diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
index 07cdcbc888c..4217a765732 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
@@ -1,6 +1,8 @@
 "use client";
 
 import React, { useState, useEffect, useCallback } from "react";
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
+import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants";
 import {
   SearchIcon,
   PlusIcon,
@@ -728,6 +730,7 @@ export function TeamGuardrailsTab({ accessToken }: TeamGuardrailsTabProps) {
     rejected: 0,
   });
   const [search, setSearch] = useState("");
+  const [searchDebounced] = useDebouncedValue(search, { wait: DEBOUNCE_WAIT_MS });
   const [statusFilter, setStatusFilter] = useState<"all" | GuardrailStatus>("all");
   const [selectedId, setSelectedId] = useState<string | null>(null);
   const [expandedHeaders, setExpandedHeaders] = useState<Set<string>>(new Set());
@@ -737,16 +740,10 @@ export function TeamGuardrailsTab({ accessToken }: TeamGuardrailsTabProps) {
   } | null>(null);
   const [isLoading, setIsLoading] = useState(true);
   const [error, setError] = useState<string | null>(null);
-  const [searchDebounced, setSearchDebounced] = useState("");
   const [isSubmitModalOpen, setIsSubmitModalOpen] = useState(false);
   const [submitForm] = Form.useForm();
   const registerGuardrail = useRegisterGuardrail();
 
-  useEffect(() => {
-    const t = setTimeout(() => setSearchDebounced(search), 300);
-    return () => clearTimeout(t);
-  }, [search]);
-
   const fetchSubmissions = useCallback(async () => {
     if (!accessToken) {
       setIsLoading(false);
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTab.tsx
index 576729d18d3..20c9e805a0d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTab.tsx
@@ -14,11 +14,13 @@ import { useQueryClient } from "@tanstack/react-query";
 import { Grid, TabPanel } from "@tremor/react";
 import { Badge, Button, Select, Skeleton, Space, Typography } from "antd";
 import ModelSettingsModal from "@/components/model_dashboard/ModelSettingsModal/ModelSettingsModal";
-import debounce from "lodash/debounce";
+import { useDebouncedCallback } from "@tanstack/react-pacer/debouncer";
 import { useEffect, useMemo, useState } from "react";
 import { useModelsInfo } from "../../hooks/models/useModels";
 import { transformModelData } from "../utils/modelDataTransformer";
 type ModelViewMode = "all" | "current_team";
+
+const SEARCH_DEBOUNCE_WAIT_MS = 200;
 const { Text } = Typography;
 
 interface AllModelsTabProps {
@@ -59,23 +61,17 @@ const AllModelsTab = ({
   const [sorting, setSorting] = useState<SortingState>([]);
   const [isModelSettingsModalVisible, setIsModelSettingsModalVisible] = useState(false);
 
-  // Debounce search input
-  const debouncedUpdateSearch = useMemo(
-    () =>
-      debounce((value: string) => {
-        setDebouncedSearch(value);
-        // Reset to page 1 when search changes
-        setCurrentPage(1);
-        setPagination((prev: PaginationState) => ({ ...prev, pageIndex: 0 }));
-      }, 200),
-    [],
+  const debouncedUpdateSearch = useDebouncedCallback(
+    (value: string) => {
+      setDebouncedSearch(value);
+      setCurrentPage(1);
+      setPagination((prev: PaginationState) => ({ ...prev, pageIndex: 0 }));
+    },
+    { wait: SEARCH_DEBOUNCE_WAIT_MS },
   );
 
   useEffect(() => {
     debouncedUpdateSearch(modelNameSearch);
-    return () => {
-      debouncedUpdateSearch.cancel();
-    };
   }, [modelNameSearch, debouncedUpdateSearch]);
 
   // Determine teamId to pass to the query - only pass if not "personal"
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
index 5133fafb4a7..d8f927b9a63 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
@@ -77,6 +77,7 @@ import { A2ATaskMetadata, MessageType } from "@/components/chat_ui/types";
 import { useCodeInterpreter } from "../../hooks/useCodeInterpreter";
 import { useChatHistory } from "../../hooks/useChatHistory";
 import { getSecureItem, setSecureItem } from "@/utils/secureStorage";
+import { useDebouncedCallback } from "@tanstack/react-pacer/debouncer";
 
 const { TextArea } = Input;
 const { Dragger } = Upload;
@@ -99,6 +100,8 @@ interface ChatUIProps {
 
 const MCP_SUPPORTED_ENDPOINTS = new Set<EndpointType>([EndpointType.CHAT, EndpointType.RESPONSES, EndpointType.MCP]);
 
+const CUSTOM_MODEL_DEBOUNCE_WAIT_MS = 500;
+
 const ChatUI: React.FC<ChatUIProps> = ({
   accessToken,
   token,
@@ -185,7 +188,9 @@ const ChatUI: React.FC<ChatUIProps> = ({
   const [modelInfo, setModelInfo] = useState<ModelGroup[]>([]);
   const [agentInfo, setAgentInfo] = useState<Agent[]>([]);
   const [selectedAgent, setSelectedAgent] = useState<string | undefined>(undefined);
-  const customModelTimeout = useRef<NodeJS.Timeout | null>(null);
+  const debouncedSetSelectedModel = useDebouncedCallback((value: string) => setSelectedModel(value), {
+    wait: CUSTOM_MODEL_DEBOUNCE_WAIT_MS,
+  });
   const [endpointType, setEndpointType] = useState<string>(
     () => sessionStorage.getItem("endpointType") || EndpointType.CHAT,
   );
@@ -1255,16 +1260,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
                       <TextInput
                         className="mt-2"
                         placeholder="Enter custom model name"
-                        onValueChange={(value) => {
-                          // Using setTimeout to create a simple debounce effect
-                          if (customModelTimeout.current) {
-                            clearTimeout(customModelTimeout.current);
-                          }
-
-                          customModelTimeout.current = setTimeout(() => {
-                            setSelectedModel(value);
-                          }, 500); // 500ms delay after typing stops
-                        }}
+                        onValueChange={debouncedSetSelectedModel}
                       />
                     )}
                   </div>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/CompareUI.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/CompareUI.tsx
index 65157206f21..3b396924aba 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/CompareUI.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/CompareUI.tsx
@@ -1,7 +1,9 @@
 "use client";
 
 import NotificationsManager from "@/components/molecules/notifications_manager";
+import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants";
 import { ClearOutlined, DeleteOutlined, FilePdfOutlined, PlusOutlined } from "@ant-design/icons";
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
 import { Button, Input, Select, Tooltip } from "antd";
 import { useEffect, useMemo, useState } from "react";
 import { v4 as uuidv4 } from "uuid";
@@ -105,14 +107,8 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     disabledPersonalKeyCreation ? "custom" : "session",
   );
   const [customApiKey, setCustomApiKey] = useState("");
-  const [debouncedCustomApiKey, setDebouncedCustomApiKey] = useState("");
+  const [debouncedCustomApiKey] = useDebouncedValue(customApiKey, { wait: DEBOUNCE_WAIT_MS });
   const [customProxyBaseUrl] = useState<string>(() => sessionStorage.getItem("customProxyBaseUrl") || "");
-  useEffect(() => {
-    const timer = setTimeout(() => {
-      setDebouncedCustomApiKey(customApiKey);
-    }, 300);
-    return () => clearTimeout(timer);
-  }, [customApiKey]);
   useEffect(() => {
     return () => {
       if (uploadedFilePreviewUrl) {