`
+		Limit   int                 `json:"limit"`
+		Offset  int                 `json:"offset"`
+	}{Results: results, Total: total, Limit: pagination.Limit, Offset: pagination.Offset})
 }
 
 // UpsertOrganizationScheduled creates or updates a scheduled instance for a specific organization.
@@ -782,19 +782,29 @@ func (srv *ScheduledController) UpdateOrganizationScheduled(w http.ResponseWrite
 	json.Write(w, http.StatusOK, orgScheduleToOAPI(*updated))
 }
 
+// scheduledResponse embeds the generated OAPI type and adds computed fields
+// that don't belong in the public spec.
+type scheduledResponse struct {
+	oapi.UserScheduled
+	HasPendingEvents bool `json:"has_pending_events"`
+}
+
 // userScheduleToOAPI converts a store UserSchedule to the OAPI UserScheduled type.
-func userScheduleToOAPI(us subjects.UserSchedule) oapi.UserScheduled {
-	result := oapi.UserScheduled{
-		Id:          us.ID,
-		UserId:      us.UserID,
-		ScheduledId: us.ScheduleID,
-		Data:        us.Data,
-		Interval:    us.Interval,
-		StartAt:     us.StartAt,
-		AnchorAt:    us.AnchorAt,
-		PausedAt:    us.PausedAt,
-		CreatedAt:   us.CreatedAt,
-		UpdatedAt:   us.UpdatedAt,
+func userScheduleToOAPI(us subjects.UserSchedule) scheduledResponse {
+	result := scheduledResponse{
+		UserScheduled: oapi.UserScheduled{
+			Id:          us.ID,
+			UserId:      us.UserID,
+			ScheduledId: us.ScheduleID,
+			Data:        us.Data,
+			Interval:    us.Interval,
+			StartAt:     us.StartAt,
+			AnchorAt:    us.AnchorAt,
+			PausedAt:    us.PausedAt,
+			CreatedAt:   us.CreatedAt,
+			UpdatedAt:   us.UpdatedAt,
+		},
+		HasPendingEvents: us.HasPendingEvents,
 	}
 	if us.ScheduledAt != nil {
 		result.ScheduledAt = *us.ScheduledAt
@@ -808,18 +818,21 @@ func userScheduleToOAPI(us subjects.UserSchedule) oapi.UserScheduled {
 
 // orgScheduleToOAPI converts a store OrganizationSchedule to the OAPI UserScheduled type.
 // Reuses UserScheduled since the wire format is the same; UserId carries OrganizationID.
-func orgScheduleToOAPI(os subjects.OrganizationSchedule) oapi.UserScheduled {
-	result := oapi.UserScheduled{
-		Id:          os.ID,
-		UserId:      os.OrganizationID,
-		ScheduledId: os.ScheduleID,
-		Data:        os.Data,
-		Interval:    os.Interval,
-		StartAt:     os.StartAt,
-		AnchorAt:    os.AnchorAt,
-		PausedAt:    os.PausedAt,
-		CreatedAt:   os.CreatedAt,
-		UpdatedAt:   os.UpdatedAt,
+func orgScheduleToOAPI(os subjects.OrganizationSchedule) scheduledResponse {
+	result := scheduledResponse{
+		UserScheduled: oapi.UserScheduled{
+			Id:          os.ID,
+			UserId:      os.OrganizationID,
+			ScheduledId: os.ScheduleID,
+			Data:        os.Data,
+			Interval:    os.Interval,
+			StartAt:     os.StartAt,
+			AnchorAt:    os.AnchorAt,
+			PausedAt:    os.PausedAt,
+			CreatedAt:   os.CreatedAt,
+			UpdatedAt:   os.UpdatedAt,
+		},
+		HasPendingEvents: os.HasPendingEvents,
 	}
 	if os.ScheduledAt != nil {
 		result.ScheduledAt = *os.ScheduledAt
diff --git a/internal/store/subjects/scheduled.go b/internal/store/subjects/scheduled.go
index c02f7808..54f3ef5a 100644
--- a/internal/store/subjects/scheduled.go
+++ b/internal/store/subjects/scheduled.go
@@ -49,18 +49,19 @@ type ScheduleOffset struct {
 
 // UserSchedule represents a user's assignment to a schedule.
 type UserSchedule struct {
-	ID          uuid.UUID       `db:"id" json:"id"`
-	UserID      uuid.UUID       `db:"user_id" json:"user_id"`
-	ScheduleID  uuid.UUID       `db:"schedule_id" json:"schedule_id"`
-	ScheduledAt *time.Time      `db:"scheduled_at" json:"scheduled_at,omitempty"` // fire time for single
-	StartAt     *time.Time      `db:"start_at" json:"start_at,omitempty"`         // start of interval for recurring (historical, never mutated after creation)
-	AnchorAt    *time.Time      `db:"anchor_at" json:"anchor_at,omitempty"`       // computation base for occurrence (scheduled_at = anchor_at + occurrence * interval)
-	Interval    *string         `db:"interval" json:"interval,omitempty"`         // duration string for recurring (e.g. "1 month", "30 days")
-	Occurrence  int             `db:"occurrence" json:"occurrence"`               // number of intervals advanced from anchor_at
-	Data        json.RawMessage `db:"data" json:"data"`
-	PausedAt    *time.Time      `db:"paused_at" json:"paused_at,omitempty"`
-	CreatedAt   time.Time       `db:"created_at" json:"created_at"`
-	UpdatedAt   time.Time       `db:"updated_at" json:"updated_at"`
+	ID               uuid.UUID       `db:"id" json:"id"`
+	UserID           uuid.UUID       `db:"user_id" json:"user_id"`
+	ScheduleID       uuid.UUID       `db:"schedule_id" json:"schedule_id"`
+	ScheduledAt      *time.Time      `db:"scheduled_at" json:"scheduled_at,omitempty"` // fire time for single
+	StartAt          *time.Time      `db:"start_at" json:"start_at,omitempty"`         // start of interval for recurring (historical, never mutated after creation)
+	AnchorAt         *time.Time      `db:"anchor_at" json:"anchor_at,omitempty"`       // computation base for occurrence (scheduled_at = anchor_at + occurrence * interval)
+	Interval         *string         `db:"interval" json:"interval,omitempty"`         // duration string for recurring (e.g. "1 month", "30 days")
+	Occurrence       int             `db:"occurrence" json:"occurrence"`               // number of intervals advanced from anchor_at
+	Data             json.RawMessage `db:"data" json:"data"`
+	PausedAt         *time.Time      `db:"paused_at" json:"paused_at,omitempty"`
+	HasPendingEvents bool            `db:"has_pending_events" json:"has_pending_events"`
+	CreatedAt        time.Time       `db:"created_at" json:"created_at"`
+	UpdatedAt        time.Time       `db:"updated_at" json:"updated_at"`
 }
 
