diff --git a/proto/gen/rill/admin/v1/openapi.yaml b/proto/gen/rill/admin/v1/openapi.yaml
index 7905479daf6..528791b0856 100644
--- a/proto/gen/rill/admin/v1/openapi.yaml
+++ b/proto/gen/rill/admin/v1/openapi.yaml
@@ -2321,7 +2321,7 @@ externalDocs:
 info:
     description: Rill Admin API enables programmatic management of Rill Cloud resources, including organizations, projects, and user access. It provides endpoints for creating, updating, and deleting these resources, as well as managing authentication and permissions.
     title: Rill Admin API
-    version: r0.83.0
+    version: v0.83.6
 openapi: 3.0.3
 paths:
     /v1/ai/complete:
diff --git a/proto/gen/rill/admin/v1/public.openapi.yaml b/proto/gen/rill/admin/v1/public.openapi.yaml
index 7c9e644a3c1..1bc1abd3905 100644
--- a/proto/gen/rill/admin/v1/public.openapi.yaml
+++ b/proto/gen/rill/admin/v1/public.openapi.yaml
@@ -2321,7 +2321,7 @@ externalDocs:
 info:
     description: Rill Admin API enables programmatic management of Rill Cloud resources, including organizations, projects, and user access. It provides endpoints for creating, updating, and deleting these resources, as well as managing authentication and permissions.
     title: Rill Admin API
-    version: r0.83.0
+    version: v0.83.6
 openapi: 3.0.3
 paths:
     /v1/ai/complete: {}
diff --git a/proto/gen/rill/runtime/v1/api.pb.go b/proto/gen/rill/runtime/v1/api.pb.go
index 9149f0cde2f..1130ee5dda6 100644
--- a/proto/gen/rill/runtime/v1/api.pb.go
+++ b/proto/gen/rill/runtime/v1/api.pb.go
@@ -8132,6 +8132,139 @@ func (*GitPushResponse) Descriptor() ([]byte, []int) {
 	return file_rill_runtime_v1_api_proto_rawDescGZIP(), []int{124}
 }
 
+// Request message for RuntimeService.GenerateChart
+type GenerateChartRequest struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	InstanceId string `protobuf:"bytes,1,opt,name=instance_id,json=instanceId,proto3" json:"instance_id,omitempty"`
+	// Natural language description of the desired chart.
+	Prompt string `protobuf:"bytes,3,opt,name=prompt,proto3" json:"prompt,omitempty"`
+	// Previous metrics_sql queries (for iterative refinement).
+	PreviousSql []string `protobuf:"bytes,4,rep,name=previous_sql,json=previousSql,proto3" json:"previous_sql,omitempty"`
+	// Previous Vega-Lite spec JSON (for iterative refinement).
+	PreviousSpec string `protobuf:"bytes,5,opt,name=previous_spec,json=previousSpec,proto3" json:"previous_spec,omitempty"`
+}
+
+func (x *GenerateChartRequest) Reset() {
+	*x = GenerateChartRequest{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_rill_runtime_v1_api_proto_msgTypes[125]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *GenerateChartRequest) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*GenerateChartRequest) ProtoMessage() {}
+
+func (x *GenerateChartRequest) ProtoReflect() protoreflect.Message {
+	mi := &file_rill_runtime_v1_api_proto_msgTypes[125]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use GenerateChartRequest.ProtoReflect.Descriptor instead.
+func (*GenerateChartRequest) Descriptor() ([]byte, []int) {
+	return file_rill_runtime_v1_api_proto_rawDescGZIP(), []int{125}
+}
+
+func (x *GenerateChartRequest) GetInstanceId() string {
+	if x != nil {
+		return x.InstanceId
+	}
+	return ""
+}
+
+func (x *GenerateChartRequest) GetPrompt() string {
+	if x != nil {
+		return x.Prompt
+	}
+	return ""
+}
+
+func (x *GenerateChartRequest) GetPreviousSql() []string {
+	if x != nil {
+		return x.PreviousSql
+	}
+	return nil
+}
+
+func (x *GenerateChartRequest) GetPreviousSpec() string {
+	if x != nil {
+		return x.PreviousSpec
+	}
+	return ""
+}
+
+// Response message for RuntimeService.GenerateChart
+type GenerateChartResponse struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// Generated metrics_sql queries.
+	MetricsSql []string `protobuf:"bytes,1,rep,name=metrics_sql,json=metricsSql,proto3" json:"metrics_sql,omitempty"`
+	// Generated Vega-Lite specification as a JSON string.
+	VegaSpec string `protobuf:"bytes,2,opt,name=vega_spec,json=vegaSpec,proto3" json:"vega_spec,omitempty"`
+}
+
+func (x *GenerateChartResponse) Reset() {
+	*x = GenerateChartResponse{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_rill_runtime_v1_api_proto_msgTypes[126]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *GenerateChartResponse) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*GenerateChartResponse) ProtoMessage() {}
+
+func (x *GenerateChartResponse) ProtoReflect() protoreflect.Message {
+	mi := &file_rill_runtime_v1_api_proto_msgTypes[126]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use GenerateChartResponse.ProtoReflect.Descriptor instead.
+func (*GenerateChartResponse) Descriptor() ([]byte, []int) {
+	return file_rill_runtime_v1_api_proto_rawDescGZIP(), []int{126}
+}
+
+func (x *GenerateChartResponse) GetMetricsSql() []string {
+	if x != nil {
+		return x.MetricsSql
+	}
+	return nil
+}
+
+func (x *GenerateChartResponse) GetVegaSpec() string {
+	if x != nil {
+		return x.VegaSpec
+	}
+	return ""
+}
+
 // Property represents the spec of one of the driver's config properties
 type ConnectorDriver_Property struct {
 	state         protoimpl.MessageState
@@ -8165,7 +8298,7 @@ type ConnectorDriver_Property struct {
 func (x *ConnectorDriver_Property) Reset() {
 	*x = ConnectorDriver_Property{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_rill_runtime_v1_api_proto_msgTypes[133]
+		mi := &file_rill_runtime_v1_api_proto_msgTypes[135]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -8178,7 +8311,7 @@ func (x *ConnectorDriver_Property) String() string {
 func (*ConnectorDriver_Property) ProtoMessage() {}
 
 func (x *ConnectorDriver_Property) ProtoReflect() protoreflect.Message {
-	mi := &file_rill_runtime_v1_api_proto_msgTypes[133]
+	mi := &file_rill_runtime_v1_api_proto_msgTypes[135]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -9518,536 +9651,563 @@ var file_rill_runtime_v1_api_proto_rawDesc = []byte{
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 }
 
 var (
@@ -10063,7 +10223,7 @@ func file_rill_runtime_v1_api_proto_rawDescGZIP() []byte {
 }
 
