diff --git a/.changeset/simulation-turn-entities.md b/.changeset/simulation-turn-entities.md
new file mode 100644
index 000000000..0016d1002
--- /dev/null
+++ b/.changeset/simulation-turn-entities.md
@@ -0,0 +1,7 @@
+---
+"github.com/livekit/protocol": patch
+"@livekit/protocol": patch
+---
+
+`SimulationRun.JobMetrics.Turn.entities`: each key-entity saying in the turn, with what the listener heard and whether it was recognized.
+`SimulationRun.JobMetrics.Turn.item_id`: the agent's chat item id for the turn's first message, so a turn can link to its place in the stored transcript.
diff --git a/livekit/livekit_agent_simulation.pb.go b/livekit/livekit_agent_simulation.pb.go
index 157ccff16..ff5e77d7b 100644
--- a/livekit/livekit_agent_simulation.pb.go
+++ b/livekit/livekit_agent_simulation.pb.go
@@ -2433,8 +2433,17 @@ type SimulationRun_JobMetrics_Turn struct {
 	EotMisprediction  *bool    `protobuf:"varint,15,opt,name=eot_misprediction,json=eotMisprediction,proto3,oneof" json:"eot_misprediction,omitempty"`
 	AwkwardSilence    *bool    `protobuf:"varint,16,opt,name=awkward_silence,json=awkwardSilence,proto3,oneof" json:"awkward_silence,omitempty"`
 	Unanswered        *bool    `protobuf:"varint,17,opt,name=unanswered,proto3,oneof" json:"unanswered,omitempty"`
-	unknownFields     protoimpl.UnknownFields
-	sizeCache         protoimpl.SizeCache
+	// Audio only; needs the text judge. One per saying of a key entity in
+	// this turn, in order, as the other side heard it. Matched over the whole
+	// call's transcript, so a saying spanning turns sits on its first, and
+	// which of an entity's repeated sayings was heard is the alignment's
+	// best guess.
+	Entities []*SimulationRun_JobMetrics_Turn_Entity `protobuf:"bytes,19,rep,name=entities,proto3" json:"entities,omitempty"`
+	// the agent's chat item id for the first message this turn holds, as its
+	// stored transcript carries it; "" without a RemoteSession
+	ItemId        string `protobuf:"bytes,20,opt,name=item_id,json=itemId,proto3" json:"item_id,omitempty"`
+	unknownFields protoimpl.UnknownFields
+	sizeCache     protoimpl.SizeCache
 }
 
 func (x *SimulationRun_JobMetrics_Turn) Reset() {
@@ -2593,6 +2602,80 @@ func (x *SimulationRun_JobMetrics_Turn) GetUnanswered() bool {
 	return false
 }
 
+func (x *SimulationRun_JobMetrics_Turn) GetEntities() []*SimulationRun_JobMetrics_Turn_Entity {
+	if x != nil {
+		return x.Entities
+	}
+	return nil
+}
+
+func (x *SimulationRun_JobMetrics_Turn) GetItemId() string {
+	if x != nil {
+		return x.ItemId
+	}
+	return ""
+}
+
+type SimulationRun_JobMetrics_Turn_Entity struct {
+	state         protoimpl.MessageState `protogen:"open.v1"`
+	Said          string                 `protobuf:"bytes,1,opt,name=said,proto3" json:"said,omitempty"`              // the entity as the speaker said it
+	Heard         string                 `protobuf:"bytes,2,opt,name=heard,proto3" json:"heard,omitempty"`            // the listener's normalized words where it landed; "" if dropped
+	Recognized    bool                   `protobuf:"varint,3,opt,name=recognized,proto3" json:"recognized,omitempty"` // heard with no word errors
+	unknownFields protoimpl.UnknownFields
+	sizeCache     protoimpl.SizeCache
+}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) Reset() {
+	*x = SimulationRun_JobMetrics_Turn_Entity{}
+	mi := &file_livekit_agent_simulation_proto_msgTypes[26]
+	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+	ms.StoreMessageInfo(mi)
+}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*SimulationRun_JobMetrics_Turn_Entity) ProtoMessage() {}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) ProtoReflect() protoreflect.Message {
+	mi := &file_livekit_agent_simulation_proto_msgTypes[26]
+	if x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use SimulationRun_JobMetrics_Turn_Entity.ProtoReflect.Descriptor instead.
+func (*SimulationRun_JobMetrics_Turn_Entity) Descriptor() ([]byte, []int) {
+	return file_livekit_agent_simulation_proto_rawDescGZIP(), []int{1, 1, 4, 0}
+}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) GetSaid() string {
+	if x != nil {
+		return x.Said
+	}
+	return ""
+}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) GetHeard() string {
+	if x != nil {
+		return x.Heard
+	}
+	return ""
+}
+
+func (x *SimulationRun_JobMetrics_Turn_Entity) GetRecognized() bool {
+	if x != nil {
+		return x.Recognized
+	}
+	return false
+}
+
 type SimulationRun_Create_Request struct {
 	state          protoimpl.MessageState `protogen:"open.v1"`
 	ProjectId      string                 `protobuf:"bytes,1,opt,name=project_id,json=projectId,proto3" json:"project_id,omitempty"`
@@ -2630,7 +2713,7 @@ type SimulationRun_Create_Request struct {
 
 func (x *SimulationRun_Create_Request) Reset() {
 	*x = SimulationRun_Create_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[26]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[27]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2642,7 +2725,7 @@ func (x *SimulationRun_Create_Request) String() string {
 func (*SimulationRun_Create_Request) ProtoMessage() {}
 
 func (x *SimulationRun_Create_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[26]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[27]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -2773,7 +2856,7 @@ type SimulationRun_Create_Response struct {
 
 func (x *SimulationRun_Create_Response) Reset() {
 	*x = SimulationRun_Create_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[27]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[28]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2785,7 +2868,7 @@ func (x *SimulationRun_Create_Response) String() string {
 func (*SimulationRun_Create_Response) ProtoMessage() {}
 
 func (x *SimulationRun_Create_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[27]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[28]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -2826,7 +2909,7 @@ type SimulationRun_ConfirmSourceUpload_Request struct {
 
 func (x *SimulationRun_ConfirmSourceUpload_Request) Reset() {
 	*x = SimulationRun_ConfirmSourceUpload_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[28]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[29]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2838,7 +2921,7 @@ func (x *SimulationRun_ConfirmSourceUpload_Request) String() string {
 func (*SimulationRun_ConfirmSourceUpload_Request) ProtoMessage() {}
 
 func (x *SimulationRun_ConfirmSourceUpload_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[28]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[29]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -2883,7 +2966,7 @@ type SimulationRun_ConfirmSourceUpload_Response struct {
 
 func (x *SimulationRun_ConfirmSourceUpload_Response) Reset() {
 	*x = SimulationRun_ConfirmSourceUpload_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[29]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[30]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2895,7 +2978,7 @@ func (x *SimulationRun_ConfirmSourceUpload_Response) String() string {
 func (*SimulationRun_ConfirmSourceUpload_Response) ProtoMessage() {}
 
 func (x *SimulationRun_ConfirmSourceUpload_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[29]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[30]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -2921,7 +3004,7 @@ type SimulationRun_Get_Request struct {
 
