diff --git a/components/agents/AgentWorkflowMaterialPicker.tsx b/components/agents/AgentWorkflowMaterialPicker.tsx
index 13f9dc35f..f8ef58e76 100644
--- a/components/agents/AgentWorkflowMaterialPicker.tsx
+++ b/components/agents/AgentWorkflowMaterialPicker.tsx
@@ -61,6 +61,9 @@ export function AgentWorkflowMaterialPicker({
   const selectedCount = result?.images
     ? result.images.filter((item) => selectedSet.has(item.id)).length
     : 0;
+  const hasSelectableImages = Boolean(
+    result?.images?.some((item) => Boolean(String(item.imageUrl || "").trim()))
+  );
 
   const handleToggleImage = (imageId: string) => {
     const next = new Set(selectedImageIds);
@@ -73,7 +76,11 @@ export function AgentWorkflowMaterialPicker({
   };
 
   const handleSelectAll = () => {
-    onSelectedImageIdsChange(result?.images?.map((item) => item.id) || []);
+    onSelectedImageIdsChange(
+      result?.images
+        ?.filter((item) => Boolean(String(item.imageUrl || "").trim()))
+        .map((item) => item.id) || []
+    );
   };
 
   return (
@@ -229,7 +236,7 @@ export function AgentWorkflowMaterialPicker({
                 variant="outline"
                 size="sm"
                 onClick={handleSelectAll}
-                disabled={!result.images?.length}
+                disabled={!hasSelectableImages}
                 className={cn(
                   isDark &&
                     "border-white/12 bg-white/[0.04] text-white/82 hover:bg-white/[0.10] hover:text-white disabled:text-white/35"
@@ -242,7 +249,7 @@ export function AgentWorkflowMaterialPicker({
                 variant="outline"
                 size="sm"
                 onClick={() => onSelectedImageIdsChange([])}
-                disabled={selectedCount === 0}
+                disabled={selectedCount === 0 && !hasSelectableImages}
                 className={cn(
                   isDark &&
                     "border-white/12 bg-white/[0.04] text-white/82 hover:bg-white/[0.10] hover:text-white disabled:text-white/35"
@@ -316,16 +323,22 @@ export function AgentWorkflowMaterialPicker({
           ) : null}
 