 var file_rill_runtime_v1_api_proto_enumTypes = make([]protoimpl.EnumInfo, 4)
-var file_rill_runtime_v1_api_proto_msgTypes = make([]protoimpl.MessageInfo, 136)
+var file_rill_runtime_v1_api_proto_msgTypes = make([]protoimpl.MessageInfo, 138)
 var file_rill_runtime_v1_api_proto_goTypes = []any{
 	(FileEvent)(0),                          // 0: rill.runtime.v1.FileEvent
 	(LogLevel)(0),                           // 1: rill.runtime.v1.LogLevel
@@ -10194,108 +10354,110 @@ var file_rill_runtime_v1_api_proto_goTypes = []any{
 	(*GitPullResponse)(nil),                 // 126: rill.runtime.v1.GitPullResponse
 	(*GitPushRequest)(nil),                  // 127: rill.runtime.v1.GitPushRequest
 	(*GitPushResponse)(nil),                 // 128: rill.runtime.v1.GitPushResponse
-	nil,                                     // 129: rill.runtime.v1.HealthResponse.InstancesHealthEntry
-	nil,                                     // 130: rill.runtime.v1.InstanceHealth.MetricsViewErrorsEntry
-	nil,                                     // 131: rill.runtime.v1.Instance.VariablesEntry
-	nil,                                     // 132: rill.runtime.v1.Instance.ProjectVariablesEntry
-	nil,                                     // 133: rill.runtime.v1.Instance.FeatureFlagsEntry
-	nil,                                     // 134: rill.runtime.v1.Instance.AnnotationsEntry
-	nil,                                     // 135: rill.runtime.v1.CreateInstanceRequest.VariablesEntry
-	nil,                                     // 136: rill.runtime.v1.CreateInstanceRequest.AnnotationsEntry
-	(*ConnectorDriver_Property)(nil),        // 137: rill.runtime.v1.ConnectorDriver.Property
-	nil,                                     // 138: rill.runtime.v1.AnalyzedConnector.EnvConfigEntry
-	nil,                                     // 139: rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry
-	(*timestamppb.Timestamp)(nil),           // 140: google.protobuf.Timestamp
-	(*structpb.Struct)(nil),                 // 141: google.protobuf.Struct
-	(*StructType)(nil),                      // 142: rill.runtime.v1.StructType
-	(*Resource)(nil),                        // 143: rill.runtime.v1.Resource
-	(*ResourceName)(nil),                    // 144: rill.runtime.v1.ResourceName
-	(*RefreshModelTrigger)(nil),             // 145: rill.runtime.v1.RefreshModelTrigger
-	(*v1.ContentBlock)(nil),                 // 146: rill.ai.v1.ContentBlock
-	(*Expression)(nil),                      // 147: rill.runtime.v1.Expression
-	(*v1.Tool)(nil),                         // 148: rill.ai.v1.Tool
+	(*GenerateChartRequest)(nil),            // 129: rill.runtime.v1.GenerateChartRequest
+	(*GenerateChartResponse)(nil),           // 130: rill.runtime.v1.GenerateChartResponse
+	nil,                                     // 131: rill.runtime.v1.HealthResponse.InstancesHealthEntry
+	nil,                                     // 132: rill.runtime.v1.InstanceHealth.MetricsViewErrorsEntry
+	nil,                                     // 133: rill.runtime.v1.Instance.VariablesEntry
+	nil,                                     // 134: rill.runtime.v1.Instance.ProjectVariablesEntry
+	nil,                                     // 135: rill.runtime.v1.Instance.FeatureFlagsEntry
+	nil,                                     // 136: rill.runtime.v1.Instance.AnnotationsEntry
+	nil,                                     // 137: rill.runtime.v1.CreateInstanceRequest.VariablesEntry
+	nil,                                     // 138: rill.runtime.v1.CreateInstanceRequest.AnnotationsEntry
+	(*ConnectorDriver_Property)(nil),        // 139: rill.runtime.v1.ConnectorDriver.Property
+	nil,                                     // 140: rill.runtime.v1.AnalyzedConnector.EnvConfigEntry
+	nil,                                     // 141: rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry
+	(*timestamppb.Timestamp)(nil),           // 142: google.protobuf.Timestamp
+	(*structpb.Struct)(nil),                 // 143: google.protobuf.Struct
+	(*StructType)(nil),                      // 144: rill.runtime.v1.StructType
+	(*Resource)(nil),                        // 145: rill.runtime.v1.Resource
+	(*ResourceName)(nil),                    // 146: rill.runtime.v1.ResourceName
+	(*RefreshModelTrigger)(nil),             // 147: rill.runtime.v1.RefreshModelTrigger
+	(*v1.ContentBlock)(nil),                 // 148: rill.ai.v1.ContentBlock
+	(*Expression)(nil),                      // 149: rill.runtime.v1.Expression
+	(*v1.Tool)(nil),                         // 150: rill.ai.v1.Tool
 }
 var file_rill_runtime_v1_api_proto_depIdxs = []int32{
-	140, // 0: rill.runtime.v1.PingResponse.time:type_name -> google.protobuf.Timestamp
-	129, // 1: rill.runtime.v1.HealthResponse.instances_health:type_name -> rill.runtime.v1.HealthResponse.InstancesHealthEntry
+	142, // 0: rill.runtime.v1.PingResponse.time:type_name -> google.protobuf.Timestamp
+	131, // 1: rill.runtime.v1.HealthResponse.instances_health:type_name -> rill.runtime.v1.HealthResponse.InstancesHealthEntry
 	10,  // 2: rill.runtime.v1.InstanceHealthResponse.instance_health:type_name -> rill.runtime.v1.InstanceHealth
-	130, // 3: rill.runtime.v1.InstanceHealth.metrics_view_errors:type_name -> rill.runtime.v1.InstanceHealth.MetricsViewErrorsEntry
-	140, // 4: rill.runtime.v1.Instance.created_on:type_name -> google.protobuf.Timestamp
-	140, // 5: rill.runtime.v1.Instance.updated_on:type_name -> google.protobuf.Timestamp
+	132, // 3: rill.runtime.v1.InstanceHealth.metrics_view_errors:type_name -> rill.runtime.v1.InstanceHealth.MetricsViewErrorsEntry
+	142, // 4: rill.runtime.v1.Instance.created_on:type_name -> google.protobuf.Timestamp
+	142, // 5: rill.runtime.v1.Instance.updated_on:type_name -> google.protobuf.Timestamp
 	12,  // 6: rill.runtime.v1.Instance.connectors:type_name -> rill.runtime.v1.Connector
 	12,  // 7: rill.runtime.v1.Instance.project_connectors:type_name -> rill.runtime.v1.Connector
-	131, // 8: rill.runtime.v1.Instance.variables:type_name -> rill.runtime.v1.Instance.VariablesEntry
-	132, // 9: rill.runtime.v1.Instance.project_variables:type_name -> rill.runtime.v1.Instance.ProjectVariablesEntry
-	133, // 10: rill.runtime.v1.Instance.feature_flags:type_name -> rill.runtime.v1.Instance.FeatureFlagsEntry
-	134, // 11: rill.runtime.v1.Instance.annotations:type_name -> rill.runtime.v1.Instance.AnnotationsEntry
-	141, // 12: rill.runtime.v1.Connector.config:type_name -> google.protobuf.Struct
-	141, // 13: rill.runtime.v1.Connector.provision_args:type_name -> google.protobuf.Struct
+	133, // 8: rill.runtime.v1.Instance.variables:type_name -> rill.runtime.v1.Instance.VariablesEntry
+	134, // 9: rill.runtime.v1.Instance.project_variables:type_name -> rill.runtime.v1.Instance.ProjectVariablesEntry
+	135, // 10: rill.runtime.v1.Instance.feature_flags:type_name -> rill.runtime.v1.Instance.FeatureFlagsEntry
+	136, // 11: rill.runtime.v1.Instance.annotations:type_name -> rill.runtime.v1.Instance.AnnotationsEntry
+	143, // 12: rill.runtime.v1.Connector.config:type_name -> google.protobuf.Struct
+	143, // 13: rill.runtime.v1.Connector.provision_args:type_name -> google.protobuf.Struct
 	11,  // 14: rill.runtime.v1.ListInstancesResponse.instances:type_name -> rill.runtime.v1.Instance
 	11,  // 15: rill.runtime.v1.GetInstanceResponse.instance:type_name -> rill.runtime.v1.Instance
 	12,  // 16: rill.runtime.v1.CreateInstanceRequest.connectors:type_name -> rill.runtime.v1.Connector
-	135, // 17: rill.runtime.v1.CreateInstanceRequest.variables:type_name -> rill.runtime.v1.CreateInstanceRequest.VariablesEntry
-	136, // 18: rill.runtime.v1.CreateInstanceRequest.annotations:type_name -> rill.runtime.v1.CreateInstanceRequest.AnnotationsEntry
+	137, // 17: rill.runtime.v1.CreateInstanceRequest.variables:type_name -> rill.runtime.v1.CreateInstanceRequest.VariablesEntry
+	138, // 18: rill.runtime.v1.CreateInstanceRequest.annotations:type_name -> rill.runtime.v1.CreateInstanceRequest.AnnotationsEntry
 	11,  // 19: rill.runtime.v1.CreateInstanceResponse.instance:type_name -> rill.runtime.v1.Instance
 	12,  // 20: rill.runtime.v1.EditInstanceRequest.connectors:type_name -> rill.runtime.v1.Connector
 	11,  // 21: rill.runtime.v1.EditInstanceResponse.instance:type_name -> rill.runtime.v1.Instance
 	27,  // 22: rill.runtime.v1.ListFilesResponse.files:type_name -> rill.runtime.v1.DirEntry
 	0,   // 23: rill.runtime.v1.WatchFilesResponse.event:type_name -> rill.runtime.v1.FileEvent
-	140, // 24: rill.runtime.v1.GetFileResponse.updated_on:type_name -> google.protobuf.Timestamp
+	142, // 24: rill.runtime.v1.GetFileResponse.updated_on:type_name -> google.protobuf.Timestamp
 	40,  // 25: rill.runtime.v1.ListExamplesResponse.examples:type_name -> rill.runtime.v1.Example
-	141, // 26: rill.runtime.v1.GenerateResolverResponse.resolver_properties:type_name -> google.protobuf.Struct
-	141, // 27: rill.runtime.v1.GenerateRendererRequest.resolver_properties:type_name -> google.protobuf.Struct
-	141, // 28: rill.runtime.v1.GenerateRendererResponse.renderer_properties:type_name -> google.protobuf.Struct
-	141, // 29: rill.runtime.v1.QueryResolverRequest.resolver_properties:type_name -> google.protobuf.Struct
-	141, // 30: rill.runtime.v1.QueryResolverRequest.resolver_args:type_name -> google.protobuf.Struct
-	141, // 31: rill.runtime.v1.QueryResolverResponse.meta:type_name -> google.protobuf.Struct
-	142, // 32: rill.runtime.v1.QueryResolverResponse.schema:type_name -> rill.runtime.v1.StructType
-	141, // 33: rill.runtime.v1.QueryResolverResponse.data:type_name -> google.protobuf.Struct
+	143, // 26: rill.runtime.v1.GenerateResolverResponse.resolver_properties:type_name -> google.protobuf.Struct
+	143, // 27: rill.runtime.v1.GenerateRendererRequest.resolver_properties:type_name -> google.protobuf.Struct
+	143, // 28: rill.runtime.v1.GenerateRendererResponse.renderer_properties:type_name -> google.protobuf.Struct
+	143, // 29: rill.runtime.v1.QueryResolverRequest.resolver_properties:type_name -> google.protobuf.Struct
+	143, // 30: rill.runtime.v1.QueryResolverRequest.resolver_args:type_name -> google.protobuf.Struct
+	143, // 31: rill.runtime.v1.QueryResolverResponse.meta:type_name -> google.protobuf.Struct
+	144, // 32: rill.runtime.v1.QueryResolverResponse.schema:type_name -> rill.runtime.v1.StructType
+	143, // 33: rill.runtime.v1.QueryResolverResponse.data:type_name -> google.protobuf.Struct
 	1,   // 34: rill.runtime.v1.Log.level:type_name -> rill.runtime.v1.LogLevel
-	140, // 35: rill.runtime.v1.Log.time:type_name -> google.protobuf.Timestamp
-	141, // 36: rill.runtime.v1.ModelPartition.data:type_name -> google.protobuf.Struct
-	140, // 37: rill.runtime.v1.ModelPartition.watermark:type_name -> google.protobuf.Timestamp
-	140, // 38: rill.runtime.v1.ModelPartition.executed_on:type_name -> google.protobuf.Timestamp
+	142, // 35: rill.runtime.v1.Log.time:type_name -> google.protobuf.Timestamp
+	143, // 36: rill.runtime.v1.ModelPartition.data:type_name -> google.protobuf.Struct
+	142, // 37: rill.runtime.v1.ModelPartition.watermark:type_name -> google.protobuf.Timestamp
+	142, // 38: rill.runtime.v1.ModelPartition.executed_on:type_name -> google.protobuf.Timestamp
 	1,   // 39: rill.runtime.v1.GetLogsRequest.level:type_name -> rill.runtime.v1.LogLevel
 	57,  // 40: rill.runtime.v1.GetLogsResponse.logs:type_name -> rill.runtime.v1.Log
 	1,   // 41: rill.runtime.v1.WatchLogsRequest.level:type_name -> rill.runtime.v1.LogLevel
 	57,  // 42: rill.runtime.v1.WatchLogsResponse.log:type_name -> rill.runtime.v1.Log
-	143, // 43: rill.runtime.v1.ListResourcesResponse.resources:type_name -> rill.runtime.v1.Resource
+	145, // 43: rill.runtime.v1.ListResourcesResponse.resources:type_name -> rill.runtime.v1.Resource
 	2,   // 44: rill.runtime.v1.WatchResourcesResponse.event:type_name -> rill.runtime.v1.ResourceEvent
-	144, // 45: rill.runtime.v1.WatchResourcesResponse.name:type_name -> rill.runtime.v1.ResourceName
-	143, // 46: rill.runtime.v1.WatchResourcesResponse.resource:type_name -> rill.runtime.v1.Resource
-	144, // 47: rill.runtime.v1.GetResourceRequest.name:type_name -> rill.runtime.v1.ResourceName
-	143, // 48: rill.runtime.v1.GetResourceResponse.resource:type_name -> rill.runtime.v1.Resource
-	143, // 49: rill.runtime.v1.GetExploreResponse.explore:type_name -> rill.runtime.v1.Resource
-	143, // 50: rill.runtime.v1.GetExploreResponse.metrics_view:type_name -> rill.runtime.v1.Resource
+	146, // 45: rill.runtime.v1.WatchResourcesResponse.name:type_name -> rill.runtime.v1.ResourceName
+	145, // 46: rill.runtime.v1.WatchResourcesResponse.resource:type_name -> rill.runtime.v1.Resource
+	146, // 47: rill.runtime.v1.GetResourceRequest.name:type_name -> rill.runtime.v1.ResourceName
+	145, // 48: rill.runtime.v1.GetResourceResponse.resource:type_name -> rill.runtime.v1.Resource
+	145, // 49: rill.runtime.v1.GetExploreResponse.explore:type_name -> rill.runtime.v1.Resource
+	145, // 50: rill.runtime.v1.GetExploreResponse.metrics_view:type_name -> rill.runtime.v1.Resource
 	58,  // 51: rill.runtime.v1.GetModelPartitionsResponse.partitions:type_name -> rill.runtime.v1.ModelPartition
-	144, // 52: rill.runtime.v1.CreateTriggerRequest.resources:type_name -> rill.runtime.v1.ResourceName
-	145, // 53: rill.runtime.v1.CreateTriggerRequest.models:type_name -> rill.runtime.v1.RefreshModelTrigger
-	137, // 54: rill.runtime.v1.ConnectorDriver.config_properties:type_name -> rill.runtime.v1.ConnectorDriver.Property
-	137, // 55: rill.runtime.v1.ConnectorDriver.source_properties:type_name -> rill.runtime.v1.ConnectorDriver.Property
+	146, // 52: rill.runtime.v1.CreateTriggerRequest.resources:type_name -> rill.runtime.v1.ResourceName
+	147, // 53: rill.runtime.v1.CreateTriggerRequest.models:type_name -> rill.runtime.v1.RefreshModelTrigger
+	139, // 54: rill.runtime.v1.ConnectorDriver.config_properties:type_name -> rill.runtime.v1.ConnectorDriver.Property
+	139, // 55: rill.runtime.v1.ConnectorDriver.source_properties:type_name -> rill.runtime.v1.ConnectorDriver.Property
 	75,  // 56: rill.runtime.v1.AnalyzedConnector.driver:type_name -> rill.runtime.v1.ConnectorDriver
-	141, // 57: rill.runtime.v1.AnalyzedConnector.config:type_name -> google.protobuf.Struct
-	141, // 58: rill.runtime.v1.AnalyzedConnector.preset_config:type_name -> google.protobuf.Struct
-	141, // 59: rill.runtime.v1.AnalyzedConnector.project_config:type_name -> google.protobuf.Struct
-	138, // 60: rill.runtime.v1.AnalyzedConnector.env_config:type_name -> rill.runtime.v1.AnalyzedConnector.EnvConfigEntry
-	141, // 61: rill.runtime.v1.AnalyzedConnector.provision_args:type_name -> google.protobuf.Struct
-	144, // 62: rill.runtime.v1.AnalyzedConnector.used_by:type_name -> rill.runtime.v1.ResourceName
+	143, // 57: rill.runtime.v1.AnalyzedConnector.config:type_name -> google.protobuf.Struct
+	143, // 58: rill.runtime.v1.AnalyzedConnector.preset_config:type_name -> google.protobuf.Struct
+	143, // 59: rill.runtime.v1.AnalyzedConnector.project_config:type_name -> google.protobuf.Struct
+	140, // 60: rill.runtime.v1.AnalyzedConnector.env_config:type_name -> rill.runtime.v1.AnalyzedConnector.EnvConfigEntry
+	143, // 61: rill.runtime.v1.AnalyzedConnector.provision_args:type_name -> google.protobuf.Struct
+	146, // 62: rill.runtime.v1.AnalyzedConnector.used_by:type_name -> rill.runtime.v1.ResourceName
 	75,  // 63: rill.runtime.v1.ListConnectorDriversResponse.connectors:type_name -> rill.runtime.v1.ConnectorDriver
 	76,  // 64: rill.runtime.v1.AnalyzeConnectorsResponse.connectors:type_name -> rill.runtime.v1.AnalyzedConnector
 	12,  // 65: rill.runtime.v1.ListNotifierConnectorsResponse.connectors:type_name -> rill.runtime.v1.Connector
-	140, // 66: rill.runtime.v1.Conversation.created_on:type_name -> google.protobuf.Timestamp
-	140, // 67: rill.runtime.v1.Conversation.updated_on:type_name -> google.protobuf.Timestamp
+	142, // 66: rill.runtime.v1.Conversation.created_on:type_name -> google.protobuf.Timestamp
+	142, // 67: rill.runtime.v1.Conversation.updated_on:type_name -> google.protobuf.Timestamp
 	84,  // 68: rill.runtime.v1.Conversation.messages:type_name -> rill.runtime.v1.Message
-	140, // 69: rill.runtime.v1.Message.created_on:type_name -> google.protobuf.Timestamp
-	140, // 70: rill.runtime.v1.Message.updated_on:type_name -> google.protobuf.Timestamp
-	146, // 71: rill.runtime.v1.Message.content:type_name -> rill.ai.v1.ContentBlock
-	147, // 72: rill.runtime.v1.AnalystAgentContext.where:type_name -> rill.runtime.v1.Expression
-	139, // 73: rill.runtime.v1.AnalystAgentContext.where_per_metrics_view:type_name -> rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry
-	140, // 74: rill.runtime.v1.AnalystAgentContext.time_start:type_name -> google.protobuf.Timestamp
-	140, // 75: rill.runtime.v1.AnalystAgentContext.time_end:type_name -> google.protobuf.Timestamp
+	142, // 69: rill.runtime.v1.Message.created_on:type_name -> google.protobuf.Timestamp
+	142, // 70: rill.runtime.v1.Message.updated_on:type_name -> google.protobuf.Timestamp
+	148, // 71: rill.runtime.v1.Message.content:type_name -> rill.ai.v1.ContentBlock
+	149, // 72: rill.runtime.v1.AnalystAgentContext.where:type_name -> rill.runtime.v1.Expression
+	141, // 73: rill.runtime.v1.AnalystAgentContext.where_per_metrics_view:type_name -> rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry
+	142, // 74: rill.runtime.v1.AnalystAgentContext.time_start:type_name -> google.protobuf.Timestamp
+	142, // 75: rill.runtime.v1.AnalystAgentContext.time_end:type_name -> google.protobuf.Timestamp
 	83,  // 76: rill.runtime.v1.ListConversationsResponse.conversations:type_name -> rill.runtime.v1.Conversation
 	83,  // 77: rill.runtime.v1.GetConversationResponse.conversation:type_name -> rill.runtime.v1.Conversation
 	84,  // 78: rill.runtime.v1.GetConversationResponse.messages:type_name -> rill.runtime.v1.Message
-	148, // 79: rill.runtime.v1.ListToolsResponse.tools:type_name -> rill.ai.v1.Tool
+	150, // 79: rill.runtime.v1.ListToolsResponse.tools:type_name -> rill.ai.v1.Tool
 	85,  // 80: rill.runtime.v1.CompleteRequest.analyst_agent_context:type_name -> rill.runtime.v1.AnalystAgentContext
 	86,  // 81: rill.runtime.v1.CompleteRequest.developer_agent_context:type_name -> rill.runtime.v1.DeveloperAgentContext
 	87,  // 82: rill.runtime.v1.CompleteRequest.feedback_agent_context:type_name -> rill.runtime.v1.FeedbackAgentContext
@@ -10305,15 +10467,15 @@ var file_rill_runtime_v1_api_proto_depIdxs = []int32{
 	87,  // 86: rill.runtime.v1.CompleteStreamingRequest.feedback_agent_context:type_name -> rill.runtime.v1.FeedbackAgentContext
 	84,  // 87: rill.runtime.v1.CompleteStreamingResponse.message:type_name -> rill.runtime.v1.Message
 	84,  // 88: rill.runtime.v1.GetAIMessageResponse.message:type_name -> rill.runtime.v1.Message
-	141, // 89: rill.runtime.v1.IssueDevJWTRequest.attributes:type_name -> google.protobuf.Struct
+	143, // 89: rill.runtime.v1.IssueDevJWTRequest.attributes:type_name -> google.protobuf.Struct
 	108, // 90: rill.runtime.v1.AnalyzeVariablesResponse.variables:type_name -> rill.runtime.v1.AnalyzedVariable
-	144, // 91: rill.runtime.v1.AnalyzedVariable.used_by:type_name -> rill.runtime.v1.ResourceName
+	146, // 91: rill.runtime.v1.AnalyzedVariable.used_by:type_name -> rill.runtime.v1.ResourceName
 	111, // 92: rill.runtime.v1.ListGitCommitsResponse.commits:type_name -> rill.runtime.v1.GitCommit
-	140, // 93: rill.runtime.v1.GitCommit.committed_on:type_name -> google.protobuf.Timestamp
+	142, // 93: rill.runtime.v1.GitCommit.committed_on:type_name -> google.protobuf.Timestamp
 	116, // 94: rill.runtime.v1.ListGitBranchesResponse.branches:type_name -> rill.runtime.v1.GitBranch
 	10,  // 95: rill.runtime.v1.HealthResponse.InstancesHealthEntry.value:type_name -> rill.runtime.v1.InstanceHealth
 	3,   // 96: rill.runtime.v1.ConnectorDriver.Property.type:type_name -> rill.runtime.v1.ConnectorDriver.Property.Type
-	147, // 97: rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry.value:type_name -> rill.runtime.v1.Expression
+	149, // 97: rill.runtime.v1.AnalystAgentContext.WherePerMetricsViewEntry.value:type_name -> rill.runtime.v1.Expression
 	4,   // 98: rill.runtime.v1.RuntimeService.Ping:input_type -> rill.runtime.v1.PingRequest
 	6,   // 99: rill.runtime.v1.RuntimeService.Health:input_type -> rill.runtime.v1.HealthRequest
 	8,   // 100: rill.runtime.v1.RuntimeService.InstanceHealth:input_type -> rill.runtime.v1.InstanceHealthRequest
@@ -10356,74 +10518,76 @@ var file_rill_runtime_v1_api_proto_depIdxs = []int32{
 	96,  // 137: rill.runtime.v1.RuntimeService.ListTools:input_type -> rill.runtime.v1.ListToolsRequest
 	98,  // 138: rill.runtime.v1.RuntimeService.Complete:input_type -> rill.runtime.v1.CompleteRequest
 	100, // 139: rill.runtime.v1.RuntimeService.CompleteStreaming:input_type -> rill.runtime.v1.CompleteStreamingRequest
-	102, // 140: rill.runtime.v1.RuntimeService.GetAIMessage:input_type -> rill.runtime.v1.GetAIMessageRequest
-	104, // 141: rill.runtime.v1.RuntimeService.IssueDevJWT:input_type -> rill.runtime.v1.IssueDevJWTRequest
-	106, // 142: rill.runtime.v1.RuntimeService.AnalyzeVariables:input_type -> rill.runtime.v1.AnalyzeVariablesRequest
-	109, // 143: rill.runtime.v1.RuntimeService.ListGitCommits:input_type -> rill.runtime.v1.ListGitCommitsRequest
-	112, // 144: rill.runtime.v1.RuntimeService.GitStatus:input_type -> rill.runtime.v1.GitStatusRequest
-	114, // 145: rill.runtime.v1.RuntimeService.ListGitBranches:input_type -> rill.runtime.v1.ListGitBranchesRequest
-	117, // 146: rill.runtime.v1.RuntimeService.GitCommit:input_type -> rill.runtime.v1.GitCommitRequest
-	119, // 147: rill.runtime.v1.RuntimeService.RestoreGitCommit:input_type -> rill.runtime.v1.RestoreGitCommitRequest
-	121, // 148: rill.runtime.v1.RuntimeService.GitMergeToBranch:input_type -> rill.runtime.v1.GitMergeToBranchRequest
-	123, // 149: rill.runtime.v1.RuntimeService.GitSwitchBranch:input_type -> rill.runtime.v1.GitSwitchBranchRequest
-	125, // 150: rill.runtime.v1.RuntimeService.GitPull:input_type -> rill.runtime.v1.GitPullRequest
-	127, // 151: rill.runtime.v1.RuntimeService.GitPush:input_type -> rill.runtime.v1.GitPushRequest
-	5,   // 152: rill.runtime.v1.RuntimeService.Ping:output_type -> rill.runtime.v1.PingResponse
-	7,   // 153: rill.runtime.v1.RuntimeService.Health:output_type -> rill.runtime.v1.HealthResponse
-	9,   // 154: rill.runtime.v1.RuntimeService.InstanceHealth:output_type -> rill.runtime.v1.InstanceHealthResponse
-	14,  // 155: rill.runtime.v1.RuntimeService.ListInstances:output_type -> rill.runtime.v1.ListInstancesResponse
-	16,  // 156: rill.runtime.v1.RuntimeService.GetInstance:output_type -> rill.runtime.v1.GetInstanceResponse
-	18,  // 157: rill.runtime.v1.RuntimeService.CreateInstance:output_type -> rill.runtime.v1.CreateInstanceResponse
-	22,  // 158: rill.runtime.v1.RuntimeService.EditInstance:output_type -> rill.runtime.v1.EditInstanceResponse
-	20,  // 159: rill.runtime.v1.RuntimeService.DeleteInstance:output_type -> rill.runtime.v1.DeleteInstanceResponse
-	24,  // 160: rill.runtime.v1.RuntimeService.ReloadConfig:output_type -> rill.runtime.v1.ReloadConfigResponse
-	26,  // 161: rill.runtime.v1.RuntimeService.ListFiles:output_type -> rill.runtime.v1.ListFilesResponse
-	29,  // 162: rill.runtime.v1.RuntimeService.WatchFiles:output_type -> rill.runtime.v1.WatchFilesResponse
-	31,  // 163: rill.runtime.v1.RuntimeService.GetFile:output_type -> rill.runtime.v1.GetFileResponse
-	33,  // 164: rill.runtime.v1.RuntimeService.PutFile:output_type -> rill.runtime.v1.PutFileResponse
-	35,  // 165: rill.runtime.v1.RuntimeService.CreateDirectory:output_type -> rill.runtime.v1.CreateDirectoryResponse
-	37,  // 166: rill.runtime.v1.RuntimeService.DeleteFile:output_type -> rill.runtime.v1.DeleteFileResponse
-	39,  // 167: rill.runtime.v1.RuntimeService.RenameFile:output_type -> rill.runtime.v1.RenameFileResponse
-	42,  // 168: rill.runtime.v1.RuntimeService.ListExamples:output_type -> rill.runtime.v1.ListExamplesResponse
-	44,  // 169: rill.runtime.v1.RuntimeService.UnpackExample:output_type -> rill.runtime.v1.UnpackExampleResponse
-	46,  // 170: rill.runtime.v1.RuntimeService.UnpackEmpty:output_type -> rill.runtime.v1.UnpackEmptyResponse
-	48,  // 171: rill.runtime.v1.RuntimeService.GenerateMetricsViewFile:output_type -> rill.runtime.v1.GenerateMetricsViewFileResponse
-	50,  // 172: rill.runtime.v1.RuntimeService.GenerateCanvasFile:output_type -> rill.runtime.v1.GenerateCanvasFileResponse
-	52,  // 173: rill.runtime.v1.RuntimeService.GenerateResolver:output_type -> rill.runtime.v1.GenerateResolverResponse
-	54,  // 174: rill.runtime.v1.RuntimeService.GenerateRenderer:output_type -> rill.runtime.v1.GenerateRendererResponse
-	56,  // 175: rill.runtime.v1.RuntimeService.QueryResolver:output_type -> rill.runtime.v1.QueryResolverResponse
-	60,  // 176: rill.runtime.v1.RuntimeService.GetLogs:output_type -> rill.runtime.v1.GetLogsResponse
-	62,  // 177: rill.runtime.v1.RuntimeService.WatchLogs:output_type -> rill.runtime.v1.WatchLogsResponse
-	64,  // 178: rill.runtime.v1.RuntimeService.ListResources:output_type -> rill.runtime.v1.ListResourcesResponse
-	66,  // 179: rill.runtime.v1.RuntimeService.WatchResources:output_type -> rill.runtime.v1.WatchResourcesResponse
-	68,  // 180: rill.runtime.v1.RuntimeService.GetResource:output_type -> rill.runtime.v1.GetResourceResponse
-	70,  // 181: rill.runtime.v1.RuntimeService.GetExplore:output_type -> rill.runtime.v1.GetExploreResponse
-	72,  // 182: rill.runtime.v1.RuntimeService.GetModelPartitions:output_type -> rill.runtime.v1.GetModelPartitionsResponse
-	74,  // 183: rill.runtime.v1.RuntimeService.CreateTrigger:output_type -> rill.runtime.v1.CreateTriggerResponse
-	78,  // 184: rill.runtime.v1.RuntimeService.ListConnectorDrivers:output_type -> rill.runtime.v1.ListConnectorDriversResponse
-	80,  // 185: rill.runtime.v1.RuntimeService.AnalyzeConnectors:output_type -> rill.runtime.v1.AnalyzeConnectorsResponse
-	82,  // 186: rill.runtime.v1.RuntimeService.ListNotifierConnectors:output_type -> rill.runtime.v1.ListNotifierConnectorsResponse
-	89,  // 187: rill.runtime.v1.RuntimeService.ListConversations:output_type -> rill.runtime.v1.ListConversationsResponse
-	91,  // 188: rill.runtime.v1.RuntimeService.GetConversation:output_type -> rill.runtime.v1.GetConversationResponse
-	93,  // 189: rill.runtime.v1.RuntimeService.ShareConversation:output_type -> rill.runtime.v1.ShareConversationResponse
-	95,  // 190: rill.runtime.v1.RuntimeService.ForkConversation:output_type -> rill.runtime.v1.ForkConversationResponse
-	97,  // 191: rill.runtime.v1.RuntimeService.ListTools:output_type -> rill.runtime.v1.ListToolsResponse
-	99,  // 192: rill.runtime.v1.RuntimeService.Complete:output_type -> rill.runtime.v1.CompleteResponse
-	101, // 193: rill.runtime.v1.RuntimeService.CompleteStreaming:output_type -> rill.runtime.v1.CompleteStreamingResponse
-	103, // 194: rill.runtime.v1.RuntimeService.GetAIMessage:output_type -> rill.runtime.v1.GetAIMessageResponse
-	105, // 195: rill.runtime.v1.RuntimeService.IssueDevJWT:output_type -> rill.runtime.v1.IssueDevJWTResponse
-	107, // 196: rill.runtime.v1.RuntimeService.AnalyzeVariables:output_type -> rill.runtime.v1.AnalyzeVariablesResponse
-	110, // 197: rill.runtime.v1.RuntimeService.ListGitCommits:output_type -> rill.runtime.v1.ListGitCommitsResponse
-	113, // 198: rill.runtime.v1.RuntimeService.GitStatus:output_type -> rill.runtime.v1.GitStatusResponse
-	115, // 199: rill.runtime.v1.RuntimeService.ListGitBranches:output_type -> rill.runtime.v1.ListGitBranchesResponse
-	118, // 200: rill.runtime.v1.RuntimeService.GitCommit:output_type -> rill.runtime.v1.GitCommitResponse
-	120, // 201: rill.runtime.v1.RuntimeService.RestoreGitCommit:output_type -> rill.runtime.v1.RestoreGitCommitResponse
-	122, // 202: rill.runtime.v1.RuntimeService.GitMergeToBranch:output_type -> rill.runtime.v1.GitMergeToBranchResponse
-	124, // 203: rill.runtime.v1.RuntimeService.GitSwitchBranch:output_type -> rill.runtime.v1.GitSwitchBranchResponse
-	126, // 204: rill.runtime.v1.RuntimeService.GitPull:output_type -> rill.runtime.v1.GitPullResponse
-	128, // 205: rill.runtime.v1.RuntimeService.GitPush:output_type -> rill.runtime.v1.GitPushResponse
-	152, // [152:206] is the sub-list for method output_type
-	98,  // [98:152] is the sub-list for method input_type
+	129, // 140: rill.runtime.v1.RuntimeService.GenerateChart:input_type -> rill.runtime.v1.GenerateChartRequest
+	102, // 141: rill.runtime.v1.RuntimeService.GetAIMessage:input_type -> rill.runtime.v1.GetAIMessageRequest
+	104, // 142: rill.runtime.v1.RuntimeService.IssueDevJWT:input_type -> rill.runtime.v1.IssueDevJWTRequest
+	106, // 143: rill.runtime.v1.RuntimeService.AnalyzeVariables:input_type -> rill.runtime.v1.AnalyzeVariablesRequest
+	109, // 144: rill.runtime.v1.RuntimeService.ListGitCommits:input_type -> rill.runtime.v1.ListGitCommitsRequest
+	112, // 145: rill.runtime.v1.RuntimeService.GitStatus:input_type -> rill.runtime.v1.GitStatusRequest
+	114, // 146: rill.runtime.v1.RuntimeService.ListGitBranches:input_type -> rill.runtime.v1.ListGitBranchesRequest
+	117, // 147: rill.runtime.v1.RuntimeService.GitCommit:input_type -> rill.runtime.v1.GitCommitRequest
+	119, // 148: rill.runtime.v1.RuntimeService.RestoreGitCommit:input_type -> rill.runtime.v1.RestoreGitCommitRequest
+	121, // 149: rill.runtime.v1.RuntimeService.GitMergeToBranch:input_type -> rill.runtime.v1.GitMergeToBranchRequest
+	123, // 150: rill.runtime.v1.RuntimeService.GitSwitchBranch:input_type -> rill.runtime.v1.GitSwitchBranchRequest
+	125, // 151: rill.runtime.v1.RuntimeService.GitPull:input_type -> rill.runtime.v1.GitPullRequest
+	127, // 152: rill.runtime.v1.RuntimeService.GitPush:input_type -> rill.runtime.v1.GitPushRequest
+	5,   // 153: rill.runtime.v1.RuntimeService.Ping:output_type -> rill.runtime.v1.PingResponse
+	7,   // 154: rill.runtime.v1.RuntimeService.Health:output_type -> rill.runtime.v1.HealthResponse
+	9,   // 155: rill.runtime.v1.RuntimeService.InstanceHealth:output_type -> rill.runtime.v1.InstanceHealthResponse
+	14,  // 156: rill.runtime.v1.RuntimeService.ListInstances:output_type -> rill.runtime.v1.ListInstancesResponse
+	16,  // 157: rill.runtime.v1.RuntimeService.GetInstance:output_type -> rill.runtime.v1.GetInstanceResponse
+	18,  // 158: rill.runtime.v1.RuntimeService.CreateInstance:output_type -> rill.runtime.v1.CreateInstanceResponse
+	22,  // 159: rill.runtime.v1.RuntimeService.EditInstance:output_type -> rill.runtime.v1.EditInstanceResponse
+	20,  // 160: rill.runtime.v1.RuntimeService.DeleteInstance:output_type -> rill.runtime.v1.DeleteInstanceResponse
+	24,  // 161: rill.runtime.v1.RuntimeService.ReloadConfig:output_type -> rill.runtime.v1.ReloadConfigResponse
+	26,  // 162: rill.runtime.v1.RuntimeService.ListFiles:output_type -> rill.runtime.v1.ListFilesResponse
+	29,  // 163: rill.runtime.v1.RuntimeService.WatchFiles:output_type -> rill.runtime.v1.WatchFilesResponse
+	31,  // 164: rill.runtime.v1.RuntimeService.GetFile:output_type -> rill.runtime.v1.GetFileResponse
+	33,  // 165: rill.runtime.v1.RuntimeService.PutFile:output_type -> rill.runtime.v1.PutFileResponse
+	35,  // 166: rill.runtime.v1.RuntimeService.CreateDirectory:output_type -> rill.runtime.v1.CreateDirectoryResponse
+	37,  // 167: rill.runtime.v1.RuntimeService.DeleteFile:output_type -> rill.runtime.v1.DeleteFileResponse
+	39,  // 168: rill.runtime.v1.RuntimeService.RenameFile:output_type -> rill.runtime.v1.RenameFileResponse
+	42,  // 169: rill.runtime.v1.RuntimeService.ListExamples:output_type -> rill.runtime.v1.ListExamplesResponse
+	44,  // 170: rill.runtime.v1.RuntimeService.UnpackExample:output_type -> rill.runtime.v1.UnpackExampleResponse
+	46,  // 171: rill.runtime.v1.RuntimeService.UnpackEmpty:output_type -> rill.runtime.v1.UnpackEmptyResponse
+	48,  // 172: rill.runtime.v1.RuntimeService.GenerateMetricsViewFile:output_type -> rill.runtime.v1.GenerateMetricsViewFileResponse
+	50,  // 173: rill.runtime.v1.RuntimeService.GenerateCanvasFile:output_type -> rill.runtime.v1.GenerateCanvasFileResponse
+	52,  // 174: rill.runtime.v1.RuntimeService.GenerateResolver:output_type -> rill.runtime.v1.GenerateResolverResponse
+	54,  // 175: rill.runtime.v1.RuntimeService.GenerateRenderer:output_type -> rill.runtime.v1.GenerateRendererResponse
+	56,  // 176: rill.runtime.v1.RuntimeService.QueryResolver:output_type -> rill.runtime.v1.QueryResolverResponse
+	60,  // 177: rill.runtime.v1.RuntimeService.GetLogs:output_type -> rill.runtime.v1.GetLogsResponse
+	62,  // 178: rill.runtime.v1.RuntimeService.WatchLogs:output_type -> rill.runtime.v1.WatchLogsResponse
+	64,  // 179: rill.runtime.v1.RuntimeService.ListResources:output_type -> rill.runtime.v1.ListResourcesResponse
+	66,  // 180: rill.runtime.v1.RuntimeService.WatchResources:output_type -> rill.runtime.v1.WatchResourcesResponse
+	68,  // 181: rill.runtime.v1.RuntimeService.GetResource:output_type -> rill.runtime.v1.GetResourceResponse
+	70,  // 182: rill.runtime.v1.RuntimeService.GetExplore:output_type -> rill.runtime.v1.GetExploreResponse
+	72,  // 183: rill.runtime.v1.RuntimeService.GetModelPartitions:output_type -> rill.runtime.v1.GetModelPartitionsResponse
+	74,  // 184: rill.runtime.v1.RuntimeService.CreateTrigger:output_type -> rill.runtime.v1.CreateTriggerResponse
+	78,  // 185: rill.runtime.v1.RuntimeService.ListConnectorDrivers:output_type -> rill.runtime.v1.ListConnectorDriversResponse
+	80,  // 186: rill.runtime.v1.RuntimeService.AnalyzeConnectors:output_type -> rill.runtime.v1.AnalyzeConnectorsResponse
+	82,  // 187: rill.runtime.v1.RuntimeService.ListNotifierConnectors:output_type -> rill.runtime.v1.ListNotifierConnectorsResponse
+	89,  // 188: rill.runtime.v1.RuntimeService.ListConversations:output_type -> rill.runtime.v1.ListConversationsResponse
+	91,  // 189: rill.runtime.v1.RuntimeService.GetConversation:output_type -> rill.runtime.v1.GetConversationResponse
+	93,  // 190: rill.runtime.v1.RuntimeService.ShareConversation:output_type -> rill.runtime.v1.ShareConversationResponse
+	95,  // 191: rill.runtime.v1.RuntimeService.ForkConversation:output_type -> rill.runtime.v1.ForkConversationResponse
+	97,  // 192: rill.runtime.v1.RuntimeService.ListTools:output_type -> rill.runtime.v1.ListToolsResponse
+	99,  // 193: rill.runtime.v1.RuntimeService.Complete:output_type -> rill.runtime.v1.CompleteResponse
+	101, // 194: rill.runtime.v1.RuntimeService.CompleteStreaming:output_type -> rill.runtime.v1.CompleteStreamingResponse
+	130, // 195: rill.runtime.v1.RuntimeService.GenerateChart:output_type -> rill.runtime.v1.GenerateChartResponse
+	103, // 196: rill.runtime.v1.RuntimeService.GetAIMessage:output_type -> rill.runtime.v1.GetAIMessageResponse
+	105, // 197: rill.runtime.v1.RuntimeService.IssueDevJWT:output_type -> rill.runtime.v1.IssueDevJWTResponse
+	107, // 198: rill.runtime.v1.RuntimeService.AnalyzeVariables:output_type -> rill.runtime.v1.AnalyzeVariablesResponse
+	110, // 199: rill.runtime.v1.RuntimeService.ListGitCommits:output_type -> rill.runtime.v1.ListGitCommitsResponse
+	113, // 200: rill.runtime.v1.RuntimeService.GitStatus:output_type -> rill.runtime.v1.GitStatusResponse
+	115, // 201: rill.runtime.v1.RuntimeService.ListGitBranches:output_type -> rill.runtime.v1.ListGitBranchesResponse
+	118, // 202: rill.runtime.v1.RuntimeService.GitCommit:output_type -> rill.runtime.v1.GitCommitResponse
+	120, // 203: rill.runtime.v1.RuntimeService.RestoreGitCommit:output_type -> rill.runtime.v1.RestoreGitCommitResponse
+	122, // 204: rill.runtime.v1.RuntimeService.GitMergeToBranch:output_type -> rill.runtime.v1.GitMergeToBranchResponse
+	124, // 205: rill.runtime.v1.RuntimeService.GitSwitchBranch:output_type -> rill.runtime.v1.GitSwitchBranchResponse
+	126, // 206: rill.runtime.v1.RuntimeService.GitPull:output_type -> rill.runtime.v1.GitPullResponse
+	128, // 207: rill.runtime.v1.RuntimeService.GitPush:output_type -> rill.runtime.v1.GitPushResponse
+	153, // [153:208] is the sub-list for method output_type
+	98,  // [98:153] is the sub-list for method input_type
 	98,  // [98:98] is the sub-list for extension type_name
 	98,  // [98:98] is the sub-list for extension extendee
 	0,   // [0:98] is the sub-list for field type_name
@@ -11938,7 +12102,31 @@ func file_rill_runtime_v1_api_proto_init() {
 				return nil
 			}
 		}
-		file_rill_runtime_v1_api_proto_msgTypes[133].Exporter = func(v any, i int) any {
+		file_rill_runtime_v1_api_proto_msgTypes[125].Exporter = func(v any, i int) any {
+			switch v := v.(*GenerateChartRequest); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_rill_runtime_v1_api_proto_msgTypes[126].Exporter = func(v any, i int) any {
+			switch v := v.(*GenerateChartResponse); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_rill_runtime_v1_api_proto_msgTypes[135].Exporter = func(v any, i int) any {
 			switch v := v.(*ConnectorDriver_Property); i {
 			case 0:
 				return &v.state
@@ -11958,7 +12146,7 @@ func file_rill_runtime_v1_api_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_rill_runtime_v1_api_proto_rawDesc,
 			NumEnums:      4,
-			NumMessages:   136,
+			NumMessages:   138,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
diff --git a/proto/gen/rill/runtime/v1/api.pb.gw.go b/proto/gen/rill/runtime/v1/api.pb.gw.go
index 3ec7f4b8d28..e545ec7ae91 100644
--- a/proto/gen/rill/runtime/v1/api.pb.gw.go
+++ b/proto/gen/rill/runtime/v1/api.pb.gw.go
@@ -2398,6 +2398,66 @@ func request_RuntimeService_CompleteStreaming_0(ctx context.Context, marshaler r
 
