diff --git a/pkg/agent/pipeline_streaming.go b/pkg/agent/pipeline_streaming.go
index 115cbffcb..5457e4723 100644
--- a/pkg/agent/pipeline_streaming.go
+++ b/pkg/agent/pipeline_streaming.go
@@ -54,6 +54,7 @@ func (p *Pipeline) tryConfiguredStreamingLLM(
 		channel:   ts.channel,
 		chatID:    ts.chatID,
 		modelName: exec.llmModelName,
+		ts:        ts,
 	}
 
 	logger.DebugCF("agent", "configured streaming enabled", map[string]any{
@@ -376,6 +377,7 @@ type streamingChunkPublisher struct {
 	published          bool
 	reasoningPublished bool
 	err                error
+	ts                 *turnState
 }
 
 func (p *streamingChunkPublisher) Update(ctx context.Context, accumulated string) {
@@ -445,6 +447,11 @@ func (p *streamingChunkPublisher) Finalize(ctx context.Context, content string,
 	if setter, ok := p.streamer.(interface{ SetModelName(modelName string) }); ok {
 		setter.SetModelName(p.modelName)
 	}
+	if usage := p.ts.GetLastUsage(); usage != nil {
+		if setter, ok := p.streamer.(interface{ SetTurnUsage(in, out int) }); ok {
+			setter.SetTurnUsage(usage.PromptTokens, usage.CompletionTokens)
+		}
+	}
 	var err error
 	if streamer, ok := p.streamer.(bus.ContextUsageStreamer); ok {
 		err = streamer.FinalizeWithContext(ctx, content, contextUsage)
diff --git a/pkg/channels/pico/pico.go b/pkg/channels/pico/pico.go
index b11befae1..a39143e33 100644
--- a/pkg/channels/pico/pico.go
+++ b/pkg/channels/pico/pico.go
@@ -105,6 +105,8 @@ type PicoChannel struct {
 	cancel             context.CancelFunc
 	progress           *channels.ToolFeedbackAnimator
 	deleteMessageFn    func(context.Context, string, string) error
+	// broadcastFn lets tests intercept outbound broadcasts. nil → broadcastToSession.
+	broadcastFn func(chatID string, msg PicoMessage) error
 }
 
 // NewPicoChannel creates a new Pico Protocol channel.
@@ -674,8 +676,9 @@ func (s *picoStreamer) sendLocked(ctx context.Context, content string, contextUs
 			payload[PayloadKeyModelName] = s.modelName
 		}
 		setContextUsagePayload(payload, contextUsage)
+		setTurnUsagePayload(payload, s.turnInputTokens, s.turnOutputTokens)
 		outMsg := newMessage(TypeMessageCreate, payload)
-		if err := s.channel.broadcastToSession(s.chatID, outMsg); err != nil {
+		if err := s.channel.broadcast(s.chatID, outMsg); err != nil {
 			return err
 		}
 	} else if content != s.lastContent || contextUsage != nil {
@@ -686,6 +689,7 @@ func (s *picoStreamer) sendLocked(ctx context.Context, content string, contextUs
 		if s.modelName != "" {
 			payload[PayloadKeyModelName] = s.modelName
 		}
+		setTurnUsagePayload(payload, s.turnInputTokens, s.turnOutputTokens)
 		if err := s.channel.editMessagePayload(ctx, s.chatID, s.messageID, payload, contextUsage); err != nil {
 			return err
 		}
@@ -945,6 +949,14 @@ func (c *PicoChannel) handleMediaDownload(w http.ResponseWriter, r *http.Request
 	http.ServeContent(w, r, filename, info.ModTime(), file)
 }
 
+// broadcast routes through broadcastFn when set (tests), else broadcastToSession.
+func (c *PicoChannel) broadcast(chatID string, msg PicoMessage) error {
+	if c.broadcastFn != nil {
+		return c.broadcastFn(chatID, msg)
+	}
+	return c.broadcastToSession(chatID, msg)
+}
+
 // broadcastToSession sends a message to all connections with a matching session.
 func (c *PicoChannel) broadcastToSession(chatID string, msg PicoMessage) error {
 	// chatID format: "pico:<sessionID>"
diff --git a/pkg/channels/pico/pico_usage_test.go b/pkg/channels/pico/pico_usage_test.go
index ae2d9749a..444fb49f6 100644
--- a/pkg/channels/pico/pico_usage_test.go
+++ b/pkg/channels/pico/pico_usage_test.go
@@ -1,6 +1,9 @@
 package pico
 
-import "testing"
+import (
+	"context"
+	"testing"
+)
 
 func TestSetTurnUsagePayload(t *testing.T) {
 	t.Run("populates usage block when counts present", func(t *testing.T) {
@@ -34,3 +37,33 @@ func TestSetTurnUsagePayload(t *testing.T) {
 		}
 	})
 }
+
+// newCaptureStreamer returns a streamer whose broadcasts are captured into the
+// returned map pointer, so tests need no live websocket.
+func newCaptureStreamer() (*picoStreamer, *map[string]any) {
+	var last map[string]any
+	ch := &PicoChannel{}
+	ch.broadcastFn = func(chatID string, msg PicoMessage) error {
+		last = msg.Payload
+		return nil
+	}
+	s := &picoStreamer{channel: ch, chatID: "c1"}
+	return s, &last
+}
+
+func TestStreamerEmitsUsageOnFinalize(t *testing.T) {
+	s, last := newCaptureStreamer()
+	s.SetTurnUsage(100, 40)
+
+	// sendLocked with empty messageID takes the create branch, which attaches
+	// usage from the streamer's stored counts.
+	s.mu.Lock()
+	err := s.sendLocked(context.Background(), "answer", nil)
+	s.mu.Unlock()
+	if err != nil {
+		t.Fatalf("sendLocked: %v", err)
+	}
+	if _, ok := (*last)[PayloadKeyUsage]; !ok {
+		t.Fatalf("expected usage in payload, got %+v", *last)
+	}
+}