 func (x *SimulationRun_Get_Request) Reset() {
 	*x = SimulationRun_Get_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[30]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[31]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2933,7 +3016,7 @@ func (x *SimulationRun_Get_Request) String() string {
 func (*SimulationRun_Get_Request) ProtoMessage() {}
 
 func (x *SimulationRun_Get_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[30]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[31]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -2972,7 +3055,7 @@ type SimulationRun_Get_Response struct {
 
 func (x *SimulationRun_Get_Response) Reset() {
 	*x = SimulationRun_Get_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[31]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[32]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -2984,7 +3067,7 @@ func (x *SimulationRun_Get_Response) String() string {
 func (*SimulationRun_Get_Response) ProtoMessage() {}
 
 func (x *SimulationRun_Get_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[31]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[32]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3029,7 +3112,7 @@ type SimulationRun_List_Request struct {
 
 func (x *SimulationRun_List_Request) Reset() {
 	*x = SimulationRun_List_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[32]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[33]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3041,7 +3124,7 @@ func (x *SimulationRun_List_Request) String() string {
 func (*SimulationRun_List_Request) ProtoMessage() {}
 
 func (x *SimulationRun_List_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[32]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[33]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3116,7 +3199,7 @@ type SimulationRun_List_Response struct {
 
 func (x *SimulationRun_List_Response) Reset() {
 	*x = SimulationRun_List_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[33]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[34]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3128,7 +3211,7 @@ func (x *SimulationRun_List_Response) String() string {
 func (*SimulationRun_List_Response) ProtoMessage() {}
 
 func (x *SimulationRun_List_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[33]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[34]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3176,7 +3259,7 @@ type SimulationRun_Counts_Request struct {
 
 func (x *SimulationRun_Counts_Request) Reset() {
 	*x = SimulationRun_Counts_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[34]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[35]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3188,7 +3271,7 @@ func (x *SimulationRun_Counts_Request) String() string {
 func (*SimulationRun_Counts_Request) ProtoMessage() {}
 
 func (x *SimulationRun_Counts_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[34]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[35]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3261,7 +3344,7 @@ type SimulationRun_Counts_Response struct {
 
 func (x *SimulationRun_Counts_Response) Reset() {
 	*x = SimulationRun_Counts_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[35]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[36]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3273,7 +3356,7 @@ func (x *SimulationRun_Counts_Response) String() string {
 func (*SimulationRun_Counts_Response) ProtoMessage() {}
 
 func (x *SimulationRun_Counts_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[35]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[36]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3313,7 +3396,7 @@ type SimulationRun_Counts_Bucket struct {
 
 func (x *SimulationRun_Counts_Bucket) Reset() {
 	*x = SimulationRun_Counts_Bucket{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[36]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[37]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3325,7 +3408,7 @@ func (x *SimulationRun_Counts_Bucket) String() string {
 func (*SimulationRun_Counts_Bucket) ProtoMessage() {}
 
 func (x *SimulationRun_Counts_Bucket) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[36]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[37]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3365,7 +3448,7 @@ type SimulationRun_Cancel_Request struct {
 
 func (x *SimulationRun_Cancel_Request) Reset() {
 	*x = SimulationRun_Cancel_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[37]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[38]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3377,7 +3460,7 @@ func (x *SimulationRun_Cancel_Request) String() string {
 func (*SimulationRun_Cancel_Request) ProtoMessage() {}
 
 func (x *SimulationRun_Cancel_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[37]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[38]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3415,7 +3498,7 @@ type SimulationRun_Cancel_Response struct {
 
 func (x *SimulationRun_Cancel_Response) Reset() {
 	*x = SimulationRun_Cancel_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[38]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[39]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3427,7 +3510,7 @@ func (x *SimulationRun_Cancel_Response) String() string {
 func (*SimulationRun_Cancel_Response) ProtoMessage() {}
 
 func (x *SimulationRun_Cancel_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[38]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[39]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3451,7 +3534,7 @@ type Scenario_CreateFromSession struct {
 
 func (x *Scenario_CreateFromSession) Reset() {
 	*x = Scenario_CreateFromSession{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[39]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[40]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3463,7 +3546,7 @@ func (x *Scenario_CreateFromSession) String() string {
 func (*Scenario_CreateFromSession) ProtoMessage() {}
 
 func (x *Scenario_CreateFromSession) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[39]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[40]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3490,7 +3573,7 @@ type Scenario_CreateFromSession_Request struct {
 
 func (x *Scenario_CreateFromSession_Request) Reset() {
 	*x = Scenario_CreateFromSession_Request{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[41]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[42]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3502,7 +3585,7 @@ func (x *Scenario_CreateFromSession_Request) String() string {
 func (*Scenario_CreateFromSession_Request) ProtoMessage() {}
 
 func (x *Scenario_CreateFromSession_Request) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[41]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[42]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3548,7 +3631,7 @@ type Scenario_CreateFromSession_Response struct {
 
 func (x *Scenario_CreateFromSession_Response) Reset() {
 	*x = Scenario_CreateFromSession_Response{}
-	mi := &file_livekit_agent_simulation_proto_msgTypes[42]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[43]
 	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 	ms.StoreMessageInfo(mi)
 }
@@ -3560,7 +3643,7 @@ func (x *Scenario_CreateFromSession_Response) String() string {
 func (*Scenario_CreateFromSession_Response) ProtoMessage() {}
 
 func (x *Scenario_CreateFromSession_Response) ProtoReflect() protoreflect.Message {
-	mi := &file_livekit_agent_simulation_proto_msgTypes[42]
+	mi := &file_livekit_agent_simulation_proto_msgTypes[43]
 	if x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -3605,7 +3688,7 @@ const file_livekit_agent_simulation_proto_rawDesc = "" +
 	"\n" +
 	"suggestion\x18\x02 \x01(\tR\n" +
 	"suggestion\x12\x14\n" +
-	"\x05label\x18\x03 \x01(\tR\x05label\"\xe1T\n" +
+	"\x05label\x18\x03 \x01(\tR\x05label\"\x99V\n" +
 	"\rSimulationRun\x12\x0e\n" +
 	"\x02id\x18\x01 \x01(\tR\x02id\x12\x1d\n" +
 	"\n" +
@@ -3666,7 +3749,7 @@ const file_livekit_agent_simulation_proto_rawDesc = "" +
 	"\rFailureReason\x12\x1e\n" +
 	"\x1aFAILURE_REASON_UNSPECIFIED\x10\x00\x12%\n" +
 	"!FAILURE_REASON_AGENT_JOIN_TIMEOUT\x10\x01J\x04\b\t\x10\n" +
-	"\x1a\xca)\n" +
+	"\x1a\x82+\n" +
 	"\n" +
 	"JobMetrics\x12,\n" +
 	"\x0ftask_completion\x18\x03 \x01(\x02H\x00R\x0etaskCompletion\x88\x01\x01\x12(\n" +
@@ -3794,7 +3877,7 @@ const file_livekit_agent_simulation_proto_rawDesc = "" +
 	"\x11_unanswered_turnsB\x1b\n" +
 	"\x19_false_interruption_countB\x11\n" +
 	"\x0f_e2e_latency_msB\x14\n" +
-	"\x12_backchannel_count\x1a\xbe\a\n" +
+	"\x12_backchannel_count\x1a\xf6\b\n" +
 	"\x04Turn\x12\x14\n" +
 	"\x05index\x18\x01 \x01(\rR\x05index\x12+\n" +
 	"\x04role\x18\x02 \x01(\x0e2\x17.livekit.agent.ChatRoleR\x04role\x12\x12\n" +
@@ -3818,7 +3901,15 @@ const file_livekit_agent_simulation_proto_rawDesc = "" +
 	"\x0fawkward_silence\x18\x10 \x01(\bH\rR\x0eawkwardSilence\x88\x01\x01\x12#\n" +
 	"\n" +
 	"unanswered\x18\x11 \x01(\bH\x0eR\n" +
-	"unanswered\x88\x01\x01B\v\n" +
+	"unanswered\x88\x01\x01\x12I\n" +
+	"\bentities\x18\x13 \x03(\v2-.livekit.SimulationRun.JobMetrics.Turn.EntityR\bentities\x12\x17\n" +
+	"\aitem_id\x18\x14 \x01(\tR\x06itemId\x1aR\n" +
+	"\x06Entity\x12\x12\n" +
+	"\x04said\x18\x01 \x01(\tR\x04said\x12\x14\n" +
+	"\x05heard\x18\x02 \x01(\tR\x05heard\x12\x1e\n" +
+	"\n" +
+	"recognized\x18\x03 \x01(\bR\n" +
+	"recognizedB\v\n" +
 	"\t_start_msB\t\n" +
 	"\a_end_msB\x0f\n" +
 	"\r_stt_delay_msB\x0e\n" +
@@ -4043,7 +4134,7 @@ func file_livekit_agent_simulation_proto_rawDescGZIP() []byte {
 }
 