 }
 
+func request_RuntimeService_GenerateChart_0(ctx context.Context, marshaler runtime.Marshaler, client RuntimeServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GenerateChartRequest
+	var metadata runtime.ServerMetadata
+
+	if err := marshaler.NewDecoder(req.Body).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["instance_id"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "instance_id")
+	}
+
+	protoReq.InstanceId, err = runtime.String(val)
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "instance_id", err)
+	}
+
+	msg, err := client.GenerateChart(ctx, &protoReq, grpc.Header(&metadata.HeaderMD), grpc.Trailer(&metadata.TrailerMD))
+	return msg, metadata, err
+
+}
+
+func local_request_RuntimeService_GenerateChart_0(ctx context.Context, marshaler runtime.Marshaler, server RuntimeServiceServer, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GenerateChartRequest
+	var metadata runtime.ServerMetadata
+
+	if err := marshaler.NewDecoder(req.Body).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["instance_id"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "instance_id")
+	}
+
+	protoReq.InstanceId, err = runtime.String(val)
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "instance_id", err)
+	}
+
+	msg, err := server.GenerateChart(ctx, &protoReq)
+	return msg, metadata, err
+
+}
+
 func request_RuntimeService_GetAIMessage_0(ctx context.Context, marshaler runtime.Marshaler, client RuntimeServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
 	var protoReq GetAIMessageRequest
 	var metadata runtime.ServerMetadata
@@ -4107,6 +4167,31 @@ func RegisterRuntimeServiceHandlerServer(ctx context.Context, mux *runtime.Serve
 		return
 	})
 
+	mux.Handle("POST", pattern_RuntimeService_GenerateChart_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		var stream runtime.ServerTransportStream
+		ctx = grpc.NewContextWithServerTransportStream(ctx, &stream)
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		var err error
+		var annotatedContext context.Context
+		annotatedContext, err = runtime.AnnotateIncomingContext(ctx, mux, req, "/rill.runtime.v1.RuntimeService/GenerateChart", runtime.WithHTTPPathPattern("/v1/instances/{instance_id}/ai/generate-chart"))
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := local_request_RuntimeService_GenerateChart_0(annotatedContext, inboundMarshaler, server, req, pathParams)
+		md.HeaderMD, md.TrailerMD = metadata.Join(md.HeaderMD, stream.Header()), metadata.Join(md.TrailerMD, stream.Trailer())
+		annotatedContext = runtime.NewServerMetadataContext(annotatedContext, md)
+		if err != nil {
+			runtime.HTTPError(annotatedContext, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_RuntimeService_GenerateChart_0(annotatedContext, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("GET", pattern_RuntimeService_GetAIMessage_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -5372,6 +5457,28 @@ func RegisterRuntimeServiceHandlerClient(ctx context.Context, mux *runtime.Serve
 
 	})
 
+	mux.Handle("POST", pattern_RuntimeService_GenerateChart_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		var err error
+		var annotatedContext context.Context
+		annotatedContext, err = runtime.AnnotateContext(ctx, mux, req, "/rill.runtime.v1.RuntimeService/GenerateChart", runtime.WithHTTPPathPattern("/v1/instances/{instance_id}/ai/generate-chart"))
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := request_RuntimeService_GenerateChart_0(annotatedContext, inboundMarshaler, client, req, pathParams)
+		annotatedContext = runtime.NewServerMetadataContext(annotatedContext, md)
+		if err != nil {
+			runtime.HTTPError(annotatedContext, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_RuntimeService_GenerateChart_0(annotatedContext, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("GET", pattern_RuntimeService_GetAIMessage_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -5724,6 +5831,8 @@ var (
 
 	pattern_RuntimeService_CompleteStreaming_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 2, 4, 2, 5}, []string{"v1", "instances", "instance_id", "ai", "complete", "stream"}, ""))
 
+	pattern_RuntimeService_GenerateChart_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 2, 4}, []string{"v1", "instances", "instance_id", "ai", "generate-chart"}, ""))
+
 	pattern_RuntimeService_GetAIMessage_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 2, 4, 1, 0, 4, 1, 5, 5, 2, 6, 1, 0, 4, 1, 5, 7}, []string{"v1", "instances", "instance_id", "ai", "conversations", "conversation_id", "messages", "message_id"}, ""))
 
 	pattern_RuntimeService_IssueDevJWT_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1}, []string{"v1", "dev-jwt"}, ""))
@@ -5834,6 +5943,8 @@ var (
 
 	forward_RuntimeService_CompleteStreaming_0 = runtime.ForwardResponseStream
 
+	forward_RuntimeService_GenerateChart_0 = runtime.ForwardResponseMessage
+
 	forward_RuntimeService_GetAIMessage_0 = runtime.ForwardResponseMessage
 
 	forward_RuntimeService_IssueDevJWT_0 = runtime.ForwardResponseMessage
diff --git a/proto/gen/rill/runtime/v1/api.pb.validate.go b/proto/gen/rill/runtime/v1/api.pb.validate.go
index e7fb2ada2c2..b8090e7ae46 100644
--- a/proto/gen/rill/runtime/v1/api.pb.validate.go
+++ b/proto/gen/rill/runtime/v1/api.pb.validate.go
@@ -16374,6 +16374,238 @@ var _ interface {
 	ErrorName() string
 } = GitPushResponseValidationError{}
 
