update see calss

apps/api/internal/processing/pipeline.go

@@ -9,6 +9,7 @@ import (
 	"strings"
 	"time"
 
+	"github.com/descrybe/descrybe-v2/apps/api/internal/aiaudit"
 	"github.com/descrybe/descrybe-v2/apps/api/internal/aiprompts"
 	"github.com/descrybe/descrybe-v2/apps/api/internal/billing"
 	"github.com/descrybe/descrybe-v2/apps/api/internal/catalog"
@@ -588,15 +589,23 @@ func (p *Pipeline) RetryJob(ctx context.Context, companyID, id uuid.UUID) (Job,
 // Terminal job statuses (completed/cancelled/failed) are no-ops — RetryJob requeues work.
 func (p *Pipeline) ProcessJob(ctx context.Context, jobID uuid.UUID) error {
 	var companyID uuid.UUID
+	var jobUserID *uuid.UUID
 	var status, processingType string
 	var alreadyProcessed int
 	err := p.Pool.QueryRow(ctx, `
-		SELECT company_id, status, processing_type, processed_products
+		SELECT company_id, user_id, status, processing_type, processed_products
 		FROM processing_jobs WHERE id = $1`, jobID).
-		Scan(&companyID, &status, &processingType, &alreadyProcessed)
+		Scan(&companyID, &jobUserID, &status, &processingType, &alreadyProcessed)
 	if err != nil {
 		return err
 	}
+	// Tag every LLM call this job makes so the admin AI inspector can group them
+	// by tenant, job and the user who started it (internal/aiaudit).
+	auditCall := aiaudit.CallContext{CompanyID: companyID, JobID: jobID, Role: aiaudit.RoleProcessing}
+	if jobUserID != nil {
+		auditCall.UserID = *jobUserID
+	}
+	ctx = aiaudit.WithCall(ctx, auditCall)
 	if !IsProcessableJobStatus(status) {
 		log.Printf("processing: skip job=%s status=%s reason=not_processable", jobID, status)
 		return nil
@@ -1439,6 +1448,9 @@ func (p *Pipeline) processOne(ctx context.Context, companyID, jobID uuid.UUID, i
 	if it == nil {
 		return false, 0, StepResult{}, fmt.Errorf("processing: nil job item")
 	}
+	// Narrow the job-level audit tag to this product so captured prompts are
+	// addressable per item, not just per job.
+	ctx = aiaudit.WithCall(ctx, aiaudit.CallContext{RawProductID: it.RawID})
 	gtin := it.gtin
 	mappedBytes := it.mappedBytes
 	rawBytes := it.rawBytes