 var file_livekit_agent_simulation_proto_enumTypes = make([]protoimpl.EnumInfo, 5)
-var file_livekit_agent_simulation_proto_msgTypes = make([]protoimpl.MessageInfo, 43)
+var file_livekit_agent_simulation_proto_msgTypes = make([]protoimpl.MessageInfo, 44)
 var file_livekit_agent_simulation_proto_goTypes = []any{
 	(SimulationMode)(0),                                // 0: livekit.SimulationMode
 	(SimulationRun_Status)(0),                          // 1: livekit.SimulationRun.Status
@@ -4076,51 +4167,52 @@ var file_livekit_agent_simulation_proto_goTypes = []any{
 	(*SimulationRun_JobMetrics_TTS)(nil),               // 28: livekit.SimulationRun.JobMetrics.TTS
 	(*SimulationRun_JobMetrics_Conversation)(nil),      // 29: livekit.SimulationRun.JobMetrics.Conversation
 	(*SimulationRun_JobMetrics_Turn)(nil),              // 30: livekit.SimulationRun.JobMetrics.Turn
-	(*SimulationRun_Create_Request)(nil),               // 31: livekit.SimulationRun.Create.Request
-	(*SimulationRun_Create_Response)(nil),              // 32: livekit.SimulationRun.Create.Response
-	(*SimulationRun_ConfirmSourceUpload_Request)(nil),  // 33: livekit.SimulationRun.ConfirmSourceUpload.Request
-	(*SimulationRun_ConfirmSourceUpload_Response)(nil), // 34: livekit.SimulationRun.ConfirmSourceUpload.Response
-	(*SimulationRun_Get_Request)(nil),                  // 35: livekit.SimulationRun.Get.Request
-	(*SimulationRun_Get_Response)(nil),                 // 36: livekit.SimulationRun.Get.Response
-	(*SimulationRun_List_Request)(nil),                 // 37: livekit.SimulationRun.List.Request
-	(*SimulationRun_List_Response)(nil),                // 38: livekit.SimulationRun.List.Response
-	(*SimulationRun_Counts_Request)(nil),               // 39: livekit.SimulationRun.Counts.Request
-	(*SimulationRun_Counts_Response)(nil),              // 40: livekit.SimulationRun.Counts.Response
-	(*SimulationRun_Counts_Bucket)(nil),                // 41: livekit.SimulationRun.Counts.Bucket
-	(*SimulationRun_Cancel_Request)(nil),               // 42: livekit.SimulationRun.Cancel.Request
-	(*SimulationRun_Cancel_Response)(nil),              // 43: livekit.SimulationRun.Cancel.Response
-	(*Scenario_CreateFromSession)(nil),                 // 44: livekit.Scenario.CreateFromSession
-	nil,                                                // 45: livekit.Scenario.TagsEntry
-	(*Scenario_CreateFromSession_Request)(nil),         // 46: livekit.Scenario.CreateFromSession.Request
-	(*Scenario_CreateFromSession_Response)(nil),        // 47: livekit.Scenario.CreateFromSession.Response
-	(*timestamppb.Timestamp)(nil),                      // 48: google.protobuf.Timestamp
-	(*agent.ChatContext)(nil),                          // 49: livekit.agent.ChatContext
-	(agent.ChatRole)(0),                                // 50: livekit.agent.ChatRole
-	(*PresignedPostRequest)(nil),                       // 51: livekit.PresignedPostRequest
-	(*TokenPagination)(nil),                            // 52: livekit.TokenPagination
-	(*durationpb.Duration)(nil),                        // 53: google.protobuf.Duration
+	(*SimulationRun_JobMetrics_Turn_Entity)(nil),       // 31: livekit.SimulationRun.JobMetrics.Turn.Entity
+	(*SimulationRun_Create_Request)(nil),               // 32: livekit.SimulationRun.Create.Request
+	(*SimulationRun_Create_Response)(nil),              // 33: livekit.SimulationRun.Create.Response
+	(*SimulationRun_ConfirmSourceUpload_Request)(nil),  // 34: livekit.SimulationRun.ConfirmSourceUpload.Request
+	(*SimulationRun_ConfirmSourceUpload_Response)(nil), // 35: livekit.SimulationRun.ConfirmSourceUpload.Response
+	(*SimulationRun_Get_Request)(nil),                  // 36: livekit.SimulationRun.Get.Request
+	(*SimulationRun_Get_Response)(nil),                 // 37: livekit.SimulationRun.Get.Response
+	(*SimulationRun_List_Request)(nil),                 // 38: livekit.SimulationRun.List.Request
+	(*SimulationRun_List_Response)(nil),                // 39: livekit.SimulationRun.List.Response
+	(*SimulationRun_Counts_Request)(nil),               // 40: livekit.SimulationRun.Counts.Request
+	(*SimulationRun_Counts_Response)(nil),              // 41: livekit.SimulationRun.Counts.Response
+	(*SimulationRun_Counts_Bucket)(nil),                // 42: livekit.SimulationRun.Counts.Bucket
+	(*SimulationRun_Cancel_Request)(nil),               // 43: livekit.SimulationRun.Cancel.Request
+	(*SimulationRun_Cancel_Response)(nil),              // 44: livekit.SimulationRun.Cancel.Response
+	(*Scenario_CreateFromSession)(nil),                 // 45: livekit.Scenario.CreateFromSession
+	nil,                                                // 46: livekit.Scenario.TagsEntry
+	(*Scenario_CreateFromSession_Request)(nil),         // 47: livekit.Scenario.CreateFromSession.Request
+	(*Scenario_CreateFromSession_Response)(nil),        // 48: livekit.Scenario.CreateFromSession.Response
+	(*timestamppb.Timestamp)(nil),                      // 49: google.protobuf.Timestamp
+	(*agent.ChatContext)(nil),                          // 50: livekit.agent.ChatContext
+	(agent.ChatRole)(0),                                // 51: livekit.agent.ChatRole
+	(*PresignedPostRequest)(nil),                       // 52: livekit.PresignedPostRequest
+	(*TokenPagination)(nil),                            // 53: livekit.TokenPagination
+	(*durationpb.Duration)(nil),                        // 54: google.protobuf.Duration
 }
 var file_livekit_agent_simulation_proto_depIdxs = []int32{
 	12, // 0: livekit.SimulationRunSummary.issues:type_name -> livekit.SimulationRunSummary.Issue
 	11, // 1: livekit.SimulationRunSummary.chat_history:type_name -> livekit.SimulationRunSummary.ChatHistoryEntry
 	1,  // 2: livekit.SimulationRun.status:type_name -> livekit.SimulationRun.Status
