update see calss

apps/api/internal/processing/categorize_ai.go

@@ -5,6 +5,8 @@ import (
 	"log"
 	"sort"
 	"strings"
+
+	"github.com/descrybe/descrybe-v2/apps/api/internal/aiaudit"
 )
 
 // MaxCategorizeOptions caps the taxonomy list injected into the categorize LLM
@@ -255,7 +257,9 @@ func runCategorizeStep(ctx context.Context, e *Engine, companyID string, out *St
 	if strings.TrimSpace(out.Category) != "" {
 		return
 	}
-	tryAICategorize(ctx, e, out, in, policy)
+	// Taxonomy picks and copy generation share one Completer; tag the role so the
+	// admin inspector can tell them apart.
+	tryAICategorize(aiaudit.WithCall(ctx, aiaudit.CallContext{Role: aiaudit.RoleCategorize}), e, out, in, policy)
 	if strings.TrimSpace(out.Category) == "" {
 		appendStepLog(out.GPTResponse, StepCategorize, map[string]any{
 			"status": "unset",