 // ScheduledEvent represents a pre-computed event to be fired by the scheduler.
@@ -89,18 +90,19 @@ type DueScheduledEvent struct {
 
 // OrganizationSchedule represents an organization's assignment to a schedule.
 type OrganizationSchedule struct {
-	ID             uuid.UUID       `db:"id" json:"id"`
-	OrganizationID uuid.UUID       `db:"organization_id" json:"organization_id"`
-	ScheduleID     uuid.UUID       `db:"schedule_id" json:"schedule_id"`
-	ScheduledAt    *time.Time      `db:"scheduled_at" json:"scheduled_at,omitempty"`
-	StartAt        *time.Time      `db:"start_at" json:"start_at,omitempty"`
-	AnchorAt       *time.Time      `db:"anchor_at" json:"anchor_at,omitempty"` // computation base for occurrence (scheduled_at = anchor_at + occurrence * interval)
-	Interval       *string         `db:"interval" json:"interval,omitempty"`
-	Occurrence     int             `db:"occurrence" json:"occurrence"` // number of intervals advanced from anchor_at
-	Data           json.RawMessage `db:"data" json:"data"`
-	PausedAt       *time.Time      `db:"paused_at" json:"paused_at,omitempty"`
-	CreatedAt      time.Time       `db:"created_at" json:"created_at"`
-	UpdatedAt      time.Time       `db:"updated_at" json:"updated_at"`
+	ID               uuid.UUID       `db:"id" json:"id"`
+	OrganizationID   uuid.UUID       `db:"organization_id" json:"organization_id"`
+	ScheduleID       uuid.UUID       `db:"schedule_id" json:"schedule_id"`
+	ScheduledAt      *time.Time      `db:"scheduled_at" json:"scheduled_at,omitempty"`
+	StartAt          *time.Time      `db:"start_at" json:"start_at,omitempty"`
+	AnchorAt         *time.Time      `db:"anchor_at" json:"anchor_at,omitempty"` // computation base for occurrence (scheduled_at = anchor_at + occurrence * interval)
+	Interval         *string         `db:"interval" json:"interval,omitempty"`
+	Occurrence       int             `db:"occurrence" json:"occurrence"` // number of intervals advanced from anchor_at
+	Data             json.RawMessage `db:"data" json:"data"`
+	PausedAt         *time.Time      `db:"paused_at" json:"paused_at,omitempty"`
+	HasPendingEvents bool            `db:"has_pending_events" json:"has_pending_events"`
+	CreatedAt        time.Time       `db:"created_at" json:"created_at"`
+	UpdatedAt        time.Time       `db:"updated_at" json:"updated_at"`
 }
 
 // OrgScheduledEvent represents a pre-computed event for an organization schedule.
@@ -677,6 +679,10 @@ func (s *ScheduledStore) ListUserSchedules(ctx context.Context, projectID, userI
 	SELECT
 		us.id, us.user_id, us.schedule_id, us.scheduled_at, us.start_at, us.anchor_at, us.interval,
 		us.occurrence, COALESCE(us.data, '{}'::jsonb) AS data, us.paused_at, us.created_at, us.updated_at,
+		EXISTS (
+			SELECT 1 FROM user_scheduled_events use
+			WHERE use.user_schedule_id = us.id AND use.fired_at IS NULL
+		) AS has_pending_events,
 		COUNT(*) OVER () AS total_count
 	FROM user_schedules us
 	INNER JOIN schedules sc ON us.schedule_id = sc.id
@@ -1280,6 +1286,10 @@ func (s *ScheduledStore) ListOrganizationSchedules(ctx context.Context, projectI
 	SELECT
 		os.id, os.organization_id, os.schedule_id, os.scheduled_at, os.start_at, os.anchor_at, os.interval,
 		os.occurrence, COALESCE(os.data, '{}'::jsonb) AS data, os.paused_at, os.created_at, os.updated_at,
+		EXISTS (
+			SELECT 1 FROM organization_scheduled_events ose
+			WHERE ose.organization_schedule_id = os.id AND ose.fired_at IS NULL
+		) AS has_pending_events,
 		COUNT(*) OVER () AS total_count
 	FROM organization_schedules os
 	INNER JOIN schedules sc ON os.schedule_id = sc.id