diff --git a/internal/ai/nsfw/model.go b/internal/ai/nsfw/model.go
index 54a910252..19d1af5ce 100644
--- a/internal/ai/nsfw/model.go
+++ b/internal/ai/nsfw/model.go
@@ -47,7 +47,7 @@ func (m *Model) File(fileName string) (result Result, err error) {
 
 	var img []byte
 
-	if img, err = os.ReadFile(fileName); err != nil {
+	if img, err = os.ReadFile(fileName); err != nil { //nolint:gosec // fileName is provided by trusted callers; reading local test fixtures is intentional
 		return result, err
 	}
 
@@ -109,7 +109,7 @@ func (m *Model) Run(img []byte) (result Result, err error) {
 	return result, nil
 }
 
-// Init initialises tensorflow models if not disabled
+// Init initializes tensorflow models if not disabled.
 func (m *Model) Init() (err error) {
 	if m.disabled {
 		return nil
@@ -133,13 +133,17 @@ func (m *Model) loadModel() error {
 
 	if len(m.meta.Tags) == 0 {
 		infos, err := tensorflow.GetModelTagsInfo(m.modelPath)
-		if err != nil {
+
+		switch {
+		case err != nil:
 			log.Errorf("nsfw: could not get the model info at %s: %v", clean.Log(m.modelPath))
-		} else if len(infos) == 1 {
+		case len(infos) == 1:
 			log.Debugf("nsfw: model info: %+v", infos[0])
 			m.meta.Merge(&infos[0])
-		} else {
+		case len(infos) > 1:
 			log.Warnf("nsfw: found %d metagraphs... that's too many", len(infos))
+		default:
+			log.Warnf("nsfw: no metagraphs found in %s", clean.Log(m.modelPath))
 		}
 	}
 
@@ -179,7 +183,7 @@ func (m *Model) loadModel() error {
 
 func (m *Model) loadLabels(modelPath string) (err error) {
 	m.labels, err = tensorflow.LoadLabels(modelPath, int(m.meta.Output.NumOutputs))
-	return nil
+	return err
 }
 
 func (m *Model) getLabels(p []float32) Result {
diff --git a/internal/ai/nsfw/nsfw.go b/internal/ai/nsfw/nsfw.go
index 9853b5635..7b7d9f3b1 100644
--- a/internal/ai/nsfw/nsfw.go
+++ b/internal/ai/nsfw/nsfw.go
@@ -28,6 +28,7 @@ import (
 	"github.com/photoprism/photoprism/internal/event"
 )
 
+// Thresholds for classifying NSFW scores.
 const (
 	ThresholdSafe   = 0.75
 	ThresholdMedium = 0.85
@@ -36,6 +37,7 @@ const (
 
 var log = event.Log
 
+// Result represents the classification scores returned by the NSFW model.
 type Result struct {
 	Drawing float32
 	Hentai  float32
diff --git a/internal/ai/nsfw/nsfw_test.go b/internal/ai/nsfw/nsfw_test.go
index 1edb6bb45..9f39fc336 100644
--- a/internal/ai/nsfw/nsfw_test.go
+++ b/internal/ai/nsfw/nsfw_test.go
@@ -84,7 +84,7 @@ func TestIsSafe(t *testing.T) {
 				assert.GreaterOrEqual(t, l.Sexy, e.Sexy)
 			}
 
-			isSafe := !(strings.Contains(basename, "porn") || strings.Contains(basename, "hentai"))
+			isSafe := !strings.Contains(basename, "porn") && !strings.Contains(basename, "hentai")
 
 			if isSafe {
 				assert.True(t, l.IsSafe())