-	48, // 3: livekit.SimulationRun.created_at:type_name -> google.protobuf.Timestamp
+	49, // 3: livekit.SimulationRun.created_at:type_name -> google.protobuf.Timestamp
 	13, // 4: livekit.SimulationRun.jobs:type_name -> livekit.SimulationRun.Job
 	8,  // 5: livekit.SimulationRun.scenario_group:type_name -> livekit.ScenarioGroup
-	48, // 6: livekit.SimulationRun.ended_at:type_name -> google.protobuf.Timestamp
+	49, // 6: livekit.SimulationRun.ended_at:type_name -> google.protobuf.Timestamp
 	24, // 7: livekit.SimulationRun.usage:type_name -> livekit.SimulationRun.Usage
 	0,  // 8: livekit.SimulationRun.mode:type_name -> livekit.SimulationMode
 	15, // 9: livekit.SimulationRun.metrics:type_name -> livekit.SimulationRun.RunMetrics
 	16, // 10: livekit.SimulationRun.ci:type_name -> livekit.SimulationRun.CI
 	17, // 11: livekit.SimulationRun.sampling:type_name -> livekit.SimulationRun.SamplingOptions
-	45, // 12: livekit.Scenario.tags:type_name -> livekit.Scenario.TagsEntry
+	46, // 12: livekit.Scenario.tags:type_name -> livekit.Scenario.TagsEntry
 	7,  // 13: livekit.ScenarioGroup.scenarios:type_name -> livekit.Scenario
 	7,  // 14: livekit.SimulationDispatch.scenario:type_name -> livekit.Scenario
 	0,  // 15: livekit.SimulationDispatch.mode:type_name -> livekit.SimulationMode
-	49, // 16: livekit.SimulationRunSummary.ChatHistoryEntry.value:type_name -> livekit.agent.ChatContext
+	50, // 16: livekit.SimulationRunSummary.ChatHistoryEntry.value:type_name -> livekit.agent.ChatContext
 	2,  // 17: livekit.SimulationRun.Job.status:type_name -> livekit.SimulationRun.Job.Status
-	48, // 18: livekit.SimulationRun.Job.started_at:type_name -> google.protobuf.Timestamp
-	48, // 19: livekit.SimulationRun.Job.ended_at:type_name -> google.protobuf.Timestamp
+	49, // 18: livekit.SimulationRun.Job.started_at:type_name -> google.protobuf.Timestamp
+	49, // 19: livekit.SimulationRun.Job.ended_at:type_name -> google.protobuf.Timestamp
 	25, // 20: livekit.SimulationRun.Job.usage:type_name -> livekit.SimulationRun.Job.Usage
 	14, // 21: livekit.SimulationRun.Job.metrics:type_name -> livekit.SimulationRun.JobMetrics
 	3,  // 22: livekit.SimulationRun.Job.failure_reason:type_name -> livekit.SimulationRun.Job.FailureReason
@@ -4129,54 +4221,55 @@ var file_livekit_agent_simulation_proto_depIdxs = []int32{
 	28, // 25: livekit.SimulationRun.JobMetrics.tts:type_name -> livekit.SimulationRun.JobMetrics.TTS
 	29, // 26: livekit.SimulationRun.JobMetrics.conversation:type_name -> livekit.SimulationRun.JobMetrics.Conversation
 	30, // 27: livekit.SimulationRun.JobMetrics.turns:type_name -> livekit.SimulationRun.JobMetrics.Turn
-	48, // 28: livekit.SimulationRun.JobMetrics.t0:type_name -> google.protobuf.Timestamp
+	49, // 28: livekit.SimulationRun.JobMetrics.t0:type_name -> google.protobuf.Timestamp
 	4,  // 29: livekit.SimulationRun.JobMetrics.end_reason:type_name -> livekit.SimulationRun.JobMetrics.EndReason
 	9,  // 30: livekit.SimulationRun.JobMetrics.impairments:type_name -> livekit.SimulationImpairments
 	26, // 31: livekit.SimulationRun.RunMetrics.stt:type_name -> livekit.SimulationRun.JobMetrics.STT
 	27, // 32: livekit.SimulationRun.RunMetrics.llm:type_name -> livekit.SimulationRun.JobMetrics.LLM
 	28, // 33: livekit.SimulationRun.RunMetrics.tts:type_name -> livekit.SimulationRun.JobMetrics.TTS
 	29, // 34: livekit.SimulationRun.RunMetrics.conversation:type_name -> livekit.SimulationRun.JobMetrics.Conversation
-	50, // 35: livekit.SimulationRun.JobMetrics.Turn.role:type_name -> livekit.agent.ChatRole
-	8,  // 36: livekit.SimulationRun.Create.Request.scenario_group:type_name -> livekit.ScenarioGroup
-	0,  // 37: livekit.SimulationRun.Create.Request.mode:type_name -> livekit.SimulationMode
-	16, // 38: livekit.SimulationRun.Create.Request.ci:type_name -> livekit.SimulationRun.CI
-	17, // 39: livekit.SimulationRun.Create.Request.sampling:type_name -> livekit.SimulationRun.SamplingOptions
-	51, // 40: livekit.SimulationRun.Create.Response.presigned_post_request:type_name -> livekit.PresignedPostRequest
-	6,  // 41: livekit.SimulationRun.Get.Response.run:type_name -> livekit.SimulationRun
-	1,  // 42: livekit.SimulationRun.List.Request.status:type_name -> livekit.SimulationRun.Status
-	52, // 43: livekit.SimulationRun.List.Request.page_token:type_name -> livekit.TokenPagination
-	48, // 44: livekit.SimulationRun.List.Request.start_time:type_name -> google.protobuf.Timestamp
-	48, // 45: livekit.SimulationRun.List.Request.end_time:type_name -> google.protobuf.Timestamp
-	0,  // 46: livekit.SimulationRun.List.Request.mode:type_name -> livekit.SimulationMode
-	6,  // 47: livekit.SimulationRun.List.Response.runs:type_name -> livekit.SimulationRun
-	52, // 48: livekit.SimulationRun.List.Response.next_page_token:type_name -> livekit.TokenPagination
-	48, // 49: livekit.SimulationRun.Counts.Request.start_time:type_name -> google.protobuf.Timestamp
-	48, // 50: livekit.SimulationRun.Counts.Request.end_time:type_name -> google.protobuf.Timestamp
-	1,  // 51: livekit.SimulationRun.Counts.Request.status:type_name -> livekit.SimulationRun.Status
-	0,  // 52: livekit.SimulationRun.Counts.Request.mode:type_name -> livekit.SimulationMode
-	41, // 53: livekit.SimulationRun.Counts.Response.buckets:type_name -> livekit.SimulationRun.Counts.Bucket
-	53, // 54: livekit.SimulationRun.Counts.Response.interval:type_name -> google.protobuf.Duration
-	48, // 55: livekit.SimulationRun.Counts.Bucket.bucket_start:type_name -> google.protobuf.Timestamp
-	7,  // 56: livekit.Scenario.CreateFromSession.Response.scenario:type_name -> livekit.Scenario
-	31, // 57: livekit.AgentSimulation.CreateSimulationRun:input_type -> livekit.SimulationRun.Create.Request
-	33, // 58: livekit.AgentSimulation.ConfirmSimulationSourceUpload:input_type -> livekit.SimulationRun.ConfirmSourceUpload.Request