+// Validate checks the field values on GenerateChartRequest with the rules
+// defined in the proto definition for this message. If any rules are
+// violated, the first error encountered is returned, or nil if there are no violations.
+func (m *GenerateChartRequest) Validate() error {
+	return m.validate(false)
+}
+
+// ValidateAll checks the field values on GenerateChartRequest with the rules
+// defined in the proto definition for this message. If any rules are
+// violated, the result is a list of violation errors wrapped in
+// GenerateChartRequestMultiError, or nil if none found.
+func (m *GenerateChartRequest) ValidateAll() error {
+	return m.validate(true)
+}
+
+func (m *GenerateChartRequest) validate(all bool) error {
+	if m == nil {
+		return nil
+	}
+
+	var errors []error
+
+	if !_GenerateChartRequest_InstanceId_Pattern.MatchString(m.GetInstanceId()) {
+		err := GenerateChartRequestValidationError{
+			field:  "InstanceId",
+			reason: "value does not match regex pattern \"^[_\\\\-a-zA-Z0-9]+$\"",
+		}
+		if !all {
+			return err
+		}
+		errors = append(errors, err)
+	}
+
+	if utf8.RuneCountInString(m.GetPrompt()) < 1 {
+		err := GenerateChartRequestValidationError{
+			field:  "Prompt",
+			reason: "value length must be at least 1 runes",
+		}
+		if !all {
+			return err
+		}
+		errors = append(errors, err)
+	}
+
+	// no validation rules for PreviousSpec
+
+	if len(errors) > 0 {
+		return GenerateChartRequestMultiError(errors)
+	}
+
+	return nil
+}
+
+// GenerateChartRequestMultiError is an error wrapping multiple validation
+// errors returned by GenerateChartRequest.ValidateAll() if the designated
+// constraints aren't met.
+type GenerateChartRequestMultiError []error
+
+// Error returns a concatenation of all the error messages it wraps.
+func (m GenerateChartRequestMultiError) Error() string {
+	var msgs []string
+	for _, err := range m {
+		msgs = append(msgs, err.Error())
+	}
+	return strings.Join(msgs, "; ")
+}
+
+// AllErrors returns a list of validation violation errors.
+func (m GenerateChartRequestMultiError) AllErrors() []error { return m }
+
+// GenerateChartRequestValidationError is the validation error returned by
+// GenerateChartRequest.Validate if the designated constraints aren't met.
+type GenerateChartRequestValidationError struct {
+	field  string
+	reason string
+	cause  error
+	key    bool
+}
+
+// Field function returns field value.
+func (e GenerateChartRequestValidationError) Field() string { return e.field }
+
+// Reason function returns reason value.
+func (e GenerateChartRequestValidationError) Reason() string { return e.reason }
+
+// Cause function returns cause value.
+func (e GenerateChartRequestValidationError) Cause() error { return e.cause }
+
+// Key function returns key value.
+func (e GenerateChartRequestValidationError) Key() bool { return e.key }
+
+// ErrorName returns error name.
+func (e GenerateChartRequestValidationError) ErrorName() string {
+	return "GenerateChartRequestValidationError"
+}
+
+// Error satisfies the builtin error interface
+func (e GenerateChartRequestValidationError) Error() string {
+	cause := ""
+	if e.cause != nil {
+		cause = fmt.Sprintf(" | caused by: %v", e.cause)
+	}
+
+	key := ""
+	if e.key {
+		key = "key for "
+	}
+
+	return fmt.Sprintf(
+		"invalid %sGenerateChartRequest.%s: %s%s",
+		key,
+		e.field,
+		e.reason,
+		cause)
+}
+
+var _ error = GenerateChartRequestValidationError{}
+
+var _ interface {
+	Field() string
+	Reason() string
+	Key() bool
+	Cause() error
+	ErrorName() string
+} = GenerateChartRequestValidationError{}
+
+var _GenerateChartRequest_InstanceId_Pattern = regexp.MustCompile("^[_\\-a-zA-Z0-9]+$")
+
+// Validate checks the field values on GenerateChartResponse with the rules
+// defined in the proto definition for this message. If any rules are
+// violated, the first error encountered is returned, or nil if there are no violations.
+func (m *GenerateChartResponse) Validate() error {
+	return m.validate(false)
+}
+
+// ValidateAll checks the field values on GenerateChartResponse with the rules
+// defined in the proto definition for this message. If any rules are
+// violated, the result is a list of violation errors wrapped in
+// GenerateChartResponseMultiError, or nil if none found.
+func (m *GenerateChartResponse) ValidateAll() error {
+	return m.validate(true)
+}
+
+func (m *GenerateChartResponse) validate(all bool) error {
+	if m == nil {
+		return nil
+	}
+
+	var errors []error
+
+	// no validation rules for VegaSpec
+
+	if len(errors) > 0 {
+		return GenerateChartResponseMultiError(errors)
+	}
+
+	return nil
+}
+
+// GenerateChartResponseMultiError is an error wrapping multiple validation
+// errors returned by GenerateChartResponse.ValidateAll() if the designated
+// constraints aren't met.
+type GenerateChartResponseMultiError []error
+
+// Error returns a concatenation of all the error messages it wraps.
+func (m GenerateChartResponseMultiError) Error() string {
+	var msgs []string
+	for _, err := range m {
+		msgs = append(msgs, err.Error())
+	}
+	return strings.Join(msgs, "; ")
+}
+
+// AllErrors returns a list of validation violation errors.
+func (m GenerateChartResponseMultiError) AllErrors() []error { return m }
+
+// GenerateChartResponseValidationError is the validation error returned by
+// GenerateChartResponse.Validate if the designated constraints aren't met.
+type GenerateChartResponseValidationError struct {
+	field  string
+	reason string
+	cause  error
+	key    bool
+}
+
+// Field function returns field value.
+func (e GenerateChartResponseValidationError) Field() string { return e.field }
+
+// Reason function returns reason value.
+func (e GenerateChartResponseValidationError) Reason() string { return e.reason }
+
+// Cause function returns cause value.
+func (e GenerateChartResponseValidationError) Cause() error { return e.cause }
+
+// Key function returns key value.
+func (e GenerateChartResponseValidationError) Key() bool { return e.key }
+
+// ErrorName returns error name.
+func (e GenerateChartResponseValidationError) ErrorName() string {
+	return "GenerateChartResponseValidationError"
+}
+
+// Error satisfies the builtin error interface
+func (e GenerateChartResponseValidationError) Error() string {
+	cause := ""
+	if e.cause != nil {
+		cause = fmt.Sprintf(" | caused by: %v", e.cause)
+	}
+
+	key := ""
+	if e.key {
+		key = "key for "
+	}
+
+	return fmt.Sprintf(
+		"invalid %sGenerateChartResponse.%s: %s%s",
+		key,
+		e.field,
+		e.reason,
+		cause)
+}
+
+var _ error = GenerateChartResponseValidationError{}
+
+var _ interface {
+	Field() string
+	Reason() string
+	Key() bool
+	Cause() error
+	ErrorName() string
+} = GenerateChartResponseValidationError{}
+
 // Validate checks the field values on ConnectorDriver_Property with the rules
 // defined in the proto definition for this message. If any rules are
 // violated, the first error encountered is returned, or nil if there are no violations.
diff --git a/proto/gen/rill/runtime/v1/api_grpc.pb.go b/proto/gen/rill/runtime/v1/api_grpc.pb.go
index b72c925c421..9f2e8347a48 100644
--- a/proto/gen/rill/runtime/v1/api_grpc.pb.go
+++ b/proto/gen/rill/runtime/v1/api_grpc.pb.go
@@ -61,6 +61,7 @@ const (
 	RuntimeService_ListTools_FullMethodName               = "/rill.runtime.v1.RuntimeService/ListTools"
 	RuntimeService_Complete_FullMethodName                = "/rill.runtime.v1.RuntimeService/Complete"
 	RuntimeService_CompleteStreaming_FullMethodName       = "/rill.runtime.v1.RuntimeService/CompleteStreaming"
+	RuntimeService_GenerateChart_FullMethodName           = "/rill.runtime.v1.RuntimeService/GenerateChart"
 	RuntimeService_GetAIMessage_FullMethodName            = "/rill.runtime.v1.RuntimeService/GetAIMessage"
 	RuntimeService_IssueDevJWT_FullMethodName             = "/rill.runtime.v1.RuntimeService/IssueDevJWT"
 	RuntimeService_AnalyzeVariables_FullMethodName        = "/rill.runtime.v1.RuntimeService/AnalyzeVariables"
@@ -173,6 +174,8 @@ type RuntimeServiceClient interface {
 	Complete(ctx context.Context, in *CompleteRequest, opts ...grpc.CallOption) (*CompleteResponse, error)
 	// CompleteStreaming runs an AI-powered chat completion, optionally invoking agents or tool calls available in Rill.
 	CompleteStreaming(ctx context.Context, in *CompleteStreamingRequest, opts ...grpc.CallOption) (grpc.ServerStreamingClient[CompleteStreamingResponse], error)
+	// GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+	GenerateChart(ctx context.Context, in *GenerateChartRequest, opts ...grpc.CallOption) (*GenerateChartResponse, error)
 	// GetAIMessage returns a message in a conversaion.
 	GetAIMessage(ctx context.Context, in *GetAIMessageRequest, opts ...grpc.CallOption) (*GetAIMessageResponse, error)
 	// IssueDevJWT issues a JWT for mimicking a user in local development.
@@ -666,6 +669,16 @@ func (c *runtimeServiceClient) CompleteStreaming(ctx context.Context, in *Comple
 // This type alias is provided for backwards compatibility with existing code that references the prior non-generic stream type by name.
 type RuntimeService_CompleteStreamingClient = grpc.ServerStreamingClient[CompleteStreamingResponse]
 
+func (c *runtimeServiceClient) GenerateChart(ctx context.Context, in *GenerateChartRequest, opts ...grpc.CallOption) (*GenerateChartResponse, error) {
+	cOpts := append([]grpc.CallOption{grpc.StaticMethod()}, opts...)
+	out := new(GenerateChartResponse)
+	err := c.cc.Invoke(ctx, RuntimeService_GenerateChart_FullMethodName, in, out, cOpts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 func (c *runtimeServiceClient) GetAIMessage(ctx context.Context, in *GetAIMessageRequest, opts ...grpc.CallOption) (*GetAIMessageResponse, error) {
 	cOpts := append([]grpc.CallOption{grpc.StaticMethod()}, opts...)
 	out := new(GetAIMessageResponse)
@@ -884,6 +897,8 @@ type RuntimeServiceServer interface {
 	Complete(context.Context, *CompleteRequest) (*CompleteResponse, error)
 	// CompleteStreaming runs an AI-powered chat completion, optionally invoking agents or tool calls available in Rill.
 	CompleteStreaming(*CompleteStreamingRequest, grpc.ServerStreamingServer[CompleteStreamingResponse]) error
+	// GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+	GenerateChart(context.Context, *GenerateChartRequest) (*GenerateChartResponse, error)
 	// GetAIMessage returns a message in a conversaion.
 	GetAIMessage(context.Context, *GetAIMessageRequest) (*GetAIMessageResponse, error)
 	// IssueDevJWT issues a JWT for mimicking a user in local development.
@@ -1047,6 +1062,9 @@ func (UnimplementedRuntimeServiceServer) Complete(context.Context, *CompleteRequ
 func (UnimplementedRuntimeServiceServer) CompleteStreaming(*CompleteStreamingRequest, grpc.ServerStreamingServer[CompleteStreamingResponse]) error {
 	return status.Errorf(codes.Unimplemented, "method CompleteStreaming not implemented")
 }
+func (UnimplementedRuntimeServiceServer) GenerateChart(context.Context, *GenerateChartRequest) (*GenerateChartResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method GenerateChart not implemented")
+}
 func (UnimplementedRuntimeServiceServer) GetAIMessage(context.Context, *GetAIMessageRequest) (*GetAIMessageResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method GetAIMessage not implemented")
 }
@@ -1832,6 +1850,24 @@ func _RuntimeService_CompleteStreaming_Handler(srv interface{}, stream grpc.Serv
 // This type alias is provided for backwards compatibility with existing code that references the prior non-generic stream type by name.
 type RuntimeService_CompleteStreamingServer = grpc.ServerStreamingServer[CompleteStreamingResponse]
 
+func _RuntimeService_GenerateChart_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(GenerateChartRequest)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(RuntimeServiceServer).GenerateChart(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: RuntimeService_GenerateChart_FullMethodName,
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(RuntimeServiceServer).GenerateChart(ctx, req.(*GenerateChartRequest))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 func _RuntimeService_GetAIMessage_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
 	in := new(GetAIMessageRequest)
 	if err := dec(in); err != nil {
@@ -2207,6 +2243,10 @@ var RuntimeService_ServiceDesc = grpc.ServiceDesc{
 			MethodName: "Complete",
 			Handler:    _RuntimeService_Complete_Handler,
 		},
+		{
+			MethodName: "GenerateChart",
+			Handler:    _RuntimeService_GenerateChart_Handler,
+		},
 		{
 			MethodName: "GetAIMessage",
 			Handler:    _RuntimeService_GetAIMessage_Handler,
diff --git a/proto/gen/rill/runtime/v1/runtime.swagger.yaml b/proto/gen/rill/runtime/v1/runtime.swagger.yaml
index e975270e1aa..50d0c222488 100644
--- a/proto/gen/rill/runtime/v1/runtime.swagger.yaml
+++ b/proto/gen/rill/runtime/v1/runtime.swagger.yaml
@@ -645,6 +645,44 @@ paths:
             title: Request message for RuntimeService.ShareConversation
       tags:
         - RuntimeService
+  /v1/instances/{instanceId}/ai/generate-chart:
+    post:
+      summary: GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+      operationId: RuntimeService_GenerateChart
+      responses:
+        "200":
+          description: A successful response.
+          schema:
+            $ref: '#/definitions/v1GenerateChartResponse'
+        default:
+          description: An unexpected error response.
+          schema:
+            $ref: '#/definitions/rpcStatus'
+      parameters:
+        - name: instanceId
+          in: path
+          required: true
+          type: string
+        - name: body
+          in: body
+          required: true
+          schema:
+            type: object
+            properties:
+              prompt:
+                type: string
+                description: Natural language description of the desired chart.
+              previousSql:
+                type: array
+                items:
+                  type: string
+                description: Previous metrics_sql queries (for iterative refinement).
+              previousSpec:
+                type: string
+                description: Previous Vega-Lite spec JSON (for iterative refinement).
+            title: Request message for RuntimeService.GenerateChart
+      tags:
+        - RuntimeService
   /v1/instances/{instanceId}/ai/tools:
     get:
       summary: |-
@@ -5373,6 +5411,18 @@ definitions:
         type: boolean
         description: Indicates if AI-based generation succeeded. If it failed, it falls back to the simpler heuristic approach.
     title: Response message for RuntimeService.GenerateCanvasFile
+  v1GenerateChartResponse:
+    type: object
+    properties:
+      metricsSql:
+        type: array
+        items:
+          type: string
+        description: Generated metrics_sql queries.
+      vegaSpec:
+        type: string
+        description: Generated Vega-Lite specification as a JSON string.
+    title: Response message for RuntimeService.GenerateChart
   v1GenerateMetricsViewFileResponse:
     type: object
     properties:
diff --git a/proto/rill/runtime/v1/api.proto b/proto/rill/runtime/v1/api.proto
index a31da7b0b75..df1a7be38d6 100644
--- a/proto/rill/runtime/v1/api.proto
+++ b/proto/rill/runtime/v1/api.proto
@@ -297,6 +297,14 @@ service RuntimeService {
     };
   }
 
+  // GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+  rpc GenerateChart(GenerateChartRequest) returns (GenerateChartResponse) {
+    option (google.api.http) = {
+      post: "/v1/instances/{instance_id}/ai/generate-chart",
+      body: "*"
+    };
+  }
+
   // GetAIMessage returns a message in a conversaion.
   rpc GetAIMessage(GetAIMessageRequest) returns (GetAIMessageResponse) {
     option (google.api.http) = {
@@ -1393,3 +1401,24 @@ message GitPushRequest {
 }
 
