diff --git a/src/cliproxy/stats-fetcher.ts b/src/cliproxy/stats-fetcher.ts
index 2002151a..aaf00058 100644
--- a/src/cliproxy/stats-fetcher.ts
+++ b/src/cliproxy/stats-fetcher.ts
@@ -7,10 +7,28 @@
 
 import { CCS_CONTROL_PANEL_SECRET, CLIPROXY_DEFAULT_PORT } from './config-generator';
 
+/** Per-account usage statistics */
+export interface AccountUsageStats {
+  /** Account email or identifier */
+  source: string;
+  /** Number of successful requests */
+  successCount: number;
+  /** Number of failed requests */
+  failureCount: number;
+  /** Total tokens used */
+  totalTokens: number;
+  /** Last request timestamp */
+  lastUsedAt?: string;
+}
+
 /** Usage statistics from CLIProxyAPI */
 export interface CliproxyStats {
   /** Total number of requests processed */
   totalRequests: number;
+  /** Total successful requests */
+  successCount: number;
+  /** Total failed requests */
+  failureCount: number;
   /** Token counts */
   tokens: {
     input: number;
@@ -21,6 +39,8 @@ export interface CliproxyStats {
   requestsByModel: Record<string, number>;
   /** Requests grouped by provider */
   requestsByProvider: Record<string, number>;
+  /** Per-account usage breakdown */
+  accountStats: Record<string, AccountUsageStats>;
   /** Number of quota exceeded (429) events */
   quotaExceededCount: number;
   /** Number of request retries */
@@ -29,6 +49,21 @@ export interface CliproxyStats {
   collectedAt: string;
 }
 
+/** Request detail from CLIProxyAPI */
+interface RequestDetail {
+  timestamp: string;
+  source: string;
+  auth_index: number;
+  tokens: {
+    input_tokens: number;
+    output_tokens: number;
+    reasoning_tokens: number;
+    cached_tokens: number;
+    total_tokens: number;
+  };
+  failed: boolean;
+}
+
 /** Usage API response from CLIProxyAPI /v0/management/usage endpoint */
 interface UsageApiResponse {
   failed_requests?: number;
@@ -47,6 +82,7 @@ interface UsageApiResponse {
           {
             total_requests?: number;
             total_tokens?: number;
+            details?: RequestDetail[];
           }
         >;
       }
@@ -83,9 +119,14 @@ export async function fetchCliproxyStats(
     const data = (await response.json()) as UsageApiResponse;
     const usage = data.usage;
 
-    // Extract models and providers from the nested API structure
+    // Extract models, providers, and per-account stats from the nested API structure
     const requestsByModel: Record<string, number> = {};
     const requestsByProvider: Record<string, number> = {};
+    const accountStats: Record<string, AccountUsageStats> = {};
+    let totalSuccessCount = 0;
+    let totalFailureCount = 0;
+    let totalInputTokens = 0;
+    let totalOutputTokens = 0;
 
     if (usage?.apis) {
       for (const [provider, providerData] of Object.entries(usage.apis)) {
@@ -93,6 +134,40 @@ export async function fetchCliproxyStats(
         if (providerData.models) {
           for (const [model, modelData] of Object.entries(providerData.models)) {
             requestsByModel[model] = modelData.total_requests ?? 0;
+
+            // Aggregate per-account stats from request details
+            if (modelData.details) {
+              for (const detail of modelData.details) {
+                const source = detail.source || 'unknown';
+
+                // Initialize account stats if not exists
+                if (!accountStats[source]) {
+                  accountStats[source] = {
+                    source,
+                    successCount: 0,
+                    failureCount: 0,
+                    totalTokens: 0,
+                  };
+                }
+
+                // Update account stats
+                if (detail.failed) {
+                  accountStats[source].failureCount++;
+                  totalFailureCount++;
+                } else {
+                  accountStats[source].successCount++;
+                  totalSuccessCount++;
+                }
+
+                const tokens = detail.tokens?.total_tokens ?? 0;
+                accountStats[source].totalTokens += tokens;
+                accountStats[source].lastUsedAt = detail.timestamp;
+
+                // Aggregate token breakdowns
+                totalInputTokens += detail.tokens?.input_tokens ?? 0;
+                totalOutputTokens += detail.tokens?.output_tokens ?? 0;
+              }
+            }
           }
         }
       }
@@ -101,13 +176,16 @@ export async function fetchCliproxyStats(
     // Normalize the response to our interface
     return {
       totalRequests: usage?.total_requests ?? 0,
+      successCount: totalSuccessCount,
+      failureCount: totalFailureCount,
       tokens: {
-        input: 0, // API doesn't provide input/output breakdown
-        output: 0,
+        input: totalInputTokens,
+        output: totalOutputTokens,
         total: usage?.total_tokens ?? 0,
       },
       requestsByModel,
       requestsByProvider,
+      accountStats,
       quotaExceededCount: usage?.failure_count ?? data.failed_requests ?? 0,
       retryCount: 0, // API doesn't track retries separately
       collectedAt: new Date().toISOString(),
diff --git a/ui/src/components/account-flow-viz.tsx b/ui/src/components/account-flow-viz.tsx
index 3951dd40..f12fb059 100644
--- a/ui/src/components/account-flow-viz.tsx
+++ b/ui/src/components/account-flow-viz.tsx
@@ -41,34 +41,25 @@ interface ConnectionEvent {
   latencyMs?: number;
 }
 
