diff --git a/src/entities/Font/api/proxy/proxyFonts.test.ts b/src/entities/Font/api/proxy/proxyFonts.test.ts
index da9e3a7..f2caf00 100644
--- a/src/entities/Font/api/proxy/proxyFonts.test.ts
+++ b/src/entities/Font/api/proxy/proxyFonts.test.ts
@@ -19,10 +19,13 @@ vi.mock('$shared/api/api', () => ({
 }));
 
 import { api } from '$shared/api/api';
+import { queryClient } from '$shared/api/queryClient';
+import { fontKeys } from '$shared/api/queryKeys';
 import {
     fetchFontsByIds,
     fetchProxyFontById,
     fetchProxyFonts,
+    seedFontCache,
 } from './proxyFonts';
 
 const PROXY_API_URL = 'https://api.glyphdiff.com/api/v1/fonts';
@@ -46,6 +49,7 @@ function mockApiGet<T>(data: T) {
 describe('proxyFonts', () => {
     beforeEach(() => {
         vi.mocked(api.get).mockReset();
+        queryClient.clear();
     });
 
     describe('fetchProxyFonts', () => {
@@ -168,4 +172,33 @@ describe('proxyFonts', () => {
             expect(result).toEqual([]);
         });
     });
+
+    describe('seedFontCache', () => {
+        test('should populate cache with multiple fonts', () => {
+            const fonts = [
+                createMockFont({ id: '1', name: 'A' }),
+                createMockFont({ id: '2', name: 'B' }),
+            ];
+            seedFontCache(fonts);
+            expect(queryClient.getQueryData(fontKeys.detail('1'))).toEqual(fonts[0]);
+            expect(queryClient.getQueryData(fontKeys.detail('2'))).toEqual(fonts[1]);
+        });
+
+        test('should update existing cached fonts with new data', () => {
+            const id = 'update-me';
+            queryClient.setQueryData(fontKeys.detail(id), createMockFont({ id, name: 'Old' }));
+
+            const updated = createMockFont({ id, name: 'New' });
+            seedFontCache([updated]);
+
+            expect(queryClient.getQueryData(fontKeys.detail(id))).toEqual(updated);
+        });
+
+        test('should handle empty input arrays gracefully', () => {
+            const spy = vi.spyOn(queryClient, 'setQueryData');
+            seedFontCache([]);
+            expect(spy).not.toHaveBeenCalled();
+            spy.mockRestore();
+        });
+    });
 });
diff --git a/src/entities/Font/api/proxy/proxyFonts.ts b/src/entities/Font/api/proxy/proxyFonts.ts
index 96f8a45..f7699d5 100644
--- a/src/entities/Font/api/proxy/proxyFonts.ts
+++ b/src/entities/Font/api/proxy/proxyFonts.ts
@@ -11,13 +11,23 @@
  */
 
 import { api } from '$shared/api/api';
+import { queryClient } from '$shared/api/queryClient';
+import { fontKeys } from '$shared/api/queryKeys';
 import { buildQueryString } from '$shared/lib/utils';
 import type { QueryParams } from '$shared/lib/utils';
 import type { UnifiedFont } from '../../model/types';
-import type {
-    FontCategory,
-    FontSubset,
-} from '../../model/types';
+
+/**
+ * Normalizes cache by seeding individual font entries from collection responses.
+ * This ensures that a font fetched in a list or batch is available via its detail key.
+ *
+ * @param fonts - Array of fonts to cache
+ */
+export function seedFontCache(fonts: UnifiedFont[]): void {
+    fonts.forEach(font => {
+        queryClient.setQueryData(fontKeys.detail(font.id), font);
+    });
+}
 
 /**
  * Proxy API base URL