 message GitPushResponse {}
+
+// Request message for RuntimeService.GenerateChart
+message GenerateChartRequest {
+  string instance_id = 1 [(validate.rules).string = {pattern: "^[_\\-a-zA-Z0-9]+$"}];
+  // Reserved: was single metrics_view field, now loads all metrics views automatically.
+  reserved 2;
+  // Natural language description of the desired chart.
+  string prompt = 3 [(validate.rules).string.min_len = 1];
+  // Previous metrics_sql queries (for iterative refinement).
+  repeated string previous_sql = 4;
+  // Previous Vega-Lite spec JSON (for iterative refinement).
+  string previous_spec = 5;
+}
+
+// Response message for RuntimeService.GenerateChart
+message GenerateChartResponse {
+  // Generated metrics_sql queries.
+  repeated string metrics_sql = 1;
+  // Generated Vega-Lite specification as a JSON string.
+  string vega_spec = 2;
+}
diff --git a/runtime/ai/instructions/data/resources/canvas.md b/runtime/ai/instructions/data/resources/canvas.md
index 23549766bfd..1b65976a3ff 100644
--- a/runtime/ai/instructions/data/resources/canvas.md
+++ b/runtime/ai/instructions/data/resources/canvas.md
@@ -781,6 +781,181 @@ image:
     vertical: middle
 ```
 
+### Custom Chart
+
+Build fully custom visualizations using Metrics SQL queries and Vega-Lite specifications. Use this when the built-in chart types are insufficient and you need complete control over the visualization.
+
+Custom charts use `metrics_sql` to query data from metrics views and `vega_spec` to define the Vega-Lite visualization. The data from each query is available in the Vega-Lite spec as named datasets: `query1`, `query2`, etc.
+
+#### metrics_sql Query Language
+
+`metrics_sql` lets you write SELECT queries against metrics views as virtual tables. Each metrics view exposes its dimensions and measures as columns.
+
+**Query rules:**
+- Table names: use the name of any valid metrics view in the project
+- Columns: only reference dimension and measure names defined in that metrics view's schema
+- Measures are pre-aggregated; never wrap them in `SUM()`, `COUNT()`, `AVG()`, or other aggregate functions
+- Grouping is implicit by selected dimensions; you do not need `GROUP BY` unless combining with expressions like `date_trunc()`
+- Use `date_trunc('<grain>', <time_dimension>)` for time bucketing (grain: minute, hour, day, week, month, quarter, year)
+- Always include `ORDER BY` for deterministic results
+- Use `LIMIT` to keep result sets reasonable (default to 50 for top-N queries, 500 for time series)
+- Do not alias column names unless strictly required for disambiguation in multi-query specs
+- Canvas-level time and dimension filters are injected automatically at runtime; do not add `WHERE` clauses for them
+- You may write multiple queries against different metrics views; results are bound as `query1`, `query2`, etc.
+
+**Example queries:**
+
+Single view:
+```sql
+SELECT publisher, total_bids, bid_price FROM bids_metrics ORDER BY total_bids DESC LIMIT 20
+```
+
+Time series:
+```sql
+SELECT date_trunc('day', __time) as day, impressions, revenue FROM ad_metrics ORDER BY day
+```
+
+Cross-view (two queries):
+```sql
+-- query1:
+SELECT campaign, spend FROM spend_metrics ORDER BY spend DESC LIMIT 10
+-- query2:
+SELECT campaign, conversions FROM conversion_metrics ORDER BY conversions DESC LIMIT 10
+```
+
+#### Vega-Lite Specification Rules
+
+- Generate a valid Vega-Lite v5 JSON specification
+- Bind data with `{"name": "query1"}`, `{"name": "query2"}`, etc. Do not include `"data": {"values": [...]}` sections; data comes from query results
+- Set `"width": "container"` and `"height": "container"` so the chart fills its parent
+- Always include `"autosize": {"type": "fit"}` at the top level of the spec
+- Use `display_name` values from the metrics view schema for axis titles, legend titles, and tooltip labels
+- Apply `format_d3` or `format_preset` from measure metadata to axis and tooltip format strings
+- Pick the best mark type for the data: bar, line, area, point, rect (heatmap), arc (pie/donut), etc.
+- Include tooltips with all relevant fields and human-readable formatting
+- Use a clean, professional color scheme; prefer Rill's categorical palette when possible
+- For temporal axes: set `"type": "temporal"` and choose an appropriate `timeUnit`
+- For categorical axes: sort by the primary measure descending unless the user specifies otherwise
+- For layered or multi-view charts, use the `"layer"` or `"concat"` composition operators
+- Avoid unnecessary chart junk: remove gridlines on categorical axes, use concise axis labels
+
+#### YAML Examples
+
+**Simple custom chart with one query:**
+
+```yaml
+custom_chart:
+  metrics_sql:
+    - |
+      SELECT publisher, total_bids, bid_price
+      FROM bids_metrics
+      ORDER BY total_bids DESC
+      LIMIT 20
+  vega_spec: |
+    {
+      "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+      "width": "container",
+      "height": "container",
+      "autosize": {"type": "fit"},
+      "data": {"name": "query1"},
+      "mark": "bar",
+      "encoding": {
+        "x": {"field": "publisher", "type": "nominal", "sort": "-y", "axis": {"labelAngle": -45}},
+        "y": {"field": "total_bids", "type": "quantitative", "title": "Total Bids"},
+        "tooltip": [
+          {"field": "publisher", "type": "nominal"},
+          {"field": "total_bids", "type": "quantitative", "title": "Total Bids"},
+          {"field": "bid_price", "type": "quantitative", "title": "Bid Price", "format": ",.2f"}
+        ]
+      }
+    }
+```
+
+**Time series custom chart:**
+
+```yaml
+custom_chart:
+  metrics_sql:
+    - |
+      SELECT date_trunc('day', __time) as day, impressions, revenue
+      FROM ad_metrics
+      ORDER BY day
+      LIMIT 500
+  vega_spec: |
+    {
+      "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+      "width": "container",
+      "height": "container",
+      "autosize": {"type": "fit"},
+      "data": {"name": "query1"},
+      "layer": [
+        {
+          "mark": {"type": "line", "color": "#4C78A8"},
+          "encoding": {
+            "x": {"field": "day", "type": "temporal", "title": "Date"},
+            "y": {"field": "impressions", "type": "quantitative", "title": "Impressions"}
+          }
+        }
+      ],
+      "encoding": {
+        "tooltip": [
+          {"field": "day", "type": "temporal", "title": "Date"},
+          {"field": "impressions", "type": "quantitative", "title": "Impressions"},
+          {"field": "revenue", "type": "quantitative", "title": "Revenue", "format": "$,.2f"}
+        ]
+      }
+    }
+```
+
+**Custom chart with multiple queries (cross-view):**
+
+```yaml
+custom_chart:
+  metrics_sql:
+    - |
+      SELECT campaign, spend
+      FROM spend_metrics
+      ORDER BY spend DESC
+      LIMIT 10
+    - |
+      SELECT campaign, conversions
+      FROM conversion_metrics
+      ORDER BY conversions DESC
+      LIMIT 10
+  vega_spec: |
+    {
+      "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+      "width": "container",
+      "height": "container",
+      "autosize": {"type": "fit"},
+      "layer": [
+        {
+          "data": {"name": "query1"},
+          "mark": {"type": "bar", "opacity": 0.7},
+          "encoding": {
+            "x": {"field": "campaign", "type": "nominal", "sort": "-y"},
+            "y": {"field": "spend", "type": "quantitative", "title": "Spend"},
+            "color": {"datum": "Spend"}
+          }
+        },
+        {
+          "data": {"name": "query2"},
+          "mark": {"type": "line", "point": true},
+          "encoding": {
+            "x": {"field": "campaign", "type": "nominal"},
+            "y": {"field": "conversions", "type": "quantitative", "title": "Conversions", "axis": {"orient": "right"}},
+            "color": {"datum": "Conversions"}
+          }
+        }
+      ]
+    }
+```
+
+**Additional guidelines:**
+- The `vega_spec` field must contain valid JSON (not YAML) as a string
+- The `prompt` field is optional and stores the user's natural language description for reference
+- When refining an existing custom chart, apply targeted edits to the existing SQL and spec rather than regenerating from scratch
+
 ## Field Configuration
 
 ### Data Types
diff --git a/runtime/server/generate_chart.go b/runtime/server/generate_chart.go
index 20ce086d754..5c7d4a756cd 100644
--- a/runtime/server/generate_chart.go
+++ b/runtime/server/generate_chart.go
@@ -15,6 +15,8 @@ import (
 	"github.com/rilldata/rill/runtime/pkg/observability"
 	"github.com/rilldata/rill/runtime/server/auth"
 	"go.opentelemetry.io/otel/attribute"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
 	"google.golang.org/protobuf/types/known/structpb"
 )
 
@@ -168,3 +170,297 @@ Based on a table with schema:
 	}
 	return prompt
 }
+
+// GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+// It loads all available metrics views so the AI can query any of them.
+func (s *Server) GenerateChart(ctx context.Context, req *runtimev1.GenerateChartRequest) (*runtimev1.GenerateChartResponse, error) {
+	observability.AddRequestAttributes(ctx,
+		attribute.String("args.instance_id", req.InstanceId),
+	)
+	s.addInstanceRequestAttributes(ctx, req.InstanceId)
+
+	// Access check: require AI usage permission
+	claims := auth.GetClaims(ctx, req.InstanceId)
+	if !claims.Can(runtime.UseAI) {
+		return nil, ErrForbidden
+	}
+
+	// Load all metrics views
+	ctrl, err := s.runtime.Controller(ctx, req.InstanceId)
+	if err != nil {
+		return nil, err
+	}
+
+	resources, err := ctrl.List(ctx, runtime.ResourceKindMetricsView, "", false)
+	if err != nil {
+		return nil, err
+	}
+
+	// Build schema descriptions for all valid metrics views
+	var schemasDesc strings.Builder
+	var metricsViewNames []string
+	for _, r := range resources {
+		mvSpec := r.GetMetricsView().State.ValidSpec
+		if mvSpec == nil {
+			continue
+		}
+		name := r.Meta.Name.Name
+		metricsViewNames = append(metricsViewNames, name)
+		schemasDesc.WriteString(buildMetricsViewSchemaDescription(name, mvSpec))
+		schemasDesc.WriteString("\n---\n\n")
+	}
+
+	if len(metricsViewNames) == 0 {
+		return nil, status.Error(codes.FailedPrecondition, "no valid metrics views found in this instance")
+	}
+
+	// Build messages
+	systemPrompt := generateChartSystemPrompt(metricsViewNames, schemasDesc.String())
+	userPrompt := buildGenerateChartUserPrompt(req)
+
+	msgs := []*aiv1.CompletionMessage{
+		{
+			Role:    "system",
+			Content: []*aiv1.ContentBlock{{BlockType: &aiv1.ContentBlock_Text{Text: systemPrompt}}},
+		},
+		{
+			Role:    "user",
+			Content: []*aiv1.ContentBlock{{BlockType: &aiv1.ContentBlock_Text{Text: userPrompt}}},
+		},
+	}
+
+	// Connect to the AI service
+	aiSvc, release, err := s.runtime.AI(ctx, req.InstanceId)
+	if err != nil {
+		return nil, err
+	}
+	defer release()
+
+	// Apply timeout
+	ctx, cancel := context.WithTimeout(ctx, 60*time.Second)
+	defer cancel()
+
+	start := time.Now()
+
+	// Call AI service
+	res, err := aiSvc.Complete(ctx, &drivers.CompleteOptions{
+		Messages: msgs,
+	})
+
+	s.activity.Record(ctx, activity.EventTypeLog, "ai_generated_custom_chart",
+		attribute.Int("metrics_view_count", len(metricsViewNames)),
+		attribute.Int64("elapsed_ms", time.Since(start).Milliseconds()),
+		attribute.Bool("succeeded", err == nil),
+	)
+
+	if err != nil {
+		return nil, fmt.Errorf("AI completion failed: %w", err)
+	}
+
+	// Extract text from response
+	var responseText string
+	for _, block := range res.Message.Content {
+		if textBlock, ok := block.GetBlockType().(*aiv1.ContentBlock_Text); ok {
+			responseText += textBlock.Text
+		}
+	}
+
+	// Parse the structured response
+	metricsSql, vegaSpec, err := parseGenerateChartResponse(responseText)
+	if err != nil {
+		return nil, fmt.Errorf("failed to parse AI response: %w", err)
+	}
+
+	return &runtimev1.GenerateChartResponse{
+		MetricsSql: metricsSql,
+		VegaSpec:   vegaSpec,
+	}, nil
+}
+
+// buildMetricsViewSchemaDescription builds a human-readable description of a metrics view's schema for the AI.
+func buildMetricsViewSchemaDescription(metricsViewName string, spec *runtimev1.MetricsViewSpec) string {
+	var b strings.Builder
+	b.WriteString(fmt.Sprintf("## Metrics View: %s\n\n", metricsViewName))
+
+	if spec.DisplayName != "" {
+		b.WriteString(fmt.Sprintf("Display Name: %s\n", spec.DisplayName))
+	}
+	if spec.Description != "" {
+		b.WriteString(fmt.Sprintf("Description: %s\n", spec.Description))
+	}
+
+	// Time dimension
+	if spec.TimeDimension != "" {
+		b.WriteString(fmt.Sprintf("\n### Time Dimension\n- Column: %s\n", spec.TimeDimension))
+	}
+
+	// Dimensions
+	b.WriteString("\n### Dimensions\n")
+	for _, dim := range spec.Dimensions {
+		displayName := dim.DisplayName
+		if displayName == "" {
+			displayName = dim.Name
+		}
+		b.WriteString(fmt.Sprintf("- `%s` (display_name: %q", dim.Name, displayName))
+		if dim.Description != "" {
+			b.WriteString(fmt.Sprintf(", description: %q", dim.Description))
+		}
+		b.WriteString(")\n")
+	}
+
+	// Measures
+	b.WriteString("\n### Measures\n")
+	for _, m := range spec.Measures {
+		displayName := m.DisplayName
+		if displayName == "" {
+			displayName = m.Name
+		}
+		b.WriteString(fmt.Sprintf("- `%s` (display_name: %q", m.Name, displayName))
+		if m.Description != "" {
+			b.WriteString(fmt.Sprintf(", description: %q", m.Description))
+		}
+		if m.FormatPreset != "" {
+			b.WriteString(fmt.Sprintf(", format_preset: %q", m.FormatPreset))
+		}
+		if m.FormatD3 != "" {
+			b.WriteString(fmt.Sprintf(", format_d3: %q", m.FormatD3))
+		}
+		b.WriteString(")\n")
+	}
+
+	return b.String()
+}
+
+// generateChartSystemPrompt returns the system prompt for the GenerateChart AI call.
+func generateChartSystemPrompt(metricsViewNames []string, schemasDesc string) string {
+	return fmt.Sprintf(`You are a data visualization expert working with Rill's metrics_sql query language. Your job is to generate SQL queries and a Vega-Lite chart spec from a natural language description.
+
+# Available Metrics Views
+
+%s
+
+# metrics_sql Query Language
+
+metrics_sql lets you write SELECT queries against metrics views as virtual tables. Each metrics view exposes its dimensions and measures as columns.
+
+## Query rules
+- Table names: use any of the available metrics views listed above: %s
+- Columns: only reference dimension and measure names defined in the schema for that view
+- Measures are pre-aggregated; never wrap them in SUM(), COUNT(), AVG(), or other aggregate functions
+- Grouping is implicit by selected dimensions; you do not need GROUP BY unless combining with expressions like date_trunc()
+- Use date_trunc('<grain>', <time_dimension>) for time bucketing (grain: minute, hour, day, week, month, quarter, year)
+- Always include ORDER BY for deterministic results
+- Use LIMIT to keep result sets reasonable (default to 50 for top-N queries, 500 for time series)
+- Do not alias column names unless strictly required for disambiguation in multi-query specs
+- Canvas-level time and dimension filters are injected automatically at runtime; do not add WHERE clauses for them
+- You may write multiple queries against different metrics views; results are bound as "query1", "query2", etc.
+
+## Example queries
+Single view:
+  SELECT publisher, total_bids, bid_price FROM bids_metrics ORDER BY total_bids DESC LIMIT 20
+Time series:
+  SELECT date_trunc('day', __time) as day, impressions, revenue FROM ad_metrics ORDER BY day
+Cross-view (two queries):
+  query1: SELECT campaign, spend FROM spend_metrics ORDER BY spend DESC LIMIT 10
+  query2: SELECT campaign, conversions FROM conversion_metrics ORDER BY conversions DESC LIMIT 10
+
+# Vega-Lite Specification
+
+## Construction rules
+- Generate a valid Vega-Lite v5 JSON specification
+- Bind data with {"name": "query1"}, {"name": "query2"}, etc.
+- Set "width": "container" and "height": "container" so the chart fills its parent
+- Always include "autosize": {"type": "fit"} at the top level of the spec
+- Use display_name values from the schema for axis titles, legend titles, and tooltip labels
+- Apply format_d3 or format_preset from measure metadata to axis and tooltip format strings
+- Pick the best mark type for the data: bar, line, area, point, rect (heatmap), arc (pie/donut), etc.
+- Include tooltips with all relevant fields and human-readable formatting
+- Use a clean, professional color scheme; prefer Rill's categorical palette when possible
+- For temporal axes: set "type": "temporal" and choose an appropriate timeUnit
+- For categorical axes: sort by the primary measure descending unless the user specifies otherwise
+- For layered or multi-view charts, use the "layer" or "concat" composition operators
+- Avoid unnecessary chart junk: remove gridlines on categorical axes, use concise axis labels
+
+# Output Format
+
+Return a single JSON object with no markdown fencing:
+
+{"metrics_sql": ["SELECT ..."], "vega_spec": { ... }}
+
+metrics_sql: array of SQL query strings
+vega_spec: a complete Vega-Lite v5 spec object
+
+Do NOT wrap the response in markdown code fences. Return raw JSON only.`, schemasDesc, strings.Join(metricsViewNames, ", "))
+}
+
+// buildGenerateChartUserPrompt builds the user prompt including the request and any previous context for refinement.
+func buildGenerateChartUserPrompt(req *runtimev1.GenerateChartRequest) string {
+	var b strings.Builder
+	b.WriteString(req.Prompt)
+
+	if len(req.PreviousSql) > 0 || req.PreviousSpec != "" {
+		b.WriteString("\n\n---\nThe chart below is the current version. Apply the instruction above as a targeted edit; do not regenerate from scratch unless the change requires it.\n\n")
+		if len(req.PreviousSql) > 0 {
+			b.WriteString("Current metrics_sql:\n")
+			for i, sql := range req.PreviousSql {
+				b.WriteString(fmt.Sprintf("  query%d: %s\n", i+1, sql))
+			}
+		}
+		if req.PreviousSpec != "" {
+			b.WriteString(fmt.Sprintf("\nCurrent vega_spec:\n%s\n", req.PreviousSpec))
+		}
+	}
+
+	return b.String()
+}
+
+// parseGenerateChartResponse parses the AI response to extract metrics_sql and vega_spec.
+func parseGenerateChartResponse(responseText string) ([]string, string, error) {
+	// Strip markdown code fences if present
+	responseText = strings.TrimSpace(responseText)
+	responseText = strings.TrimPrefix(responseText, "```json")
+	responseText = strings.TrimPrefix(responseText, "```")
+	responseText = strings.TrimSuffix(responseText, "```")
+	responseText = strings.TrimSpace(responseText)
+
+	// Parse as JSON
+	var result struct {
+		MetricsSQL json.RawMessage `json:"metrics_sql"`
+		VegaSpec   json.RawMessage `json:"vega_spec"`
+	}
+	if err := json.Unmarshal([]byte(responseText), &result); err != nil {
+		return nil, "", fmt.Errorf("invalid JSON response from AI: %w\nResponse: %s", err, responseText[:min(len(responseText), 500)])
+	}
+
+	// Parse metrics_sql: could be a single string or array of strings
+	var metricsSql []string
+	if err := json.Unmarshal(result.MetricsSQL, &metricsSql); err != nil {
+		// Try single string
+		var single string
+		if err2 := json.Unmarshal(result.MetricsSQL, &single); err2 != nil {
+			return nil, "", fmt.Errorf("metrics_sql must be a string or array of strings: %w", err)
+		}
+		metricsSql = []string{single}
+	}
+
+	if len(metricsSql) == 0 {
+		return nil, "", fmt.Errorf("AI returned empty metrics_sql")
+	}
+
+	// Validate vega_spec is valid JSON
+	if !json.Valid(result.VegaSpec) {
+		return nil, "", fmt.Errorf("AI returned invalid vega_spec JSON")
+	}
+
+	// Pretty-print the vega spec for readability
+	var prettySpec json.RawMessage
+	if err := json.Unmarshal(result.VegaSpec, &prettySpec); err != nil {
+		return nil, "", err
+	}
+	vegaSpecBytes, err := json.MarshalIndent(prettySpec, "", "  ")
+	if err != nil {
+		return nil, "", err
+	}
+
+	return metricsSql, string(vegaSpecBytes), nil
+}
diff --git a/web-common/src/features/canvas/AddComponentDropdown.svelte b/web-common/src/features/canvas/AddComponentDropdown.svelte
index 5cca8fec918..d12b5534cd2 100644
--- a/web-common/src/features/canvas/AddComponentDropdown.svelte
+++ b/web-common/src/features/canvas/AddComponentDropdown.svelte
@@ -1,6 +1,9 @@
 <script lang="ts">
   import * as DropdownMenu from "@rilldata/web-common/components/dropdown-menu";
-  import { CHART_TYPES } from "@rilldata/web-common/features/components/charts/config";
+  import {
+    CHART_CONFIG,
+    VISIBLE_CHART_TYPES,
+  } from "@rilldata/web-common/features/components/charts/config";
   import { Plus, PlusCircle } from "lucide-svelte";
   import type { ComponentType, SvelteComponent } from "svelte";
   import type { ChartType } from "../components/charts/types";
@@ -10,24 +13,15 @@
   import LeaderboardIcon from "./icons/LeaderboardIcon.svelte";
   import TableIcon from "./icons/TableIcon.svelte";
   import TextIcon from "./icons/TextIcon.svelte";