-	35, // 59: livekit.AgentSimulation.GetSimulationRun:input_type -> livekit.SimulationRun.Get.Request
-	37, // 60: livekit.AgentSimulation.ListSimulationRuns:input_type -> livekit.SimulationRun.List.Request
-	39, // 61: livekit.AgentSimulation.CountSimulationRuns:input_type -> livekit.SimulationRun.Counts.Request
-	42, // 62: livekit.AgentSimulation.CancelSimulationRun:input_type -> livekit.SimulationRun.Cancel.Request
-	46, // 63: livekit.AgentSimulation.CreateScenarioFromSession:input_type -> livekit.Scenario.CreateFromSession.Request
-	32, // 64: livekit.AgentSimulation.CreateSimulationRun:output_type -> livekit.SimulationRun.Create.Response
-	34, // 65: livekit.AgentSimulation.ConfirmSimulationSourceUpload:output_type -> livekit.SimulationRun.ConfirmSourceUpload.Response
-	36, // 66: livekit.AgentSimulation.GetSimulationRun:output_type -> livekit.SimulationRun.Get.Response
-	38, // 67: livekit.AgentSimulation.ListSimulationRuns:output_type -> livekit.SimulationRun.List.Response
-	40, // 68: livekit.AgentSimulation.CountSimulationRuns:output_type -> livekit.SimulationRun.Counts.Response
-	43, // 69: livekit.AgentSimulation.CancelSimulationRun:output_type -> livekit.SimulationRun.Cancel.Response
-	47, // 70: livekit.AgentSimulation.CreateScenarioFromSession:output_type -> livekit.Scenario.CreateFromSession.Response
-	64, // [64:71] is the sub-list for method output_type
-	57, // [57:64] is the sub-list for method input_type
-	57, // [57:57] is the sub-list for extension type_name
-	57, // [57:57] is the sub-list for extension extendee
-	0,  // [0:57] is the sub-list for field type_name
+	51, // 35: livekit.SimulationRun.JobMetrics.Turn.role:type_name -> livekit.agent.ChatRole
+	31, // 36: livekit.SimulationRun.JobMetrics.Turn.entities:type_name -> livekit.SimulationRun.JobMetrics.Turn.Entity
+	8,  // 37: livekit.SimulationRun.Create.Request.scenario_group:type_name -> livekit.ScenarioGroup
+	0,  // 38: livekit.SimulationRun.Create.Request.mode:type_name -> livekit.SimulationMode
+	16, // 39: livekit.SimulationRun.Create.Request.ci:type_name -> livekit.SimulationRun.CI
+	17, // 40: livekit.SimulationRun.Create.Request.sampling:type_name -> livekit.SimulationRun.SamplingOptions
+	52, // 41: livekit.SimulationRun.Create.Response.presigned_post_request:type_name -> livekit.PresignedPostRequest
+	6,  // 42: livekit.SimulationRun.Get.Response.run:type_name -> livekit.SimulationRun
+	1,  // 43: livekit.SimulationRun.List.Request.status:type_name -> livekit.SimulationRun.Status
+	53, // 44: livekit.SimulationRun.List.Request.page_token:type_name -> livekit.TokenPagination
+	49, // 45: livekit.SimulationRun.List.Request.start_time:type_name -> google.protobuf.Timestamp
+	49, // 46: livekit.SimulationRun.List.Request.end_time:type_name -> google.protobuf.Timestamp
+	0,  // 47: livekit.SimulationRun.List.Request.mode:type_name -> livekit.SimulationMode
+	6,  // 48: livekit.SimulationRun.List.Response.runs:type_name -> livekit.SimulationRun
+	53, // 49: livekit.SimulationRun.List.Response.next_page_token:type_name -> livekit.TokenPagination
+	49, // 50: livekit.SimulationRun.Counts.Request.start_time:type_name -> google.protobuf.Timestamp
+	49, // 51: livekit.SimulationRun.Counts.Request.end_time:type_name -> google.protobuf.Timestamp
+	1,  // 52: livekit.SimulationRun.Counts.Request.status:type_name -> livekit.SimulationRun.Status
+	0,  // 53: livekit.SimulationRun.Counts.Request.mode:type_name -> livekit.SimulationMode
+	42, // 54: livekit.SimulationRun.Counts.Response.buckets:type_name -> livekit.SimulationRun.Counts.Bucket
+	54, // 55: livekit.SimulationRun.Counts.Response.interval:type_name -> google.protobuf.Duration
+	49, // 56: livekit.SimulationRun.Counts.Bucket.bucket_start:type_name -> google.protobuf.Timestamp
+	7,  // 57: livekit.Scenario.CreateFromSession.Response.scenario:type_name -> livekit.Scenario
+	32, // 58: livekit.AgentSimulation.CreateSimulationRun:input_type -> livekit.SimulationRun.Create.Request
+	34, // 59: livekit.AgentSimulation.ConfirmSimulationSourceUpload:input_type -> livekit.SimulationRun.ConfirmSourceUpload.Request
+	36, // 60: livekit.AgentSimulation.GetSimulationRun:input_type -> livekit.SimulationRun.Get.Request
+	38, // 61: livekit.AgentSimulation.ListSimulationRuns:input_type -> livekit.SimulationRun.List.Request
+	40, // 62: livekit.AgentSimulation.CountSimulationRuns:input_type -> livekit.SimulationRun.Counts.Request
+	43, // 63: livekit.AgentSimulation.CancelSimulationRun:input_type -> livekit.SimulationRun.Cancel.Request
+	47, // 64: livekit.AgentSimulation.CreateScenarioFromSession:input_type -> livekit.Scenario.CreateFromSession.Request
+	33, // 65: livekit.AgentSimulation.CreateSimulationRun:output_type -> livekit.SimulationRun.Create.Response
+	35, // 66: livekit.AgentSimulation.ConfirmSimulationSourceUpload:output_type -> livekit.SimulationRun.ConfirmSourceUpload.Response
+	37, // 67: livekit.AgentSimulation.GetSimulationRun:output_type -> livekit.SimulationRun.Get.Response
+	39, // 68: livekit.AgentSimulation.ListSimulationRuns:output_type -> livekit.SimulationRun.List.Response
+	41, // 69: livekit.AgentSimulation.CountSimulationRuns:output_type -> livekit.SimulationRun.Counts.Response
+	44, // 70: livekit.AgentSimulation.CancelSimulationRun:output_type -> livekit.SimulationRun.Cancel.Response
+	48, // 71: livekit.AgentSimulation.CreateScenarioFromSession:output_type -> livekit.Scenario.CreateFromSession.Response
+	65, // [65:72] is the sub-list for method output_type
+	58, // [58:65] is the sub-list for method input_type
+	58, // [58:58] is the sub-list for extension type_name
+	58, // [58:58] is the sub-list for extension extendee
+	0,  // [0:58] is the sub-list for field type_name
 }
 
