diff --git a/backend/background/jobs/event_embeddings.go b/backend/background/jobs/event_embeddings.go
new file mode 100644
index 00000000..4c3da1a8
--- /dev/null
+++ b/backend/background/jobs/event_embeddings.go
@@ -0,0 +1,55 @@
+package jobs
+
+import (
+	"context"
+	"fmt"
+	"log/slog"
+	"time"
+
+	"github.com/GenerateNU/sac/backend/background"
+	"github.com/GenerateNU/sac/backend/entities/models"
+	"github.com/GenerateNU/sac/backend/search"
+
+	"github.com/GenerateNU/sac/backend/constants"
+)
+
+// Generate event embeddings for events that did not receive them when being created or updated. This could occur in the case of
+// mock data (which is uploaded to postgres directly, doesn't go through the app), or in the case OpenAI API goes down (service outage, bad api key, etc)
+func (j *Jobs) EventEmbeddings(ctx context.Context) background.JobFunc {
+	return func() {
+		t := time.NewTicker(constants.EMBEDDINGS_GENERATION_INTERVAL)
+
+		for range t.C {
+			func() {
+				tx := j.db.WithContext(ctx).Begin()
+				defer func() {
+					if r := recover(); r != nil {
+						tx.Rollback()
+					}
+				}()
+
+				var event models.Event
+				if err := tx.Raw("SELECT * FROM events WHERE embedding IS NULL FOR UPDATE SKIP LOCKED LIMIT 1").Scan(&event).Error; err != nil {
+					tx.Rollback()
+					return
+				}
+
+				if event.Name == "" && event.Preview == "" && event.Description == "" { // empty club
+					tx.Rollback()
+					return
+				}
+
+				slog.Info(fmt.Sprintf("Generating embeddings for event '%s' (%s)", event.Name, event.ID.String()))
+
+				if err := search.UpsertEventEmbedding(tx, j.search, &event); err != nil {
+					tx.Rollback()
+					return
+				}
+
+				if err := tx.Commit().Error; err != nil {
+					return
+				}
+			}()
+		}
+	}
+}
diff --git a/backend/main.go b/backend/main.go
index eb005c6e..43f2a0a4 100644
--- a/backend/main.go
+++ b/backend/main.go
@@ -96,6 +96,7 @@ func startBackgroundJobs(ctx context.Context, db *gorm.DB, settings *config.Sett
 	jobs := jobs.New(db, settings)
 	background.Go(jobs.WelcomeSender(ctx))
 	background.Go(jobs.ClubEmbeddings(ctx))
+	background.Go(jobs.EventEmbeddings(ctx))
 }
 
 func configureIntegrations(config *config.Integrations) *integrations.Integrations {
diff --git a/backend/search/embeddings.go b/backend/search/embeddings.go
index 4e9698a1..e37a1615 100644
--- a/backend/search/embeddings.go
+++ b/backend/search/embeddings.go
@@ -13,6 +13,7 @@ import (
 	"github.com/goccy/go-json"
 	"github.com/gofiber/fiber/v2"
 	"gorm.io/gorm"
+	"gorm.io/gorm/logger"
 )
 
 type CreateEmbeddingRequestBody struct {
@@ -41,7 +42,10 @@ func UpsertClubEmbedding(db *gorm.DB, s *config.SearchSettings, club *models.Clu
 	queryString := fmt.Sprintf(
 		"UPDATE clubs SET embedding = '[%s]' WHERE id = '%s'", embeddingStr, club.ID.String())
 
-	if err := db.Exec(queryString).Error; err != nil {
+	// Keep stdout/logs clean, don't output 512 floats
+	session := db.Session(&gorm.Session{Logger: logger.Default.LogMode(logger.Error)})
+
+	if err := session.Exec(queryString).Error; err != nil {
 		return err
 	}
 
@@ -60,7 +64,10 @@ func UpsertEventEmbedding(db *gorm.DB, s *config.SearchSettings, event *models.E
 	queryString := fmt.Sprintf(
 		"UPDATE events SET embedding = '[%s]' WHERE id = '%s'", embeddingStr, event.ID.String())
 
-	if err := db.Exec(queryString).Error; err != nil {
+	// Keep stdout/logs clean, don't output 512 floats
+	session := db.Session(&gorm.Session{Logger: logger.Default.LogMode(logger.Error)})
+
+	if err := session.Exec(queryString).Error; err != nil {
 		return err
 	}