-  type MenuItem = {
-    id: CanvasComponentType;
+  type MainMenuItem = {
+    id: Exclude<CanvasComponentType, ChartType> | "chart_submenu";
     label: string;
     icon: ComponentType<SvelteComponent>;
   };
 
-  // Function to get a random chart type
-  function getRandomChartType(): ChartType {
-    const chartTypes = CHART_TYPES.filter(
-      (t) => t !== "stacked_bar_normalized",
-    );
-    const randomIndex = Math.floor(Math.random() * chartTypes.length);
-    return chartTypes[randomIndex] as ChartType;
-  }
-
   // Create menu items with a function to get random chart type when clicked
-  export const menuItems: MenuItem[] = [
-    { id: "bar_chart", label: "Chart", icon: ChartIcon }, // Default value, will be replaced with random type when clicked
+  export const menuItems: MainMenuItem[] = [
+    { id: "chart_submenu", label: "Chart", icon: ChartIcon },
     { id: "table", label: "Table", icon: TableIcon },
     { id: "markdown", label: "Text/Markdown", icon: TextIcon },
     { id: "kpi_grid", label: "KPI", icon: BigNumberIcon },
@@ -45,11 +39,9 @@
   export let onMouseEnter: () => void = () => {};
   export let onOpenChange: (isOpen: boolean) => void = () => {};
 
-  // Wrapper function to handle chart item click with randomization
-  function handleChartItemClick() {
-    const randomChartType = getRandomChartType();
-    onItemClick(randomChartType);
-  }
+  const ADD_DROPDOWN_CHART_TYPES = VISIBLE_CHART_TYPES.filter((type) => {
+    return type !== "stacked_bar" && type !== "stacked_bar_normalized";
+  });
 
   function getAriaLabel(row: number | undefined, column: number | undefined) {
     return `Insert widget${row !== undefined ? ` in row ${row + 1}` : ""}${
@@ -78,7 +70,6 @@
         class="shadow-lg flex group hover:rounded-3xl w-fit gap-x-1 p-2 hover:pr-3.5 absolute bottom-3 right-3 items-center justify-center z-50 rounded-full bg-primary-600 text-white hover:bg-primary-500"
       >
         <Plus size="20px" />
-
         <span
           class:not-sr-only={open}
           class="sr-only group-hover:not-sr-only font-semibold w-fit"
@@ -107,19 +98,45 @@
   >
     <div class="flex flex-col" role="presentation" on:mouseenter={onMouseEnter}>
       {#each menuItems as { id, label, icon } (id)}
-        <DropdownMenu.Item
-          class="flex flex-row gap-x-2 text-fg-primary"
-          on:click={() => {
-            if (id === "bar_chart") {
-              handleChartItemClick();
-            } else {
-              onItemClick(id);
-            }
-          }}
-        >
-          <svelte:component this={icon} color="var(--fg-muted)" />
-          {label}
-        </DropdownMenu.Item>
+        {#if id === "chart_submenu"}
+          <DropdownMenu.Sub>
+            <DropdownMenu.SubTrigger class="flex flex-row gap-x-2">
+              <svelte:component this={icon} />
+              {label}
+            </DropdownMenu.SubTrigger>
+            <DropdownMenu.SubContent class="min-w-[160px]">
+              {#each ADD_DROPDOWN_CHART_TYPES as chartType}
+                <DropdownMenu.Item
+                  class="flex flex-row gap-x-2 text-fg-primary"
+                  on:click={() => onItemClick(chartType)}
+                >
+                  <svelte:component
+                    this={CHART_CONFIG[chartType].icon}
+                    primaryColor="#111827"
+                    secondaryColor="#9ca3af"
+                  />
+                  {CHART_CONFIG[chartType].title}
+                </DropdownMenu.Item>
+              {/each}
+              <DropdownMenu.Separator />
+              <DropdownMenu.Item
+                class="flex flex-row gap-x-2 text-fg-primary"
+                on:click={() => onItemClick("custom_chart")}
+              >
+                <ChartIcon />
+                Custom Chart
+              </DropdownMenu.Item>
+            </DropdownMenu.SubContent>
+          </DropdownMenu.Sub>
+        {:else}
+          <DropdownMenu.Item
+            class="flex flex-row gap-x-2 text-fg-primary"
+            on:click={() => onItemClick(id)}
+          >
+            <svelte:component this={icon} color="var(--fg-muted)" />
+            {label}
+          </DropdownMenu.Item>
+        {/if}
       {/each}
     </div>
   </DropdownMenu.Content>
diff --git a/web-common/src/features/canvas/CanvasComponent.svelte b/web-common/src/features/canvas/CanvasComponent.svelte
index ae9624649b6..e8e28a890a9 100644
--- a/web-common/src/features/canvas/CanvasComponent.svelte
+++ b/web-common/src/features/canvas/CanvasComponent.svelte
@@ -87,7 +87,11 @@
     on:mousedown={onMouseDown}
   >
     {#if component}
-      <svelte:component this={component.component} {component} />
+      {#if component.type === "custom_chart"}
+        <svelte:component this={component.component} {component} {editable} />
+      {:else}
+        <svelte:component this={component.component} {component} />
+      {/if}
     {:else}
       <div class="size-full grid place-content-center">
         <LoadingSpinner size="36px" />
diff --git a/web-common/src/features/canvas/components/charts/custom-chart/AgenticChartPrompt.svelte b/web-common/src/features/canvas/components/charts/custom-chart/AgenticChartPrompt.svelte
new file mode 100644
index 00000000000..280b14e22f2
--- /dev/null
+++ b/web-common/src/features/canvas/components/charts/custom-chart/AgenticChartPrompt.svelte
@@ -0,0 +1,75 @@
+<script lang="ts">
+  import AnimatedDots from "@rilldata/web-common/features/chat/core/messages/AnimatedDots.svelte";
+  import { useRuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+  import { sendToDevAgent, getAgentStreamingStore } from "./chart-ai-agent";
+  import type { CustomChartComponent } from "./index";
+
+  export let component: CustomChartComponent;
+
+  const client = useRuntimeClient();
+
+  let prompt = "";
+  let manualMode = false;
+
+  $: streamingStore = getAgentStreamingStore(client, component.id);
+  $: isStreaming = $streamingStore;
+
+  function handleGenerate() {
+    if (!prompt.trim() || isStreaming) return;
+    sendToDevAgent(client, component, prompt.trim());
+  }
+
+  function handleKeydown(event: KeyboardEvent) {
+    if (event.key === "Enter" && !event.shiftKey) {
+      event.preventDefault();
+      handleGenerate();
+    }
+  }
+
+  function switchToManual() {
+    manualMode = true;
+  }
+</script>
+
+{#if manualMode}
+  <div
+    class="flex items-center justify-center h-full text-gray-400 text-sm p-4"
+  >
+    Use the inspector panel to write Metrics SQL and Vega-Lite spec manually.
+  </div>
+{:else if isStreaming}
+  <div class="flex flex-col items-center justify-center h-full gap-3 p-4">
+    <div class="text-sm text-gray-500">
+      <AnimatedDots>AI is generating chart</AnimatedDots>
+    </div>
+  </div>
+{:else}
+  <div class="flex flex-col items-center justify-center h-full gap-3 p-4">
+    <div class="w-full max-w-md flex flex-col gap-3">
+      <textarea
+        class="w-full px-3 py-2 text-sm border rounded-md border-gray-300 focus:outline-none focus:ring-1 focus:ring-primary-500 focus:border-primary-500 resize-none bg-white"
+        rows="3"
+        placeholder="Describe the chart you want to see..."
+        bind:value={prompt}
+        on:keydown={handleKeydown}
+      />
+
+      <div class="flex items-center justify-between">
+        <button
+          class="text-xs text-gray-400 hover:text-gray-600 underline"
+          on:click={switchToManual}
+        >
+          Write SQL & Vega-Lite manually
+        </button>
+
+        <button
+          class="px-3 py-1.5 text-xs font-medium text-white bg-primary-500 rounded-md hover:bg-primary-600 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
+          on:click={handleGenerate}
+          disabled={!prompt.trim()}
+        >
+          Generate
+        </button>
+      </div>
+    </div>
+  </div>
+{/if}
diff --git a/web-common/src/features/canvas/components/charts/custom-chart/CanvasCustomChart.svelte b/web-common/src/features/canvas/components/charts/custom-chart/CanvasCustomChart.svelte
new file mode 100644
index 00000000000..892aa6b9411
--- /dev/null
+++ b/web-common/src/features/canvas/components/charts/custom-chart/CanvasCustomChart.svelte
@@ -0,0 +1,33 @@
+<script lang="ts">
+  import CustomChartRenderer from "@rilldata/web-common/features/components/charts/agentic/CustomChartRenderer.svelte";
+  import AgenticChartPrompt from "./AgenticChartPrompt.svelte";
+  import type { CustomChartComponent } from "./index";
+
+  export let component: CustomChartComponent;
+  export let editable: boolean = false;
+
+  $: ({ specStore, timeAndFilterStore } = component);
+
+  $: ({ metrics_sql, vega_spec } = $specStore);
+
+  // Show the prompt UI when there's no valid spec yet
+  $: hasValidSpec =
+    Array.isArray(metrics_sql) &&
+    metrics_sql.length > 0 &&
+    metrics_sql.every((q) => q.trim().length > 0) &&
+    typeof vega_spec === "string" &&
+    vega_spec.trim().length > 0;
+</script>
+
+{#if hasValidSpec}
+  <CustomChartRenderer
+    name={component.id}
+    spec={vega_spec}
+    whereFilter={$timeAndFilterStore?.where}
+    timeRange={$timeAndFilterStore?.timeRange}
+    metricsSQL={metrics_sql}
+    showDataTable={editable}
+  />
+{:else}
+  <AgenticChartPrompt {component} />
+{/if}
diff --git a/web-common/src/features/canvas/components/charts/custom-chart/chart-ai-agent.ts b/web-common/src/features/canvas/components/charts/custom-chart/chart-ai-agent.ts
new file mode 100644
index 00000000000..2dd81df74e3
--- /dev/null
+++ b/web-common/src/features/canvas/components/charts/custom-chart/chart-ai-agent.ts
@@ -0,0 +1,84 @@
+import { getConversationManager } from "@rilldata/web-common/features/chat/core/conversation-manager";
+import type { Conversation } from "@rilldata/web-common/features/chat/core/conversation";
+import { ToolName } from "@rilldata/web-common/features/chat/core/types";
+import { sidebarActions } from "@rilldata/web-common/features/chat/layouts/sidebar/sidebar-store";
+import type { RuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+import type { CustomChartComponent } from "./index";
+import { derived, get, type Readable } from "svelte/store";
+
+// Track the conversation associated with each component so we can continue rather than start fresh
+const componentConversations = new Map<string, Conversation>();
+
+/**
+ * Build a prompt with enough context for the dev agent to locate and edit the component.
+ */
+function buildPrompt(
+  component: CustomChartComponent,
+  userPrompt: string,
+): string {
+  const canvasName = component.parent.name;
+  const canvasFilePath = `/dashboards/${canvasName}.yaml`;
+  const [, rowIdx, , colIdx] = component.pathInYAML;
+
+  return `In the canvas dashboard file ${canvasFilePath}, update the custom_chart component at row ${rowIdx}, item ${colIdx}. Write the metrics_sql and vega_spec for this chart: ${userPrompt}`;
+}
+
+/**
+ * Send a prompt to the dev agent sidebar for this custom chart component.
+ * Continues the existing conversation if one exists for this component;
+ * starts a new conversation on first use.
+ */
+export function sendToDevAgent(
+  client: RuntimeClient,
+  component: CustomChartComponent,
+  userPrompt: string,
+): void {
+  const conversationManager = getConversationManager(client, {
+    conversationState: "browserStorage",
+    agent: ToolName.DEVELOPER_AGENT,
+  });
+
+  const existing = componentConversations.get(component.id);
+  const currentConversation = get(conversationManager.getCurrentConversation());
+
+  // Start a new conversation only if we don't have one for this component,
+  // or if the sidebar has moved to a different conversation
+  if (!existing || existing !== currentConversation) {
+    conversationManager.enterNewConversationMode();
+  }
+
+  const fullPrompt = buildPrompt(component, userPrompt);
+  sidebarActions.startChat(fullPrompt);
+
+  // Track the conversation for this component so subsequent calls continue it
+  const conversation = get(conversationManager.getCurrentConversation());
+  componentConversations.set(component.id, conversation);
+}
+
+/**
+ * Get a reactive store that indicates whether the dev agent is currently
+ * streaming a response for this specific component.
+ */
+export function getAgentStreamingStore(
+  client: RuntimeClient,
+  componentId: string,
+): Readable<boolean> {
+  const conversationManager = getConversationManager(client, {
+    conversationState: "browserStorage",
+    agent: ToolName.DEVELOPER_AGENT,
+  });
+
+  return derived(
+    conversationManager.getCurrentConversation(),
+    ($conversation, set) => {
+      const tracked = componentConversations.get(componentId);
+      if (!tracked || tracked !== $conversation) {
+        set(false);
+        return;
+      }
+      // Subscribe to the tracked conversation's streaming state
+      const unsub = tracked.isStreaming.subscribe(set);
+      return unsub;
+    },
+  );
+}
diff --git a/web-common/src/features/canvas/components/charts/custom-chart/generateChart.ts b/web-common/src/features/canvas/components/charts/custom-chart/generateChart.ts
new file mode 100644
index 00000000000..989187628c4
--- /dev/null
+++ b/web-common/src/features/canvas/components/charts/custom-chart/generateChart.ts
@@ -0,0 +1,38 @@
+import { runtimeServiceGenerateChart } from "@rilldata/web-common/runtime-client/v2/gen/runtime-service";
+import type { RuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+
+export interface GenerateChartParams {
+  prompt: string;
+  previousSql?: string[];
+  previousSpec?: string;
+}
+
+export interface GenerateChartResult {
+  metricsSql: string[];
+  vegaSpec: string;
+}
+
+export async function generateChart(
+  client: RuntimeClient,
+  params: GenerateChartParams,
+  signal?: AbortSignal,
+): Promise<GenerateChartResult> {
+  const response = await runtimeServiceGenerateChart(
+    client,
+    {
+      prompt: params.prompt,
+      previousSql: params.previousSql ?? [],
+      previousSpec: params.previousSpec ?? "",
+    },
+    { signal },
+  );
+
+  const metricsSql = (response.metricsSql as string[]) ?? [];
+  const vegaSpec = (response.vegaSpec as string) ?? "";
+
+  if (metricsSql.length === 0 || !vegaSpec) {
+    throw new Error("AI returned an empty chart specification");
+  }
+
+  return { metricsSql, vegaSpec };
+}
diff --git a/web-common/src/features/canvas/components/charts/custom-chart/index.ts b/web-common/src/features/canvas/components/charts/custom-chart/index.ts
new file mode 100644
index 00000000000..6006ea428bf
--- /dev/null
+++ b/web-common/src/features/canvas/components/charts/custom-chart/index.ts
@@ -0,0 +1,66 @@
+import { BaseCanvasComponent } from "@rilldata/web-common/features/canvas/components/BaseCanvasComponent";
+import {
+  type CanvasComponentType,
+  type ComponentCommonProperties,
+  type ComponentFilterProperties,
+} from "@rilldata/web-common/features/canvas/components/types";
+import { commonOptions } from "@rilldata/web-common/features/canvas/components/util";
+import type { InputParams } from "@rilldata/web-common/features/canvas/inspector/types";
+import type {
+  CanvasEntity,
+  ComponentPath,
+} from "@rilldata/web-common/features/canvas/stores/canvas-entity";
+import type { V1Resource } from "@rilldata/web-common/runtime-client";
+import CanvasCustomChart from "./CanvasCustomChart.svelte";
+
+export interface CustomChart
+  extends ComponentCommonProperties,
+    ComponentFilterProperties {
+  prompt?: string;
+  metrics_sql: string[];
+  vega_spec: string;
+}
+
+export class CustomChartComponent extends BaseCanvasComponent<CustomChart> {
+  minSize = { width: 4, height: 4 };
+  defaultSize = { width: 6, height: 4 };
+  resetParams = [];
+  type: CanvasComponentType = "custom_chart";
+  component = CanvasCustomChart;
+
+  constructor(resource: V1Resource, parent: CanvasEntity, path: ComponentPath) {
+    const defaultSpec: CustomChart = {
+      metrics_sql: [""],
+      vega_spec: "",
+    };
+    super(resource, parent, path, defaultSpec);
+  }
+
+  isValid(spec: CustomChart): boolean {
+    return (
+      Array.isArray(spec.metrics_sql) &&
+      spec.metrics_sql.length > 0 &&
+      spec.metrics_sql.every((q) => q.trim().length > 0) &&
+      spec.vega_spec.trim().length > 0
+    );
+  }
+
+  inputParams(): InputParams<CustomChart> {
+    return {
+      options: {
+        prompt: { type: "ai_generate", label: "Edit with AI" },
+        metrics_sql: { type: "metrics_sql", label: "Metrics SQL" },
+        vega_spec: { type: "vega_spec", label: "Vega Lite Spec" },
+        ...commonOptions,
+      },
+      filter: {},
+    };
+  }
+
+  static newComponentSpec(): CustomChart {
+    return {
+      metrics_sql: [""],
+      vega_spec: "",
+    };
+  }
+}
diff --git a/web-common/src/features/canvas/components/markdown/index.ts b/web-common/src/features/canvas/components/markdown/index.ts
index a14f0168db5..d06c443df52 100644
--- a/web-common/src/features/canvas/components/markdown/index.ts
+++ b/web-common/src/features/canvas/components/markdown/index.ts
@@ -1,12 +1,12 @@
 import { BaseCanvasComponent } from "@rilldata/web-common/features/canvas/components/BaseCanvasComponent";
 import type { InputParams } from "@rilldata/web-common/features/canvas/inspector/types";
+import type { V1Resource } from "@rilldata/web-common/runtime-client";
+import type { CanvasEntity, ComponentPath } from "../../stores/canvas-entity";
 import {
   type CanvasComponentType,
   type ComponentAlignment,
   type ComponentCommonProperties,
 } from "../types";
-import type { V1Resource } from "@rilldata/web-common/runtime-client";
-import type { CanvasEntity, ComponentPath } from "../../stores/canvas-entity";
 import Markdown from "./Markdown.svelte";
 
 export { default as Markdown } from "./Markdown.svelte";
@@ -48,7 +48,7 @@ export class MarkdownCanvasComponent extends BaseCanvasComponent<MarkdownSpec> {
     return {
       options: {
         content: {
-          type: "textArea",
+          type: "textarea",
           label: "Markdown",
           description: "Write text using the markdown syntax",
         },
diff --git a/web-common/src/features/canvas/components/types.ts b/web-common/src/features/canvas/components/types.ts
index 53dca76799e..e6e9d32862c 100644
--- a/web-common/src/features/canvas/components/types.ts
+++ b/web-common/src/features/canvas/components/types.ts
@@ -56,7 +56,8 @@ export type CanvasComponentType =
   | "image"
   | "pivot"
   | "table"
-  | "leaderboard";
+  | "leaderboard"
+  | "custom_chart";
 
 interface LineChart {
   line_chart: CartesianCanvasChartSpec;
diff --git a/web-common/src/features/canvas/components/util.ts b/web-common/src/features/canvas/components/util.ts
index add2a43f893..1173dab2582 100644
--- a/web-common/src/features/canvas/components/util.ts
+++ b/web-common/src/features/canvas/components/util.ts
@@ -2,6 +2,7 @@ import {
   getCanvasChartComponent,
   type CanvasChartSpec,
 } from "@rilldata/web-common/features/canvas/components/charts";
+import { CustomChartComponent } from "@rilldata/web-common/features/canvas/components/charts/custom-chart";
 import { CartesianChartComponent } from "@rilldata/web-common/features/canvas/components/charts/variants/CartesianChart";
 import { KPIGridComponent } from "@rilldata/web-common/features/canvas/components/kpi-grid";
 import type {
@@ -104,6 +105,7 @@ const NON_CHART_TYPES = [
   "table",
   "pivot",
   "leaderboard",
+  "custom_chart",
 ] as const;
 const ALL_COMPONENT_TYPES = [...CHART_TYPES, ...NON_CHART_TYPES] as const;
 
@@ -135,6 +137,7 @@ const baseComponentMap = {
   leaderboard: LeaderboardComponent,
   table: PivotCanvasComponent,
   pivot: PivotCanvasComponent,
+  custom_chart: CustomChartComponent,
 } as const;
 const IconMap = {
   markdown: TextIcon,
@@ -160,6 +163,7 @@ const baseDisplayMap = {
   pivot: "Pivot",
   image: "Image",
   leaderboard: "Leaderboard",
+  custom_chart: "Custom Chart",
 } as const;
 
 const chartDisplayMap = Object.fromEntries(
diff --git a/web-common/src/features/canvas/inspector/AIGenerateButton.svelte b/web-common/src/features/canvas/inspector/AIGenerateButton.svelte
new file mode 100644
index 00000000000..8a9bbae3009
--- /dev/null
+++ b/web-common/src/features/canvas/inspector/AIGenerateButton.svelte
@@ -0,0 +1,116 @@
+<script lang="ts">
+  import AnimatedDots from "@rilldata/web-common/features/chat/core/messages/AnimatedDots.svelte";
+  import { useRuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+  import { CustomChartComponent } from "../components/charts/custom-chart/index";
+  import {
+    sendToDevAgent,
+    getAgentStreamingStore,
+  } from "../components/charts/custom-chart/chart-ai-agent";
+  import type { BaseCanvasComponent } from "../components/BaseCanvasComponent";
+
+  export let component: BaseCanvasComponent;
+
+  const client = useRuntimeClient();