           {result.images?.length ? (
-            <div className="grid grid-cols-2 gap-3 xl:grid-cols-3">
+            <div className="grid grid-cols-2 gap-3 lg:grid-cols-3 xl:grid-cols-4">
               {result.images.map((image) => {
               const selected = selectedSet.has(image.id);
+              const isPlaceholder = !String(image.imageUrl || "").trim();
               return (
                 <button
                   key={image.id}
                   type="button"
-                  onClick={() => handleToggleImage(image.id)}
+                  onClick={() => {
+                    if (isPlaceholder) return;
+                    handleToggleImage(image.id);
+                  }}
+                  disabled={isPlaceholder}
                   className={cn(
                     "group overflow-hidden rounded-[24px] border bg-background text-left transition-all",
+                    isPlaceholder && "cursor-wait",
                     selected
                       ? isDark
                         ? "border-emerald-400/70 bg-white/[0.03] shadow-[0_0_0_1px_rgba(52,211,153,0.2)]"
@@ -341,43 +354,55 @@ export function AgentWorkflowMaterialPicker({
                       isDark ? "bg-white/[0.04]" : "bg-muted/40"
                     )}
                   >
-                    <img
-                      src={image.imageUrl}
-                      alt={image.label}
-                      className="h-full w-full object-cover"
-                      loading="lazy"
-                      decoding="async"
-                      onError={(event) => {
-                        event.currentTarget.style.display = "none";
-                      }}
-                    />
+                    {isPlaceholder ? (
+                      <div className="flex h-full w-full flex-col items-center justify-center gap-3 bg-[radial-gradient(circle_at_top,rgba(255,255,255,0.08),transparent_55%),linear-gradient(180deg,rgba(255,255,255,0.05),rgba(255,255,255,0.02))]">
+                        <Loader2 className="h-6 w-6 animate-spin text-white/55" />
+                        <div className="h-2 w-20 rounded-full bg-white/10" />
+                        <div className="h-2 w-14 rounded-full bg-white/10" />
+                      </div>
+                    ) : (
+                      <img
+                        src={image.imageUrl}
+                        alt={image.label}
+                        className="h-full w-full object-cover"
+                        loading="lazy"
+                        decoding="async"
+                        onError={(event) => {
+                          event.currentTarget.style.display = "none";
+                        }}
+                      />
+                    )}
                     <div className="absolute inset-x-0 top-0 flex items-center justify-between px-2 py-2">
                       <span className="rounded-full bg-black/60 px-2 py-1 text-[11px] text-white">
-                        {image.group === "fixed" ? "固定角度" : "其他图片"}
-                      </span>
-                      <span
-                        className={cn(
-                          "flex h-6 w-6 items-center justify-center rounded-full border text-white transition-colors",
-                          selected
-                            ? isDark
-                              ? "border-emerald-400 bg-emerald-400 text-black"
-                              : "border-primary bg-primary"
-                            : "border-white/60 bg-black/35 opacity-0 group-hover:opacity-100"
-                        )}
-                      >
-                        <Check className="h-3.5 w-3.5" />
+                        {isPlaceholder ? "加载中" : image.group === "fixed" ? "固定角度" : "其他图片"}
                       </span>
+                      {!isPlaceholder ? (
+                        <span
+                          className={cn(
+                            "flex h-6 w-6 items-center justify-center rounded-full border text-white transition-colors",
+                            selected
+                              ? isDark
+                                ? "border-emerald-400 bg-emerald-400 text-black"
+                                : "border-primary bg-primary"
+                              : "border-white/60 bg-black/35 opacity-0 group-hover:opacity-100"
+                          )}
+                        >
+                          <Check className="h-3.5 w-3.5" />
+                        </span>
+                      ) : null}
                     </div>
                     <div className="absolute inset-x-0 bottom-0 bg-gradient-to-t from-black/75 via-black/25 to-transparent px-3 py-2 text-[11px] text-white">
-                      {image.label}
+                      {isPlaceholder ? "白底图加载中..." : image.label}
                     </div>
                   </div>
                   <div className="space-y-1 px-3 py-2">
                     <div className={cn("truncate text-xs font-medium", isDark ? "text-white/88" : "")}>
-                      {image.fileName}
+                      {isPlaceholder ? "正在获取 SKU 图片..." : image.fileName}
                     </div>
                     <div className={cn("text-[11px]", isDark ? "text-white/60" : "text-muted-foreground")}>
-                      点击{selected ? "取消" : "选择"}，可多选带入生图模式
+                      {isPlaceholder
+                        ? "已先展示预览卡位，图片会逐步加载出来。"
+                        : `点击${selected ? "取消" : "选择"}，可多选带入生图模式`}
                     </div>
                   </div>
                 </button>
diff --git a/components/agents/AgentWorkflowMaterialSelectionPanel.tsx b/components/agents/AgentWorkflowMaterialSelectionPanel.tsx
index f29a817c7..cc305d169 100644
--- a/components/agents/AgentWorkflowMaterialSelectionPanel.tsx
+++ b/components/agents/AgentWorkflowMaterialSelectionPanel.tsx
@@ -7,6 +7,7 @@ import { createEmptyAgentWorkflowMaterialSelection } from "@/lib/agents/workflow
 import { cn } from "@/lib/utils";
 import type { AgentWorkflowInputs } from "@/components/agents/AgentWorkflowPanel";
 import type {
+  AgentWorkflowMaterialSearchResult,
   AgentWorkflowMaterialQueryType,
   AgentWorkflowMaterialSelections,
 } from "@/types/agent";
@@ -34,6 +35,38 @@ export function AgentWorkflowMaterialSelectionPanel({
   disabledHint = "请先在下方选择一个生图模式，再启用 SKU / SPU 搜图。",
   theme = "light",
 }: AgentWorkflowMaterialSelectionPanelProps) {
+  const buildLoadingMaterialResult = (params: {
+    keyword: string;
+    currentResult?: AgentWorkflowMaterialSearchResult | null;
+    placeholderCount: number;
+  }): AgentWorkflowMaterialSearchResult => {
+    const count = Math.max(4, Math.min(params.placeholderCount || 8, 16));
+    return {
+      query: params.keyword,
+      queryType: "sku",
+      matchedSku: params.keyword,
+      matchedSpu: params.currentResult?.matchedSpu || null,
+      materialId: params.currentResult?.materialId || null,
+      productModel: params.currentResult?.productModel || null,
+      zipUrl: null,
+      fixedCount: count,
+      otherCount: 0,
+      totalCount: count,
+      skuOptions: [],
+      images: Array.from({ length: count }, (_, index) => ({
+        id: `loading-${params.keyword}-${index + 1}`,
+        key: `loading-${params.keyword}-${index + 1}`,
+        label: `加载中 ${index + 1}`,
+        fileName: `正在加载白底图 ${index + 1}`,
+        imageUrl: "",
+        assetId: null,
+        mimeType: null,
+        group: "fixed",
+        sortOrder: index,
+      })),
+    };
+  };
+
   const [materialSearchState, setMaterialSearchState] = useState<{
     primary: { isLoading: boolean; errorText: string | null };
     secondary: { isLoading: boolean; errorText: string | null };
@@ -186,10 +219,25 @@ export function AgentWorkflowMaterialSelectionPanel({
           void handleSearchMaterials("primary");
         }}
         onSkuOptionSelect={(skuName) => {
+          const selectedOption = materials.primary.result?.skuOptions?.find(
+            (option) => option.skuName === skuName
+          );
+          const placeholderCount = selectedOption?.whiteBackgroundCount || 8;
           onInputsChange({
             ...inputs,
             primarySku: skuName,
           });
+          onMaterialsChange({
+            ...materials,
+            primary: {
+              result: buildLoadingMaterialResult({
+                keyword: skuName,
+                currentResult: materials.primary.result,
+                placeholderCount,
+              }),
+              selectedImageIds: [],
+            },
+          });
           setMaterialSearchMode((prev) => ({
             ...prev,
             primary: "sku",
@@ -240,10 +288,25 @@ export function AgentWorkflowMaterialSelectionPanel({
           void handleSearchMaterials("secondary");
         }}
         onSkuOptionSelect={(skuName) => {
+          const selectedOption = materials.secondary.result?.skuOptions?.find(
+            (option) => option.skuName === skuName
+          );
+          const placeholderCount = selectedOption?.whiteBackgroundCount || 8;
           onInputsChange({
             ...inputs,
             secondarySku: skuName,
           });
+          onMaterialsChange({
+            ...materials,
+            secondary: {
+              result: buildLoadingMaterialResult({
+                keyword: skuName,
+                currentResult: materials.secondary.result,
+                placeholderCount,
+              }),
+              selectedImageIds: [],
+            },
+          });
           setMaterialSearchMode((prev) => ({
             ...prev,
             secondary: "sku",