 func init() { file_livekit_agent_simulation_proto_init() }
@@ -4194,16 +4287,16 @@ func file_livekit_agent_simulation_proto_init() {
 	file_livekit_agent_simulation_proto_msgTypes[23].OneofWrappers = []any{}
 	file_livekit_agent_simulation_proto_msgTypes[24].OneofWrappers = []any{}
 	file_livekit_agent_simulation_proto_msgTypes[25].OneofWrappers = []any{}
-	file_livekit_agent_simulation_proto_msgTypes[26].OneofWrappers = []any{}
-	file_livekit_agent_simulation_proto_msgTypes[32].OneofWrappers = []any{}
-	file_livekit_agent_simulation_proto_msgTypes[34].OneofWrappers = []any{}
+	file_livekit_agent_simulation_proto_msgTypes[27].OneofWrappers = []any{}
+	file_livekit_agent_simulation_proto_msgTypes[33].OneofWrappers = []any{}
+	file_livekit_agent_simulation_proto_msgTypes[35].OneofWrappers = []any{}
 	type x struct{}
 	out := protoimpl.TypeBuilder{
 		File: protoimpl.DescBuilder{
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: unsafe.Slice(unsafe.StringData(file_livekit_agent_simulation_proto_rawDesc), len(file_livekit_agent_simulation_proto_rawDesc)),
 			NumEnums:      5,
-			NumMessages:   43,
+			NumMessages:   44,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
diff --git a/livekit/livekit_agent_simulation.twirp.go b/livekit/livekit_agent_simulation.twirp.go
index 73dd12940..f1d10e599 100644
--- a/livekit/livekit_agent_simulation.twirp.go
+++ b/livekit/livekit_agent_simulation.twirp.go
@@ -2191,282 +2191,287 @@ func (s *agentSimulationServer) PathPrefix() string {
 }
 