+
+  let prompt = "";
+
+  $: customChart = component instanceof CustomChartComponent ? component : null;
+  $: streamingStore = customChart
+    ? getAgentStreamingStore(client, customChart.id)
+    : null;
+  $: isStreaming = streamingStore ? $streamingStore : false;
+
+  function handleGenerate() {
+    if (!customChart || !prompt.trim() || isStreaming) return;
+    sendToDevAgent(client, customChart, prompt.trim());
+    prompt = "";
+  }
+
+  function handleKeydown(event: KeyboardEvent) {
+    if (event.key === "Enter" && !event.shiftKey) {
+      event.preventDefault();
+      handleGenerate();
+    }
+  }
+</script>
+
+{#if customChart}
+  <div class="ai-generate">
+    {#if isStreaming}
+      <div class="status">
+        <AnimatedDots>AI is editing</AnimatedDots>
+      </div>
+    {:else}
+      <div class="input-row">
+        <textarea
+          class="ai-input"
+          rows="2"
+          placeholder="Describe chart changes..."
+          bind:value={prompt}
+          on:keydown={handleKeydown}
+        />
+        <button
+          class="generate-btn"
+          on:click={handleGenerate}
+          disabled={!prompt.trim()}
+          aria-label="Edit with AI"
+        >
+          <svg width="14" height="14" viewBox="0 0 16 16" fill="none">
+            <path
+              d="M14.5 1.5L7 9M14.5 1.5L10 14.5L7 9M14.5 1.5L1.5 6L7 9"
+              stroke="currentColor"
+              stroke-width="1.5"
+              stroke-linecap="round"
+              stroke-linejoin="round"
+            />
+          </svg>
+        </button>
+      </div>
+      <div class="hint">Opens the AI assistant to edit this chart</div>
+    {/if}
+  </div>
+{/if}
+
+<style lang="postcss">
+  .ai-generate {
+    @apply flex flex-col gap-1;
+  }
+
+  .input-row {
+    @apply flex items-end gap-1.5;
+  }
+
+  .ai-input {
+    @apply flex-1 px-2.5 py-1.5 text-xs;
+    @apply border border-gray-200 rounded-md;
+    @apply resize-none outline-none;
+    min-height: 28px;
+    max-height: 64px;
+    field-sizing: content;
+  }
+
+  .ai-input:focus {
+    @apply border-primary-400 ring-1 ring-primary-200;
+  }
+
+  .generate-btn {
+    @apply p-1.5 rounded-md;
+    @apply text-gray-400 transition-colors;
+  }
+
+  .generate-btn:hover {
+    @apply text-primary-500 bg-gray-100;
+  }
+
+  .generate-btn:disabled {
+    @apply opacity-30 cursor-not-allowed;
+  }
+
+  .hint {
+    @apply text-[10px] text-gray-400;
+  }
+
+  .status {
+    @apply text-xs text-gray-500 py-1;
+  }
+</style>
diff --git a/web-common/src/features/canvas/inspector/ComponentsEditor.svelte b/web-common/src/features/canvas/inspector/ComponentsEditor.svelte
index f41d9c85fd6..aa83dd6129c 100644
--- a/web-common/src/features/canvas/inspector/ComponentsEditor.svelte
+++ b/web-common/src/features/canvas/inspector/ComponentsEditor.svelte
@@ -6,12 +6,12 @@
   import Spinner from "@rilldata/web-common/features/entity-management/Spinner.svelte";
   import { EntityStatus } from "@rilldata/web-common/features/entity-management/types";
   import SidebarWrapper from "@rilldata/web-common/features/visual-editing/SidebarWrapper.svelte";
+  import type { BaseCanvasComponent } from "../components/BaseCanvasComponent";
   import VegaConfigInput from "./chart/VegaConfigInput.svelte";
   import ComponentTabs from "./ComponentTabs.svelte";
   import FiltersMapper from "./filters/FiltersMapper.svelte";
   import ParamMapper from "./ParamMapper.svelte";
   import { hasComponentFilters } from "./util";
-  import type { BaseCanvasComponent } from "../components/BaseCanvasComponent";
 
   export let component: BaseCanvasComponent;
 
@@ -43,7 +43,9 @@
 
   {#if componentType && component && rendererProperties && currentTab}
     {#if currentTab === "options"}
-      <ParamMapper {component} />
+      {#key component}
+        <ParamMapper {component} />
+      {/key}
     {:else if currentTab === "filters"}
       <FiltersMapper {component} />
     {:else if currentTab === "config"}
diff --git a/web-common/src/features/canvas/inspector/ParamMapper.svelte b/web-common/src/features/canvas/inspector/ParamMapper.svelte
index 379b47d131a..0a5d8f0d292 100644
--- a/web-common/src/features/canvas/inspector/ParamMapper.svelte
+++ b/web-common/src/features/canvas/inspector/ParamMapper.svelte
@@ -4,13 +4,16 @@
   import Select from "@rilldata/web-common/components/forms/Select.svelte";
   import Switch from "@rilldata/web-common/components/forms/Switch.svelte";
   import { BaseChart } from "@rilldata/web-common/features/canvas/components/charts/BaseChart";
+  import VegaSpecInput from "@rilldata/web-common/features/canvas/inspector/chart/VegaSpecInput.svelte";
   import type { BaseCanvasComponent } from "../components/BaseCanvasComponent";
   import { PivotCanvasComponent } from "../components/pivot";
   import type { ComponentSpec } from "../components/types";
+  import AIGenerateButton from "./AIGenerateButton.svelte";
   import AlignmentInput from "./AlignmentInput.svelte";
   import CanvasFieldSwitcher from "./CanvasFieldSwitcher.svelte";
   import ChartTypeSelector from "./chart/ChartTypeSelector.svelte";
   import MarkSelector from "./chart/MarkSelector.svelte";
+  import MetricsSQLInput from "./chart/MetricsSQLInput.svelte";
   import PositionalFieldConfig from "./chart/PositionalFieldConfig.svelte";
   import ComparisonInput from "./ComparisonInput.svelte";
   import MultiFieldInput from "./fields/MultiFieldInput.svelte";
@@ -18,10 +21,21 @@
   import MetricSelectorDropdown from "./MetricSelectorDropdown.svelte";
   import SparklineInput from "./SparklineInput.svelte";
   import TableTypeSelector from "./TableTypeSelector.svelte";
+  import ChevronRight from "@rilldata/web-common/components/icons/ChevronRight.svelte";
   import type { AllKeys, ComponentInputParam } from "./types";
 
   export let component: BaseCanvasComponent;
 
+  // Track collapsed state for collapsible sections (metrics_sql, vega_spec)
+  let collapsedSections: Record<string, boolean> = {
+    metrics_sql: true,
+    vega_spec: true,
+  };
+
+  function toggleSection(key: string) {
+    collapsedSections[key] = !collapsedSections[key];
+  }
+
   $: ({
     specStore,
     parent: { name: canvasName },
@@ -61,8 +75,12 @@
         class="component-param"
         class:grouped={config.meta?.layout === "grouped"}
       >
-        <!-- TEXT, NUMBER, RILL_TIME -->
-        {#if config.type === "text" || config.type === "number" || config.type === "rill_time"}
+        <!-- AI GENERATE (opens dev agent sidebar) -->
+        {#if config.type === "ai_generate"}
+          <AIGenerateButton {component} />
+
+          <!-- TEXT, NUMBER, RILL_TIME -->
+        {:else if config.type === "text" || config.type === "number" || config.type === "rill_time"}
           <Input
             inputType={config.type === "number" ? "number" : "text"}
             capitalizeLabel={false}
@@ -135,7 +153,7 @@
           </div>
 
           <!-- TEXT AREA -->
-        {:else if config.type === "textArea"}
+        {:else if config.type === "textarea"}
           <div class="flex flex-col gap-y-2">
             <InputLabel
               hint={config?.description}
@@ -154,6 +172,58 @@
             />
           </div>
 
+          <!-- METRICS SQL -->
+        {:else if config.type === "metrics_sql"}
+          <button
+            class="collapsible-header"
+            on:click={() => toggleSection(key)}
+          >
+            <span class="chevron" class:expanded={!collapsedSections[key]}>
+              <ChevronRight size="12px" />
+            </span>
+            <span class="collapsible-label">{config.label ?? key}</span>
+            {#if Array.isArray(localParamValues[key])}
+              <span class="collapsible-badge"
+                >{localParamValues[key].length}</span
+              >
+            {/if}
+          </button>
+          {#if !collapsedSections[key]}
+            <MetricsSQLInput
+              {key}
+              label={undefined}
+              description={config?.description}
+              value={localParamValues[key]}
+              onChange={(updatedSQL) => {
+                localParamValues[key] = updatedSQL;
+                component.updateProperty(key, updatedSQL);
+              }}
+            />
+          {/if}
+
+          <!-- VEGA SPEC -->
+        {:else if config.type === "vega_spec"}
+          <button
+            class="collapsible-header"
+            on:click={() => toggleSection(key)}
+          >
+            <span class="chevron" class:expanded={!collapsedSections[key]}>
+              <ChevronRight size="12px" />
+            </span>
+            <span class="collapsible-label">{config.label ?? key}</span>
+          </button>
+          {#if !collapsedSections[key]}
+            <VegaSpecInput
+              {key}
+              label={undefined}
+              description={config?.description}
+              value={localParamValues[key]}
+              onChange={(updatedSpec) => {
+                localParamValues[key] = updatedSpec;
+                component.updateProperty(key, updatedSpec);
+              }}
+            />
+          {/if}
           <!-- SELECT DROPDOWN -->
         {:else if config.type === "select"}
           <Select
@@ -259,4 +329,31 @@
     @apply py-0;
     @apply border-none;
   }
+
+  .collapsible-header {
+    @apply flex items-center gap-1.5 w-full py-1 cursor-pointer;
+    @apply text-xs font-semibold text-gray-600;
+    @apply bg-transparent border-none text-left;
+  }
+
+  .collapsible-header:hover {
+    @apply text-gray-800;
+  }
+
+  .chevron {
+    @apply transition-transform duration-150;
+    @apply flex items-center;
+  }
+
+  .chevron.expanded {
+    transform: rotate(90deg);
+  }
+
+  .collapsible-label {
+    @apply flex-1;
+  }
+
+  .collapsible-badge {
+    @apply text-[10px] text-gray-400 bg-gray-100 rounded-full px-1.5 py-0.5;
+  }
 </style>
diff --git a/web-common/src/features/canvas/inspector/VisualCanvasEditing.svelte b/web-common/src/features/canvas/inspector/VisualCanvasEditing.svelte
index 792ebf7ed0a..124563470f1 100644
--- a/web-common/src/features/canvas/inspector/VisualCanvasEditing.svelte
+++ b/web-common/src/features/canvas/inspector/VisualCanvasEditing.svelte
@@ -28,6 +28,8 @@
   $: components = $componentsStore;
   $: component = components.get($selectedComponent ?? "");
 
+  $: isCustomChartComponent = component?.type === "custom_chart";
+
   async function updateProperties(
     newRecord: Record<string, unknown>,
     removeProperties?: Array<string | string[]>,
@@ -64,7 +66,11 @@
   }
 </script>
 
-<Inspector minWidth={320} filePath={path}>
+<Inspector
+  minWidth={320}
+  filePath={path}
+  maxWidth={isCustomChartComponent ? 600 : 420}
+>
   {#if component}
     <ComponentsEditor {component} />
   {:else}
diff --git a/web-common/src/features/canvas/inspector/chart/MetricsSQLInput.svelte b/web-common/src/features/canvas/inspector/chart/MetricsSQLInput.svelte
new file mode 100644
index 00000000000..9b775e503dc
--- /dev/null
+++ b/web-common/src/features/canvas/inspector/chart/MetricsSQLInput.svelte
@@ -0,0 +1,194 @@
+<script lang="ts">
+  import { sql } from "@codemirror/lang-sql";
+  import { EditorState } from "@codemirror/state";
+  import { EditorView, placeholder } from "@codemirror/view";
+  import { base as baseExtensions } from "@rilldata/web-common/components/editor/presets/base";
+  import { DuckDBSQL } from "@rilldata/web-common/components/editor/presets/duckDBDialect";
+  import InputLabel from "@rilldata/web-common/components/forms/InputLabel.svelte";
+  import { onDestroy, tick } from "svelte";
+
+  export let key: string;
+  export let label: string | undefined;
+  export let description: string | undefined;
+  export let value: string[] = [];
+  export let onChange: (updatedSQLs: string[]) => void;
+
+  // Ensure at least one editor is always shown
+  if (!value || value.length === 0) value = [""];
+
+  let editorContainers: HTMLElement[] = [];
+  let editors: EditorView[] = [];
+
+  function createEditor(container: HTMLElement, idx: number) {
+    const editor = new EditorView({
+      state: EditorState.create({
+        doc: value[idx] || "",
+        extensions: [
+          baseExtensions(),
+          sql({ dialect: DuckDBSQL }),
+          placeholder("SELECT * FROM metrics"),
+          EditorView.updateListener.of((update) => {
+            if (update.docChanged) {
+              updateSQL(idx, update.state.doc.toString());
+            }
+          }),
+          EditorView.theme({
+            "&": { maxHeight: "150px" },
+            ".cm-scroller": { overflow: "auto" },
+          }),
+        ],
+      }),
+      parent: container,
+    });
+    editors[idx] = editor;
+  }
+
+  function initEditor(node: HTMLElement, idx: number) {
+    editorContainers[idx] = node;
+    createEditor(node, idx);
+
+    return {
+      destroy() {
+        editors[idx]?.destroy();
+      },
+    };
+  }
+
+  function updateSQL(idx: number, newSQL: string) {
+    const updated = value.slice();
+    updated[idx] = newSQL;
+    onChange(updated);
+  }
+
+  async function addQuery() {
+    onChange([...value, ""]);
+    await tick();
+  }
+
+  function removeQuery(idx: number) {
+    if (value.length === 1) return;
+    // Destroy all editors; they'll be re-created by the action directive
+    editors.forEach((e) => e?.destroy());
+    editors = [];
+    const updated = value.slice();
+    updated.splice(idx, 1);
+    onChange(updated);
+  }
+
+  onDestroy(() => {
+    editors.forEach((e) => e?.destroy());
+  });
+</script>
+
+<div class="sql-input-container">
+  {#if label}
+    <InputLabel hint={description} small {label} id={key} />
+  {/if}
+
+  <div class="queries">
+    {#each value as _sql, idx (idx)}
+      <div class="query-block">
+        {#if value.length > 1}
+          <div class="query-header">
+            <span class="query-number">Query {idx + 1}</span>
+            <button
+              class="remove-btn"
+              on:click={() => removeQuery(idx)}
+              aria-label="Remove query {idx + 1}"
+            >
+              <svg width="12" height="12" viewBox="0 0 16 16" fill="none">
+                <path
+                  d="M4 8h8"
+                  stroke="currentColor"
+                  stroke-width="1.5"
+                  stroke-linecap="round"
+                />
+              </svg>
+            </button>
+          </div>
+        {/if}
+        <div class="editor-wrapper" use:initEditor={idx} />
+      </div>
+    {/each}
+  </div>
+
+  <button class="add-query-btn" on:click={addQuery}>
+    <svg width="12" height="12" viewBox="0 0 16 16" fill="none">
+      <path
+        d="M8 3v10M3 8h10"
+        stroke="currentColor"
+        stroke-width="1.5"
+        stroke-linecap="round"
+      />
+    </svg>
+    Add query
+  </button>
+</div>
+
+<style lang="postcss">
+  .sql-input-container {
+    @apply flex flex-col gap-2;
+  }
+
+  .queries {
+    @apply flex flex-col gap-2;
+  }
+
+  .query-block {
+    @apply flex flex-col gap-1;
+  }
+
+  .query-header {
+    @apply flex items-center justify-between;
+  }
+
+  .query-number {
+    @apply text-[10px] font-medium text-gray-400 uppercase tracking-wide;
+  }
+
+  .remove-btn {
+    @apply p-0.5 rounded text-gray-300 bg-transparent border-none cursor-pointer;
+    @apply opacity-0 transition-all duration-150;
+  }
+
+  .query-block:hover .remove-btn {
+    @apply opacity-100;
+  }
+
+  .remove-btn:hover {
+    @apply text-red-400 bg-red-50;
+  }
+
+  .editor-wrapper {
+    @apply border border-gray-200 rounded-md overflow-hidden;
+    @apply transition-colors duration-150;
+  }
+
+  .editor-wrapper:focus-within {
+    @apply border-primary-400 ring-1 ring-primary-200;
+  }
+
+  :global(.editor-wrapper .cm-editor) {
+    min-height: 48px;
+    max-height: 150px;
+  }
+
+  :global(.editor-wrapper .cm-editor .cm-scroller) {
+    overflow: auto;
+  }
+
+  :global(.editor-wrapper .cm-gutter.cm-line-status-gutter) {
+    display: none !important;
+  }
+
+  .add-query-btn {
+    @apply flex items-center gap-1.5 self-start;
+    @apply px-0 py-0.5 text-[11px] text-gray-400;
+    @apply bg-transparent border-none cursor-pointer;
+    @apply transition-colors duration-150;
+  }
+
+  .add-query-btn:hover {
+    @apply text-primary-500;
+  }
+</style>
diff --git a/web-common/src/features/canvas/inspector/chart/VegaSpecInput.svelte b/web-common/src/features/canvas/inspector/chart/VegaSpecInput.svelte
new file mode 100644
index 00000000000..1759a44d012
--- /dev/null
+++ b/web-common/src/features/canvas/inspector/chart/VegaSpecInput.svelte
@@ -0,0 +1,110 @@
+<script lang="ts">
+  import { json } from "@codemirror/lang-json";
+  import { EditorState } from "@codemirror/state";
+  import { EditorView, placeholder } from "@codemirror/view";
+  import { base as baseExtensions } from "@rilldata/web-common/components/editor/presets/base";
+  import InputLabel from "@rilldata/web-common/components/forms/InputLabel.svelte";
+  import { onDestroy, onMount } from "svelte";
+
+  export let key: string;
+  export let label: string | undefined;
+  export let description: string | undefined;
+  export let value: string;
+  export let onChange: (updatedSpec: string) => void;
+
+  let error: string | null = null;
+  let specEditor: EditorView;
+  let editorContainer: HTMLElement;
+
+  const placeholderSpec = `Your Vega-Lite spec should look like this:
+{
+  "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+  "description": "A simple bar chart with embedded data.",
+  "data": {
+    "values": [
+      {"a": "A", "b": 28},
+      {"a": "B", "b": 55},
+      {"a": "C", "b": 43}
+    ]
+  },
+  "mark": "bar",
+  "encoding": {
+    "x": {"field": "a", "type": "nominal", "axis": {"labelAngle": 0}},
+    "y": {"field": "b", "type": "quantitative"}
+  }
+}`;
+
+  onMount(() => {
+    specEditor = new EditorView({
+      state: EditorState.create({
+        doc: value || "",
+        extensions: [
+          baseExtensions(),
+          json(),
+          placeholder(placeholderSpec),
+          EditorView.updateListener.of((update) => {
+            if (update.docChanged) {
+              const newValue = update.state.doc.toString();
+
+              if (!newValue) {
+                error = null;
+                onChange("");
+                return;
+              }
+
+              try {
+                const parsed = JSON.parse(newValue);
+                const formatted = JSON.stringify(parsed, null, 2);
+                error = null;
+                onChange(formatted);
+              } catch {
+                error = "Invalid JSON";
+              }
+            }
+          }),
+          EditorView.theme({
+            "&": { height: "500px" },
+            ".cm-scroller": { overflow: "auto" },
+          }),
+        ],
+      }),
+      parent: editorContainer,
+    });
+
+    return () => {
+      specEditor.destroy();
+    };
+  });
+
+  onDestroy(() => specEditor?.destroy());
+</script>
+
+<div>
+  <InputLabel hint={description} small label={label ?? key} id={key} />
+  <div bind:this={editorContainer} class="spec-editor-container" />
+
+  {#if error}
+    <div class="text-red-500 text-sm px-3">{error}</div>
+  {/if}
+</div>
+
+<style lang="postcss">
+  .spec-editor-container {
+    @apply my-2 pl-2 border-b border-gray-300;
+  }
+
+  :global(.spec-editor-container .cm-editor) {
+    height: 400px;
+    min-height: 100px;
+    resize: vertical;
+    overflow: hidden;
+  }
+
+  :global(.spec-editor-container .cm-editor .cm-scroller) {
+    overflow: auto;
+  }
+
+  :global(.spec-editor-container .cm-gutter.cm-line-status-gutter) {
+    display: none !important;
+  }
+</style>
diff --git a/web-common/src/features/canvas/inspector/types.ts b/web-common/src/features/canvas/inspector/types.ts
index a25b559a9be..af3c5e27528 100644
--- a/web-common/src/features/canvas/inspector/types.ts
+++ b/web-common/src/features/canvas/inspector/types.ts
@@ -4,14 +4,22 @@ import type {
   ChartSortDirectionOptions,
 } from "@rilldata/web-common/features/components/charts/types";
 
-type NativeInputTypes = "text" | "number" | "boolean" | "textArea" | "select";
-type SemanticInputTypes = "metrics" | "measure" | "dimension" | "multi_fields";
+type SemanticInputTypes =
+  | "metrics"
+  | "measure"
+  | "dimension"
+  | "multi_fields"
+  | "metrics_sql";
+type NativeInputTypes = "text" | "number" | "boolean" | "textarea" | "select";
 type ChartInputTypes = "positional" | "mark" | "tooltip" | "config";
 type CustomInputTypes =
   | "rill_time"
   | "sparkline"
   | "comparison_options"
-  | "switcher_tab";
+  | "vega_spec"
+  | "switcher_tab"
+  | "ai_prompt"
+  | "ai_generate";
 type PositionalInputTypes = "alignment";
 
 export type InputType =
