diff --git a/filter/audit.go b/filter/audit.go
index fb34bd5..ef95d16 100644
--- a/filter/audit.go
+++ b/filter/audit.go
@@ -12,17 +12,14 @@ import (
 
 	"github.com/matrix-org/gomatrixserverlib"
 	"github.com/matrix-org/policyserv/filter/classification"
-	"github.com/matrix-org/policyserv/filter/confidence"
 	"github.com/matrix-org/policyserv/notifiers"
 )
 
 type auditContext struct {
-	Event              gomatrixserverlib.PDU
-	IsSpam             bool
-	FinalVectors       confidence.Vectors
-	IncrementalVectors []confidence.Vectors
-	FilterResponses    map[string][]classification.Classification
-	CommunityId        string
+	Event           gomatrixserverlib.PDU
+	IsSpam          bool
+	FilterResponses map[string][]classification.Classification
+	CommunityId     string
 
 	lock     sync.Mutex // use a lock instead of a sync.Map because sync.Map doesn't support generics (and library support appears lacking in quality)
 	notifier notifiers.MatrixNotifier
@@ -30,14 +27,12 @@ type auditContext struct {
 
 func newAuditContext(notifier notifiers.MatrixNotifier, communityId string, event gomatrixserverlib.PDU) (*auditContext, error) {
 	return &auditContext{
-		Event:              event,
-		FilterResponses:    make(map[string][]classification.Classification),
-		IncrementalVectors: make([]confidence.Vectors, 0),
-		CommunityId:        communityId,
+		Event:           event,
+		FilterResponses: make(map[string][]classification.Classification),
+		CommunityId:     communityId,
 
 		// Populated later
-		IsSpam:       false,
-		FinalVectors: nil,
+		IsSpam: false,
 
 		// Internal
 		lock:     sync.Mutex{},
@@ -51,12 +46,6 @@ func (c *auditContext) AppendFilterResponse(filterName string, classifications [
 	c.FilterResponses[filterName] = classifications
 }
 
-func (c *auditContext) AppendSetGroupVectors(vectors confidence.Vectors) {
-	c.lock.Lock()
-	defer c.lock.Unlock()
-	c.IncrementalVectors = append(c.IncrementalVectors, vectors)
-}
-
 func (c *auditContext) Publish() error {
 	c.lock.Lock()
 	defer c.lock.Unlock()
diff --git a/filter/set.go b/filter/set.go
index f48c38c..22903c9 100644
--- a/filter/set.go
+++ b/filter/set.go
@@ -137,10 +137,7 @@ func (s *Set) CheckEvent(ctx context.Context, event gomatrixserverlib.PDU, media
 			return nil, errors.Join(fmt.Errorf("error at group %d", i), err)
 		}
 		vecs = s.combineVectors(vecs, v)
-
-		auditCtx.AppendSetGroupVectors(v)
 	}
-	auditCtx.FinalVectors = vecs
 	auditCtx.IsSpam = s.IsSpamResponse(ctx, vecs)
 	go func(auditCtx *auditContext, s *Set) { // run the audit publishing async to avoid blocking the hot path any more than required
 		err := auditCtx.Publish()