 var twirpFileDescriptor9 = []byte{
-	// 4429 bytes of a gzipped FileDescriptorProto
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+	0x9b, 0x7a, 0x5d, 0x24, 0x0d, 0x28, 0xa8, 0xc7, 0x21, 0xae, 0xdf, 0x6b, 0xa2, 0x26, 0x79, 0x0b,
+	0x4a, 0x63, 0x40, 0x48, 0x75, 0x53, 0xb4, 0x38, 0xd2, 0x30, 0x30, 0xfe, 0x33, 0x0f, 0xf9, 0x3d,
+	0x7c, 0x66, 0x37, 0xfe, 0x25, 0x07, 0x85, 0x48, 0x9f, 0xc9, 0x1a, 0x82, 0xd4, 0x74, 0x0d, 0xc1,
+	0xe4, 0xf3, 0x7a, 0x7a, 0xfa, 0x79, 0x7d, 0xce, 0x2b, 0x74, 0x76, 0xee, 0x2b, 0xf4, 0x3a, 0xe4,
+	0x03, 0x36, 0x90, 0xf6, 0x91, 0xd7, 0x5f, 0x8d, 0x2d, 0xd2, 0x9c, 0x79, 0x9f, 0x2f, 0x5c, 0xf6,
+	0x3e, 0xdf, 0xbe, 0x31, 0xf5, 0x42, 0x9f, 0x48, 0x23, 0xa2, 0xd7, 0xea, 0xa2, 0x3e, 0x47, 0x26,
+	0x89, 0xea, 0xf8, 0xa3, 0x9e, 0xac, 0x4b, 0xd7, 0x79, 0xb2, 0xfe, 0x31, 0xe0, 0x81, 0x40, 0xaa,
+	0xe4, 0xf5, 0x4d, 0xcf, 0x77, 0xb8, 0x72, 0x1a, 0x45, 0x5a, 0x1b, 0xd3, 0x8f, 0x24, 0x99, 0x7c,
+	0x02, 0xeb, 0xae, 0xff, 0x2a, 0x72, 0x7c, 0xe6, 0xd0, 0xb1, 0x03, 0x7f, 0x74, 0xee, 0x7b, 0x0c,
+	0x93, 0xab, 0x22, 0x5d, 0x75, 0xfd, 0x57, 0xfa, 0xc2, 0xfc, 0x30, 0xe6, 0x91, 0x77, 0xa0, 0x3c,
+	0xb2, 0xec, 0x17, 0x4c, 0xa8, 0x3b, 0x7d, 0xf5, 0x1a, 0x01, 0x8a, 0x74, 0xe0, 0x73, 0xae, 0x9f,
+	0xab, 0x2b, 0x57, 0x3d, 0x57, 0xa7, 0xe7, 0x3d, 0x57, 0x57, 0xdf, 0xe8, 0xb9, 0x3a, 0x33, 0xf1,
+	0x5c, 0x4d, 0x6e, 0x41, 0x99, 0x3b, 0x23, 0x0c, 0x07, 0xa6, 0xf0, 0xf5, 0x5b, 0x65, 0x89, 0x3b,
+	0xa3, 0x3d, 0xcb, 0x75, 0x7b, 0x3e, 0xb9, 0x0d, 0x4b, 0x92, 0x2f, 0x82, 0xd0, 0x7b, 0x21, 0x6d,
+	0xa6, 0xae, 0x1f, 0x33, 0x9d, 0x51, 0x4f, 0x92, 0x94, 0xd1, 0x48, 0x09, 0x2f, 0x1c, 0x9e, 0xb1,
+	0x00, 0x13, 0x2a, 0x35, 0xc0, 0x11, 0x12, 0x30, 0x5b, 0x98, 0xdc, 0xf4, 0x18, 0xe7, 0x7a, 0xbb,
+	0x9a, 0x39, 0xc8, 0x98, 0xb6, 0xa3, 0x92, 0x17, 0xad, 0xda, 0xd3, 0x6c, 0x31, 0x53, 0xcf, 0xd2,
+	0xd9, 0xda, 0x14, 0xe3, 0x2f, 0x52, 0x50, 0xa4, 0x8c, 0x8f, 0x7c, 0x8f, 0x33, 0xf2, 0x21, 0x2c,
+	0x8f, 0xad, 0xd1, 0x94, 0x50, 0x8b, 0xcd, 0xba, 0xc6, 0x93, 0xcb, 0xd0, 0xe9, 0x93, 0x2e, 0xac,
+	0x8f, 0x02, 0xc6, 0x9d, 0x81, 0xc7, 0xfa, 0xe6, 0xc8, 0xe7, 0x22, 0x06, 0xae, 0xaa, 0x04, 0x1a,
+	0x17, 0xcc, 0x9c, 0x44, 0x62, 0x27, 0x3e, 0x17, 0x1a, 0x3a, 0x74, 0x75, 0x34, 0x87, 0x6a, 0xfc,
+	0x36, 0x05, 0x2b, 0x7b, 0xbe, 0xf7, 0xcc, 0x09, 0x86, 0x5d, 0x3f, 0x0c, 0x6c, 0x76, 0x3a, 0x72,
+	0x7d, 0xab, 0x6f, 0xfc, 0xe9, 0xb5, 0x31, 0x37, 0xf7, 0x13, 0xd2, 0xf3, 0x3f, 0xe1, 0x47, 0x50,
+	0xb3, 0xfd, 0x3e, 0x33, 0x99, 0x27, 0x82, 0x8b, 0x91, 0xef, 0x78, 0x42, 0xfb, 0xa3, 0xaa, 0x24,
+	0xb7, 0x62, 0xaa, 0x01, 0xe3, 0x35, 0x32, 0xfe, 0x32, 0x05, 0x99, 0x27, 0x4c, 0x18, 0xbd, 0x1f,
+	0x42, 0x25, 0xe3, 0x93, 0xc4, 0x6e, 0xdc, 0x85, 0x4c, 0x10, 0xaa, 0x9a, 0xa8, 0x09, 0x4c, 0x27,
+	0xbb, 0x50, 0x29, 0x62, 0xfc, 0x73, 0x16, 0xb2, 0x07, 0x0e, 0x17, 0xc6, 0x3f, 0x65, 0xae, 0xad,
+	0xd5, 0x67, 0x53, 0x05, 0x14, 0x97, 0x17, 0x38, 0xb5, 0x6f, 0x44, 0xe5, 0x13, 0xd2, 0xca, 0x7f,
+	0x06, 0x30, 0xb2, 0x06, 0x4c, 0x5d, 0xf6, 0xe2, 0x9a, 0x95, 0x77, 0x1a, 0x71, 0xff, 0x9e, 0xa4,
+	0x9e, 0x58, 0x03, 0xc7, 0xc3, 0x41, 0xda, 0x29, 0x5a, 0x92, 0xd2, 0x48, 0x56, 0x01, 0x50, 0xd5,
+	0x33, 0x60, 0x26, 0xab, 0xb3, 0x85, 0x4b, 0x1e, 0x0b, 0xdb, 0x69, 0x5d, 0xd1, 0x20, 0x29, 0xb2,
+	0xff, 0x67, 0x58, 0xd4, 0xa0, 0x7a, 0xe7, 0xae, 0xec, 0x9d, 0xc1, 0xb2, 0x86, 0xa8, 0xef, 0xd6,
+	0x84, 0x4b, 0x46, 0x77, 0x2a, 0x0f, 0x97, 0xb1, 0x53, 0x56, 0x47, 0x26, 0xe5, 0xeb, 0x0a, 0x97,
+	0xfa, 0xba, 0x76, 0x4e, 0x79, 0x3b, 0x19, 0x92, 0xe5, 0xd1, 0x40, 0xad, 0x0e, 0x26, 0xcf, 0xe3,
+	0xb5, 0xc1, 0xe6, 0xf8, 0x63, 0x11, 0x93, 0x91, 0xee, 0xc8, 0x1b, 0x2b, 0xd3, 0x2c, 0x40, 0x0e,
+	0x5f, 0x61, 0x8d, 0xd7, 0x13, 0x88, 0xcc, 0x06, 0xa1, 0x27, 0x83, 0x55, 0xe6, 0x12, 0x23, 0x40,
+	0x19, 0xf2, 0x0b, 0xa8, 0x79, 0xec, 0xb5, 0x48, 0x4c, 0xaf, 0xa1, 0xb8, 0x70, 0x6b, 0x68, 0x45,
+	0x76, 0x38, 0x89, 0x36, 0xc7, 0xf8, 0x5d, 0x16, 0xf2, 0x78, 0x7f, 0xc3, 0x8d, 0x7f, 0x4d, 0x5f,
+	0xdb, 0x92, 0x1e, 0x4d, 0xec, 0x67, 0xfa, 0x9a, 0xf5, 0x29, 0xb2, 0xad, 0xeb, 0x53, 0x54, 0xc7,
+	0xcc, 0xb5, 0xea, 0x53, 0xb0, 0xdb, 0xd8, 0x76, 0xb3, 0x6f, 0x6c, 0xbb, 0x93, 0x16, 0x80, 0x69,
+	0x84, 0xb4, 0xd0, 0xb9, 0x16, 0x90, 0xbf, 0xdc, 0x02, 0xd2, 0x0b, 0x2d, 0x60, 0xde, 0xb6, 0xfe,
+	0x59, 0xd2, 0xd3, 0xfe, 0x1c, 0x0a, 0x67, 0xa1, 0x0c, 0x57, 0xd1, 0xd6, 0xbe, 0xb7, 0x28, 0x4a,
+	0xe1, 0x76, 0x6c, 0x37, 0x51, 0x98, 0x46, 0x9d, 0xe4, 0xc2, 0xe1, 0x65, 0xd2, 0x4b, 0xcb, 0xd5,
+	0x2b, 0xbe, 0x39, 0xb3, 0x70, 0xfb, 0xba, 0x70, 0x96, 0xc6, 0xa2, 0xc6, 0x2f, 0x21, 0xaf, 0x46,
+	0x22, 0x5f, 0xc0, 0x92, 0x1a, 0x4b, 0x99, 0xa7, 0xf6, 0x32, 0x97, 0xad, 0x7e, 0x59, 0xc9, 0x77,
+	0xa5, 0xb8, 0x4c, 0xb8, 0xc6, 0xa5, 0x2c, 0x59, 0xaa, 0x1a, 0xc6, 0x73, 0xc8, 0xef, 0x59, 0x9e,
+	0xcd, 0xdc, 0x1f, 0xc8, 0x3b, 0x26, 0xfd, 0xf0, 0x0f, 0x5c, 0x8b, 0xf3, 0x37, 0xa9, 0xb8, 0x18,