diff --git a/web-common/src/features/canvas/layout-util.ts b/web-common/src/features/canvas/layout-util.ts
index 32a8e07000b..0a1ea6459b8 100644
--- a/web-common/src/features/canvas/layout-util.ts
+++ b/web-common/src/features/canvas/layout-util.ts
@@ -22,6 +22,7 @@ export const initialHeights: Record<CanvasComponentType, number> = {
   donut_chart: 320,
   pie_chart: 320,
   heatmap: 320,
+  custom_chart: 320,
   funnel_chart: 320,
   combo_chart: 320,
   scatter_plot: 320,
diff --git a/web-common/src/features/components/charts/agentic/CustomChartRenderer.svelte b/web-common/src/features/components/charts/agentic/CustomChartRenderer.svelte
new file mode 100644
index 00000000000..989d7b526b2
--- /dev/null
+++ b/web-common/src/features/components/charts/agentic/CustomChartRenderer.svelte
@@ -0,0 +1,165 @@
+<script lang="ts">
+  import type { PartialMessage, Struct } from "@bufbuild/protobuf";
+  import FieldSwitcher from "@rilldata/web-common/components/forms/FieldSwitcher.svelte";
+  import PreviewTable from "@rilldata/web-common/components/preview-table/PreviewTable.svelte";
+  import { getRillTheme } from "@rilldata/web-common/components/vega/vega-config";
+  import VegaLiteRenderer from "@rilldata/web-common/components/vega/VegaLiteRenderer.svelte";
+  import type { VirtualizedTableColumns } from "@rilldata/web-common/components/virtualized-table/types";
+  import ReconcilingSpinner from "@rilldata/web-common/features/entity-management/ReconcilingSpinner.svelte";
+  import {
+    createRuntimeServiceQueryResolver,
+    type V1Expression,
+    type V1TimeRange,
+  } from "@rilldata/web-common/runtime-client";
+  import { useRuntimeClient } from "@rilldata/web-common/runtime-client/v2";
+  import type { View, VisualizationSpec } from "svelte-vega";
+  import { derived } from "svelte/store";
+
+  export let spec: string | undefined = undefined;
+  export let metricsSQL: string[] = [];
+  export let renderer: "canvas" | "svg" = "svg";
+  export let whereFilter: V1Expression | undefined = undefined;
+  export let timeRange: V1TimeRange | undefined = undefined;
+  export let showDataTable = false;
+  export let name: string = "Custom Chart";
+
+  const viewOptions = ["Chart", "Data"];
+
+  let viewVL: View;
+  let parsedSpec: VisualizationSpec | null = null;
+  let error: string | null = null;
+  let tableColumns: VirtualizedTableColumns[];
+  let selectedView = 0; // 0 = Chart, 1 = Data
+  let selectedTable = 0; // For switching between tables if multiple queries
+
+  const runtimeClient = useRuntimeClient();
+
+  // Create a unique key that includes whereFilter and timeRange to ensure queries are invalidated when they change
+  $: filterKey = JSON.stringify({ whereFilter, timeRange });
+
+  // Only enable queries when the time range has resolved
+  $: hasValidTimeRange = !!timeRange?.start && !!timeRange?.end;
+
+  // Create queries that are reactive to whereFilter changes
+  $: dataQueries = metricsSQL.map((sql, index) =>
+    createRuntimeServiceQueryResolver(
+      runtimeClient,
+      {
+        resolver: "metrics_sql",
+        resolverProperties: {
+          sql,
+          ...(whereFilter?.cond?.exprs?.length
+            ? { additional_where: whereFilter }
+            : {}),
+          ...(timeRange ? { additional_time_range: timeRange } : {}),
+        } as unknown as PartialMessage<Struct>,
+      },
+      {
+        query: {
+          enabled: !!sql && hasValidTimeRange,
+          queryKey: [`metrics_sql`, name, index, sql, filterKey],
+        },
+      },
+    ),
+  );
+
+  $: combinedResults = derived(dataQueries, ($dataQueries) =>
+    $dataQueries.map((query) => ({
+      data: query.data?.data,
+      tableSchema: query.data?.schema?.fields?.map((field) => ({
+        name: field.name,
+        type: field.type?.code,
+      })) as VirtualizedTableColumns[],
+      isSuccess: query.isSuccess,
+      isLoading: query.isLoading,
+      error: query.error,
+    })),
+  );
+
+  $: vegaData = $combinedResults.reduce((acc, result, idx) => {
+    acc[`query${idx + 1}`] = result.data;
+    return acc;
+  }, {});
+
+  $: try {
+    if (typeof spec === "string" && spec !== "") {
+      parsedSpec = JSON.parse(spec) as VisualizationSpec;
+    }
+  } catch (e: unknown) {
+    error = JSON.stringify(e);
+  }
+
+  // Check for any query errors
+  $: queryError = $combinedResults.find((r) => r.error)?.error;
+
+  // Table data for the selected query
+  $: rows = $combinedResults[selectedTable]?.data;
+  $: tableColumns = $combinedResults[selectedTable]?.tableSchema;
+</script>
+
+<div class="flex flex-col gap-2 h-full pt-1">
+  {#if showDataTable}
+    <div class="flex flex-row items-center gap-2 p-1">
+      <FieldSwitcher
+        fields={viewOptions}
+        selected={selectedView}
+        onClick={(i) => (selectedView = i)}
+        small={true}
+      />
+      {#if metricsSQL.length > 1 && selectedView === 1}
+        <FieldSwitcher
+          fields={metricsSQL.map((_, i) => `Query ${i + 1}`)}
+          selected={selectedTable}
+          onClick={(i) => (selectedTable = i)}
+          small={true}
+        />
+      {/if}
+    </div>
+  {/if}
+  <div class="size-full flex flex-col overflow-hidden">
+    {#if selectedView === 0}
+      <div class="size-full">
+        {#if !spec}
+          <div class="text-red-500 items-center justify-center">
+            No spec provided
+          </div>
+        {:else if error}
+          <div class="text-red-500 items-center justify-center">
+            {error}
+          </div>
+        {:else if queryError}
+          <div class="text-red-500 items-center justify-center">
+            {queryError.message || "Error loading data"}
+          </div>
+        {:else if rows && parsedSpec}
+          <VegaLiteRenderer
+            {renderer}
+            spec={parsedSpec}
+            canvasDashboard
+            config={getRillTheme(true)}
+            data={vegaData}
+            bind:viewVL
+          />
+        {/if}
+      </div>
+    {:else}
+      <div class="flex-1 min-h-0 min-w-0">
+        {#if $combinedResults[selectedTable]?.isSuccess && rows}
+          <PreviewTable
+            {rows}
+            columnNames={tableColumns}
+            rowHeight={32}
+            {name}
+          />
+        {:else if $combinedResults[selectedTable]?.isLoading}
+          <ReconcilingSpinner />
+        {:else if $combinedResults[selectedTable]?.error}
+          <div class="text-red-500">
+            {$combinedResults[selectedTable].error?.message ||
+              "Error loading data"}
+          </div>
+        {/if}
+      </div>
+    {/if}
+  </div>
+</div>
diff --git a/web-common/src/layout/workspace/Inspector.svelte b/web-common/src/layout/workspace/Inspector.svelte
index ba1fac7dc6d..84cd6631ed7 100644
--- a/web-common/src/layout/workspace/Inspector.svelte
+++ b/web-common/src/layout/workspace/Inspector.svelte
@@ -7,6 +7,7 @@
   export let resizable = true;
   export let fixedWidth: number | undefined = undefined;
   export let minWidth = 320;
+  export let maxWidth = 420;
 
   let resizing = false;
 
@@ -30,7 +31,7 @@
       direction="EW"
       side="left"
       min={fixedWidth ?? minWidth}
-      max={fixedWidth ?? 420}
+      max={fixedWidth ?? maxWidth}
       dimension={fixedWidth ?? width}
       onUpdate={(newWidth) => {
         widthStore.set(newWidth);
diff --git a/web-common/src/proto/gen/rill/runtime/v1/api_connect.ts b/web-common/src/proto/gen/rill/runtime/v1/api_connect.ts
index fd1ed5e8486..fcef6875557 100644
--- a/web-common/src/proto/gen/rill/runtime/v1/api_connect.ts
+++ b/web-common/src/proto/gen/rill/runtime/v1/api_connect.ts
@@ -3,7 +3,7 @@
 /* eslint-disable */
 // @ts-nocheck
 
-import { AnalyzeConnectorsRequest, AnalyzeConnectorsResponse, AnalyzeVariablesRequest, AnalyzeVariablesResponse, CompleteRequest, CompleteResponse, CompleteStreamingRequest, CompleteStreamingResponse, CreateDirectoryRequest, CreateDirectoryResponse, CreateInstanceRequest, CreateInstanceResponse, CreateTriggerRequest, CreateTriggerResponse, DeleteFileRequest, DeleteFileResponse, DeleteInstanceRequest, DeleteInstanceResponse, EditInstanceRequest, EditInstanceResponse, ForkConversationRequest, ForkConversationResponse, GenerateCanvasFileRequest, GenerateCanvasFileResponse, GenerateMetricsViewFileRequest, GenerateMetricsViewFileResponse, GenerateRendererRequest, GenerateRendererResponse, GenerateResolverRequest, GenerateResolverResponse, GetAIMessageRequest, GetAIMessageResponse, GetConversationRequest, GetConversationResponse, GetExploreRequest, GetExploreResponse, GetFileRequest, GetFileResponse, GetInstanceRequest, GetInstanceResponse, GetLogsRequest, GetLogsResponse, GetModelPartitionsRequest, GetModelPartitionsResponse, GetResourceRequest, GetResourceResponse, GitCommitRequest, GitCommitResponse, GitMergeToBranchRequest, GitMergeToBranchResponse, GitPullRequest, GitPullResponse, GitPushRequest, GitPushResponse, GitStatusRequest, GitStatusResponse, GitSwitchBranchRequest, GitSwitchBranchResponse, HealthRequest, HealthResponse, InstanceHealthRequest, InstanceHealthResponse, IssueDevJWTRequest, IssueDevJWTResponse, ListConnectorDriversRequest, ListConnectorDriversResponse, ListConversationsRequest, ListConversationsResponse, ListExamplesRequest, ListExamplesResponse, ListFilesRequest, ListFilesResponse, ListGitBranchesRequest, ListGitBranchesResponse, ListGitCommitsRequest, ListGitCommitsResponse, ListInstancesRequest, ListInstancesResponse, ListNotifierConnectorsRequest, ListNotifierConnectorsResponse, ListResourcesRequest, ListResourcesResponse, ListToolsRequest, ListToolsResponse, PingRequest, PingResponse, PutFileRequest, PutFileResponse, QueryResolverRequest, QueryResolverResponse, ReloadConfigRequest, ReloadConfigResponse, RenameFileRequest, RenameFileResponse, RestoreGitCommitRequest, RestoreGitCommitResponse, ShareConversationRequest, ShareConversationResponse, UnpackEmptyRequest, UnpackEmptyResponse, UnpackExampleRequest, UnpackExampleResponse, WatchFilesRequest, WatchFilesResponse, WatchLogsRequest, WatchLogsResponse, WatchResourcesRequest, WatchResourcesResponse } from "./api_pb.js";
+import { AnalyzeConnectorsRequest, AnalyzeConnectorsResponse, AnalyzeVariablesRequest, AnalyzeVariablesResponse, CompleteRequest, CompleteResponse, CompleteStreamingRequest, CompleteStreamingResponse, CreateDirectoryRequest, CreateDirectoryResponse, CreateInstanceRequest, CreateInstanceResponse, CreateTriggerRequest, CreateTriggerResponse, DeleteFileRequest, DeleteFileResponse, DeleteInstanceRequest, DeleteInstanceResponse, EditInstanceRequest, EditInstanceResponse, ForkConversationRequest, ForkConversationResponse, GenerateCanvasFileRequest, GenerateCanvasFileResponse, GenerateChartRequest, GenerateChartResponse, GenerateMetricsViewFileRequest, GenerateMetricsViewFileResponse, GenerateRendererRequest, GenerateRendererResponse, GenerateResolverRequest, GenerateResolverResponse, GetAIMessageRequest, GetAIMessageResponse, GetConversationRequest, GetConversationResponse, GetExploreRequest, GetExploreResponse, GetFileRequest, GetFileResponse, GetInstanceRequest, GetInstanceResponse, GetLogsRequest, GetLogsResponse, GetModelPartitionsRequest, GetModelPartitionsResponse, GetResourceRequest, GetResourceResponse, GitCommitRequest, GitCommitResponse, GitMergeToBranchRequest, GitMergeToBranchResponse, GitPullRequest, GitPullResponse, GitPushRequest, GitPushResponse, GitStatusRequest, GitStatusResponse, GitSwitchBranchRequest, GitSwitchBranchResponse, HealthRequest, HealthResponse, InstanceHealthRequest, InstanceHealthResponse, IssueDevJWTRequest, IssueDevJWTResponse, ListConnectorDriversRequest, ListConnectorDriversResponse, ListConversationsRequest, ListConversationsResponse, ListExamplesRequest, ListExamplesResponse, ListFilesRequest, ListFilesResponse, ListGitBranchesRequest, ListGitBranchesResponse, ListGitCommitsRequest, ListGitCommitsResponse, ListInstancesRequest, ListInstancesResponse, ListNotifierConnectorsRequest, ListNotifierConnectorsResponse, ListResourcesRequest, ListResourcesResponse, ListToolsRequest, ListToolsResponse, PingRequest, PingResponse, PutFileRequest, PutFileResponse, QueryResolverRequest, QueryResolverResponse, ReloadConfigRequest, ReloadConfigResponse, RenameFileRequest, RenameFileResponse, RestoreGitCommitRequest, RestoreGitCommitResponse, ShareConversationRequest, ShareConversationResponse, UnpackEmptyRequest, UnpackEmptyResponse, UnpackExampleRequest, UnpackExampleResponse, WatchFilesRequest, WatchFilesResponse, WatchLogsRequest, WatchLogsResponse, WatchResourcesRequest, WatchResourcesResponse } from "./api_pb.js";
 import { MethodKind } from "@bufbuild/protobuf";
 
 /**
@@ -484,6 +484,17 @@ export const RuntimeService = {
       O: CompleteStreamingResponse,
       kind: MethodKind.ServerStreaming,
     },
+    /**
+     * GenerateChart generates metrics_sql queries and a Vega-Lite spec for a canvas custom chart from a natural language prompt.
+     *
+     * @generated from rpc rill.runtime.v1.RuntimeService.GenerateChart
+     */
+    generateChart: {
+      name: "GenerateChart",
+      I: GenerateChartRequest,
+      O: GenerateChartResponse,
+      kind: MethodKind.Unary,
+    },
     /**
      * GetAIMessage returns a message in a conversaion.
      *
diff --git a/web-common/src/proto/gen/rill/runtime/v1/api_pb.ts b/web-common/src/proto/gen/rill/runtime/v1/api_pb.ts
index 56fe90ccae9..b5bde916ce5 100644
--- a/web-common/src/proto/gen/rill/runtime/v1/api_pb.ts
+++ b/web-common/src/proto/gen/rill/runtime/v1/api_pb.ts
@@ -6657,3 +6657,115 @@ export class GitPushResponse extends Message$1<GitPushResponse> {
   }
 }
 
+/**
+ * Request message for RuntimeService.GenerateChart
+ *
+ * @generated from message rill.runtime.v1.GenerateChartRequest
+ */
+export class GenerateChartRequest extends Message$1<GenerateChartRequest> {
+  /**
+   * @generated from field: string instance_id = 1;
+   */
+  instanceId = "";
+
+  /**
+   * Natural language description of the desired chart.
+   *
+   * @generated from field: string prompt = 3;
+   */
+  prompt = "";
+
+  /**
+   * Previous metrics_sql queries (for iterative refinement).
+   *
+   * @generated from field: repeated string previous_sql = 4;
+   */
+  previousSql: string[] = [];
+
+  /**
+   * Previous Vega-Lite spec JSON (for iterative refinement).
+   *
+   * @generated from field: string previous_spec = 5;
+   */
+  previousSpec = "";
+
+  constructor(data?: PartialMessage<GenerateChartRequest>) {
+    super();
+    proto3.util.initPartial(data, this);
+  }
+
+  static readonly runtime: typeof proto3 = proto3;
+  static readonly typeName = "rill.runtime.v1.GenerateChartRequest";
+  static readonly fields: FieldList = proto3.util.newFieldList(() => [
+    { no: 1, name: "instance_id", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+    { no: 3, name: "prompt", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+    { no: 4, name: "previous_sql", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
+    { no: 5, name: "previous_spec", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+  ]);
+
+  static fromBinary(bytes: Uint8Array, options?: Partial<BinaryReadOptions>): GenerateChartRequest {
+    return new GenerateChartRequest().fromBinary(bytes, options);
+  }
+
+  static fromJson(jsonValue: JsonValue, options?: Partial<JsonReadOptions>): GenerateChartRequest {
+    return new GenerateChartRequest().fromJson(jsonValue, options);
+  }
+
+  static fromJsonString(jsonString: string, options?: Partial<JsonReadOptions>): GenerateChartRequest {
+    return new GenerateChartRequest().fromJsonString(jsonString, options);
+  }
+
+  static equals(a: GenerateChartRequest | PlainMessage<GenerateChartRequest> | undefined, b: GenerateChartRequest | PlainMessage<GenerateChartRequest> | undefined): boolean {
+    return proto3.util.equals(GenerateChartRequest, a, b);
+  }
+}
+
+/**
+ * Response message for RuntimeService.GenerateChart
+ *
+ * @generated from message rill.runtime.v1.GenerateChartResponse
+ */
+export class GenerateChartResponse extends Message$1<GenerateChartResponse> {
+  /**
+   * Generated metrics_sql queries.
+   *
+   * @generated from field: repeated string metrics_sql = 1;
+   */
+  metricsSql: string[] = [];
+
+  /**
+   * Generated Vega-Lite specification as a JSON string.
+   *
+   * @generated from field: string vega_spec = 2;
+   */
+  vegaSpec = "";
+
+  constructor(data?: PartialMessage<GenerateChartResponse>) {
+    super();
+    proto3.util.initPartial(data, this);
+  }
+
+  static readonly runtime: typeof proto3 = proto3;
+  static readonly typeName = "rill.runtime.v1.GenerateChartResponse";
+  static readonly fields: FieldList = proto3.util.newFieldList(() => [
+    { no: 1, name: "metrics_sql", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
+    { no: 2, name: "vega_spec", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+  ]);
+
+  static fromBinary(bytes: Uint8Array, options?: Partial<BinaryReadOptions>): GenerateChartResponse {
+    return new GenerateChartResponse().fromBinary(bytes, options);
+  }
+
+  static fromJson(jsonValue: JsonValue, options?: Partial<JsonReadOptions>): GenerateChartResponse {
+    return new GenerateChartResponse().fromJson(jsonValue, options);
+  }
+
+  static fromJsonString(jsonString: string, options?: Partial<JsonReadOptions>): GenerateChartResponse {
+    return new GenerateChartResponse().fromJsonString(jsonString, options);
+  }
+
+  static equals(a: GenerateChartResponse | PlainMessage<GenerateChartResponse> | undefined, b: GenerateChartResponse | PlainMessage<GenerateChartResponse> | undefined): boolean {
+    return proto3.util.equals(GenerateChartResponse, a, b);
+  }
+}
+
diff --git a/web-common/src/runtime-client/v2/codegen/generator.ts b/web-common/src/runtime-client/v2/codegen/generator.ts
index 8fee19a5a4e..ff1e54df9d6 100644
--- a/web-common/src/runtime-client/v2/codegen/generator.ts
+++ b/web-common/src/runtime-client/v2/codegen/generator.ts
@@ -395,6 +395,10 @@ function generateServiceFile(
 
     if (hasOrvalType(availableOrvalTypes, m.outputType)) {
       orvalTypeImports.add(orvalTypeName(m.outputType));
+    } else {
+      // Output type needs PartialMessage wrapper; also need to import the proto type
+      needsPartialMessage = true;
+      protoTypes.add(m.outputType);
     }
   }
 
diff --git a/web-common/src/runtime-client/v2/gen/runtime-service.ts b/web-common/src/runtime-client/v2/gen/runtime-service.ts
index f5579ee0217..cc4e31a956f 100644
--- a/web-common/src/runtime-client/v2/gen/runtime-service.ts
+++ b/web-common/src/runtime-client/v2/gen/runtime-service.ts
@@ -26,6 +26,8 @@ import {
   DeleteFileRequest,
   ForkConversationRequest,
   GenerateCanvasFileRequest,
+  GenerateChartRequest,
+  GenerateChartResponse,
   GenerateMetricsViewFileRequest,
   GenerateRendererRequest,
   GenerateResolverRequest,
@@ -3272,6 +3274,70 @@ export function createRuntimeServiceCompleteMutation(
   return createMutation(mutationOptions, queryClient);
 }
 
+/**
+ * Raw RPC call: RuntimeService.GenerateChart
+ */
+export async function runtimeServiceGenerateChart(
+  client: RuntimeClient,
+  request: Omit<PartialMessage<GenerateChartRequest>, "instanceId">,
+  options?: { signal?: AbortSignal },
+): Promise<PartialMessage<GenerateChartResponse>> {
+  const r = await client.runtimeService.generateChart(
+    GenerateChartRequest.fromJson(
+      stripUndefined({
+        instanceId: client.instanceId,
+        ...request,
+      }) as unknown as JsonValue,
+    ),
+    { signal: options?.signal },
+  );
+  return r.toJson({
+    emitDefaultValues: true,
+  }) as unknown as PartialMessage<GenerateChartResponse>;
+}
+
+export function getRuntimeServiceGenerateChartMutationOptions(
+  client: RuntimeClient,
+  options?: Partial<
+    CreateMutationOptions<
+      PartialMessage<GenerateChartResponse>,
+      unknown,
+      Omit<PartialMessage<GenerateChartRequest>, "instanceId">
+    >
+  >,
+): CreateMutationOptions<
+  PartialMessage<GenerateChartResponse>,
+  unknown,
+  Omit<PartialMessage<GenerateChartRequest>, "instanceId">
+> {
+  return {
+    mutationFn: (request) => runtimeServiceGenerateChart(client, request),
+    ...options,
+  };
+}
+
+export function createRuntimeServiceGenerateChartMutation(
+  client: RuntimeClient,
+  options?: Partial<
+    CreateMutationOptions<
+      PartialMessage<GenerateChartResponse>,
+      unknown,
+      Omit<PartialMessage<GenerateChartRequest>, "instanceId">
+    >
+  >,
+  queryClient?: QueryClient,
+): CreateMutationResult<
+  PartialMessage<GenerateChartResponse>,
+  unknown,
+  Omit<PartialMessage<GenerateChartRequest>, "instanceId">
+> {
+  const mutationOptions = getRuntimeServiceGenerateChartMutationOptions(
+    client,
+    options,
+  );
+  return createMutation(mutationOptions, queryClient);
+}
+
 /**
  * Raw RPC call: RuntimeService.GitStatus
  */