+	0x67, 0x13, 0xd6, 0x26, 0x8b, 0x71, 0xcc, 0xd3, 0x93, 0x83, 0xe3, 0x5d, 0x79, 0xe2, 0x5d, 0x83,
+	0x65, 0xcd, 0x7a, 0xd2, 0x3a, 0x6a, 0xd1, 0xdd, 0x9e, 0x2a, 0xcb, 0x99, 0x2d, 0xd5, 0x49, 0x93,
+	0x75, 0x20, 0x9a, 0xd6, 0x3d, 0x3d, 0x3c, 0xdc, 0xa5, 0x9d, 0x6f, 0x24, 0x3d, 0x33, 0xb7, 0x84,
+	0x27, 0x3b, 0x5b, 0xc2, 0x93, 0x9b, 0x5b, 0xc2, 0x93, 0xc7, 0xe0, 0x9f, 0xa8, 0xdf, 0x5b, 0x10,
+	0xfc, 0x8b, 0xf5, 0x12, 0x2d, 0xe8, 0xaa, 0xbf, 0xad, 0x7f, 0xc8, 0x40, 0x31, 0x4a, 0x0c, 0xc7,
+	0x35, 0x6a, 0xa9, 0x64, 0x8d, 0xda, 0x74, 0x89, 0x5c, 0x7a, 0x4e, 0x89, 0xdc, 0xfc, 0x62, 0xb8,
+	0xcc, 0xa2, 0x62, 0xb8, 0xfb, 0xba, 0xec, 0x2d, 0x8b, 0xe6, 0xfe, 0xd6, 0x4c, 0x8a, 0xba, 0xdd,
+	0xb3, 0x06, 0x5c, 0x95, 0x21, 0xab, 0x9a, 0x38, 0x03, 0x8a, 0x21, 0x67, 0x41, 0xdf, 0x12, 0x96,
+	0xce, 0xf6, 0xe3, 0xb6, 0xae, 0x06, 0xcc, 0x47, 0xd5, 0x80, 0xc6, 0xdf, 0xa6, 0x60, 0x59, 0xe5,
+	0xe7, 0x8f, 0x03, 0x7f, 0xa8, 0xab, 0x51, 0x8c, 0xaf, 0xaf, 0x6d, 0x84, 0x89, 0x82, 0xb7, 0xf4,
+	0x44, 0xc1, 0xdb, 0x38, 0xf5, 0xce, 0x24, 0x53, 0x6f, 0xe3, 0x51, 0x02, 0xcb, 0x1f, 0x43, 0x31,
+	0xca, 0xc8, 0x34, 0x8c, 0x96, 0x67, 0xbe, 0x8e, 0xc6, 0x22, 0xc6, 0xa7, 0x50, 0x8a, 0x3f, 0x75,
+	0x4e, 0x41, 0xf5, 0x6a, 0xb2, 0xa0, 0xba, 0x94, 0x28, 0x9a, 0xde, 0xea, 0x43, 0x65, 0x22, 0x9f,
+	0x27, 0x04, 0xb2, 0xe8, 0xc4, 0xf4, 0x45, 0x97, 0xfc, 0x4d, 0xee, 0x43, 0x29, 0x9a, 0x49, 0x6e,
+	0x5b, 0x66, 0xbe, 0x36, 0x63, 0x19, 0xbd, 0x94, 0x99, 0x68, 0x29, 0xb7, 0x7e, 0x93, 0x82, 0xb5,
+	0xb9, 0xd5, 0x18, 0x73, 0xd3, 0xfa, 0xd4, 0x9b, 0xa6, 0xf5, 0xe9, 0xeb, 0xa7, 0xf5, 0x99, 0xe9,
+	0xb4, 0x7e, 0xeb, 0xef, 0x53, 0x40, 0xc6, 0xba, 0xed, 0x3b, 0x7c, 0x64, 0x09, 0xfb, 0xfc, 0x8d,
+	0xd2, 0xd6, 0x35, 0xc8, 0x3f, 0xf7, 0xcf, 0xc6, 0x1b, 0x9d, 0x7b, 0xee, 0x9f, 0x75, 0xfa, 0x13,
+	0x7b, 0x98, 0xb9, 0x72, 0x0f, 0xe3, 0xe3, 0x50, 0xf6, 0x1a, 0xc7, 0xa1, 0x0f, 0x9f, 0x41, 0x75,
+	0x92, 0x4e, 0xde, 0x81, 0xb7, 0xba, 0x9d, 0xc3, 0xd3, 0x83, 0xdd, 0x5e, 0xe7, 0xf8, 0xc8, 0x3c,
+	0x3c, 0xde, 0x6f, 0x4d, 0xdd, 0xa4, 0x35, 0x60, 0x75, 0x5a, 0xa0, 0xd7, 0xfa, 0xe3, 0x5e, 0x3d,
+	0x85, 0xce, 0x68, 0x8a, 0xb3, 0x7b, 0xba, 0xdf, 0x39, 0xae, 0xa7, 0x77, 0x7e, 0x9d, 0x87, 0xda,
+	0xae, 0xc4, 0xdd, 0x78, 0x36, 0xd2, 0x87, 0x15, 0x85, 0x8b, 0xc9, 0x62, 0xf8, 0x45, 0x57, 0x25,
+	0x4a, 0x76, 0x3b, 0x4a, 0xc7, 0x3f, 0xb8, 0x4a, 0x4c, 0x23, 0xe0, 0xbb, 0x14, 0xdc, 0x8c, 0xd2,
+	0xf6, 0x58, 0x30, 0x99, 0xc0, 0x93, 0x9d, 0x85, 0xe1, 0x6d, 0x26, 0xd9, 0x8f, 0x67, 0xff, 0xc9,
+	0x1b, 0xf5, 0xd1, 0xaa, 0xfc, 0x09, 0xd4, 0x9f, 0x30, 0x31, 0xf9, 0xb5, 0x5b, 0x0b, 0x06, 0x7a,
+	0xc2, 0x44, 0x3c, 0xd9, 0xbb, 0x97, 0xca, 0xe8, 0xc1, 0x4d, 0x20, 0x32, 0xcd, 0x9e, 0x90, 0xe0,
+	0x64, 0x51, 0x57, 0x29, 0x1a, 0x8f, 0xff, 0xde, 0xe5, 0x42, 0x7a, 0x02, 0xb9, 0x5d, 0xd2, 0x8d,
+	0x4f, 0xcd, 0xf0, 0xfe, 0xe5, 0xc9, 0xc1, 0x95, 0xdb, 0x15, 0x89, 0x25, 0x66, 0xc1, 0x30, 0x7d,
+	0x4d, 0xa3, 0x40, 0xd9, 0xab, 0x67, 0x89, 0xc4, 0xf4, 0x2c, 0x2f, 0x61, 0x53, 0x9b, 0x9e, 0x46,
+	0x4d, 0xc2, 0x35, 0x93, 0x7b, 0xb3, 0xfe, 0x7f, 0xc6, 0x7f, 0xc7, 0x33, 0x7e, 0x74, 0x3d, 0x61,
+	0x35, 0x6f, 0xf3, 0xf1, 0x37, 0xef, 0x0e, 0x1c, 0x71, 0x1e, 0x9e, 0x6d, 0xdb, 0xfe, 0x30, 0xfa,
+	0xab, 0x91, 0xfa, 0xbb, 0x90, 0xed, 0xbb, 0x11, 0xe1, 0xef, 0xd2, 0x95, 0x03, 0xe7, 0x25, 0xfb,
+	0x43, 0x3c, 0x9f, 0xfa, 0xc2, 0xff, 0xaf, 0x74, 0x55, 0xb7, 0x3f, 0xfb, 0x0c, 0x09, 0x67, 0x79,
+	0xec, 0xf2, 0x93, 0xff, 0x09, 0x00, 0x00, 0xff, 0xff, 0xdf, 0x75, 0x6d, 0xb7, 0xdd, 0x34, 0x00,
+	0x00,
 }
diff --git a/protobufs/livekit_agent_simulation.proto b/protobufs/livekit_agent_simulation.proto
index 5a4c67032..082fa3fda 100644
--- a/protobufs/livekit_agent_simulation.proto
+++ b/protobufs/livekit_agent_simulation.proto
@@ -237,6 +237,22 @@ message SimulationRun {
       optional bool eot_misprediction = 15;
       optional bool awkward_silence = 16;
       optional bool unanswered = 17;
+
+      // Audio only; needs the text judge. One per saying of a key entity in
+      // this turn, in order, as the other side heard it. Matched over the whole
+      // call's transcript, so a saying spanning turns sits on its first, and
+      // which of an entity's repeated sayings was heard is the alignment's
+      // best guess.
+      repeated Entity entities = 19;
+      // the agent's chat item id for the first message this turn holds, as its
+      // stored transcript carries it; "" without a RemoteSession
+      string item_id = 20;
+
+      message Entity {
+        string said = 1;      // the entity as the speaker said it
+        string heard = 2;     // the listener's normalized words where it landed; "" if dropped
+        bool recognized = 3;  // heard with no word errors
+      }
     }
   }