-/** Generate mock connection events based on account data */
+/** Generate connection events from real account data */
 function generateConnectionEvents(accounts: AccountData[]): ConnectionEvent[] {
   const events: ConnectionEvent[] = [];
-  const now = new Date();
 
   accounts.forEach((account) => {
-    // Generate events based on success/failure counts
-    const successEvents = Math.min(account.successCount, 3);
-    const failEvents = Math.min(account.failureCount, 2);
+    // Only show events for accounts that have actual request data
+    const hasActivity = account.successCount > 0 || account.failureCount > 0;
+    if (!hasActivity) return;
 
-    for (let i = 0; i < successEvents; i++) {
-      events.push({
-        id: `${account.id}-s-${i}`,
-        timestamp: new Date(now.getTime() - Math.random() * 3600000), // Last hour
-        accountEmail: account.email,
-        status: 'success',
-        latencyMs: Math.floor(Math.random() * 500) + 50,
-      });
-    }
+    // Create a single consolidated event per account showing its current status
+    const lastUsed = account.lastUsedAt ? new Date(account.lastUsedAt) : new Date();
+    const hasFailures = account.failureCount > 0;
 
-    for (let i = 0; i < failEvents; i++) {
-      events.push({
-        id: `${account.id}-f-${i}`,
-        timestamp: new Date(now.getTime() - Math.random() * 7200000), // Last 2 hours
-        accountEmail: account.email,
-        status: 'failed',
-      });
-    }
+    events.push({
+      id: `${account.id}-status`,
+      timestamp: lastUsed,
+      accountEmail: account.email,
+      status: hasFailures && account.failureCount > account.successCount ? 'failed' : 'success',
+    });
   });
 
   // Sort by timestamp descending (most recent first)
diff --git a/ui/src/components/auth-monitor.tsx b/ui/src/components/auth-monitor.tsx
index 26d83769..ae17e7c7 100644
--- a/ui/src/components/auth-monitor.tsx
+++ b/ui/src/components/auth-monitor.tsx
@@ -6,6 +6,7 @@
 
 import { useState, useMemo } from 'react';
 import { useCliproxyAuth } from '@/hooks/use-cliproxy';
+import { useCliproxyStats, type AccountUsageStats } from '@/hooks/use-cliproxy-stats';
 import { cn, STATUS_COLORS } from '@/lib/utils';
 import { getProviderDisplayName, PROVIDER_COLORS } from '@/lib/provider-config';
 import { Skeleton } from '@/components/ui/skeleton';
@@ -63,9 +64,16 @@ const ACCOUNT_COLORS = [
 
 export function AuthMonitor() {
   const { data, isLoading, error } = useCliproxyAuth();
+  const { data: statsData, isLoading: statsLoading } = useCliproxyStats();
   const [selectedProvider, setSelectedProvider] = useState<string | null>(null);
   const [hoveredProvider, setHoveredProvider] = useState<string | null>(null);
 
+  // Build a map of account email -> usage stats from CLIProxy
+  const accountStatsMap = useMemo(() => {
+    if (!statsData?.accountStats) return new Map<string, AccountUsageStats>();
+    return new Map(Object.entries(statsData.accountStats));
+  }, [statsData?.accountStats]);
+
   // Transform auth status data into account rows
   const { accounts, totalSuccess, totalFailure, totalRequests, providerStats } = useMemo(() => {
     if (!data?.authStatus) {
@@ -96,9 +104,11 @@ export function AuthMonitor() {
       if (!providerData) return;
 
       status.accounts?.forEach((account: OAuthAccount) => {
-        // Mock stats - in production, fetch from CLIProxy /usage endpoint
-        const success = Math.floor(Math.random() * 2000) + 100;
-        const failure = account.isDefault ? Math.floor(Math.random() * 50) : 0;
+        // Get real stats from CLIProxy - try email first, then id
+        const accountEmail = account.email || account.id;
+        const realStats = accountStatsMap.get(accountEmail);
+        const success = realStats?.successCount ?? 0;
+        const failure = realStats?.failureCount ?? 0;
         tSuccess += success;
         tFailure += failure;
         providerData.success += success;
@@ -112,7 +122,7 @@ export function AuthMonitor() {
           isDefault: account.isDefault,
           successCount: success,
           failureCount: failure,
-          lastUsedAt: account.lastUsedAt,
+          lastUsedAt: realStats?.lastUsedAt ?? account.lastUsedAt,
           color: ACCOUNT_COLORS[colorIndex % ACCOUNT_COLORS.length],
         };
         accountsList.push(row);
@@ -144,7 +154,7 @@ export function AuthMonitor() {
       totalRequests: tSuccess + tFailure,
       providerStats: providerStatsArr,
     };
-  }, [data?.authStatus]);
+  }, [data?.authStatus, accountStatsMap]);
 
   const overallSuccessRate =
     totalRequests > 0 ? Math.round((totalSuccess / totalRequests) * 100) : 100;
@@ -154,7 +164,7 @@ export function AuthMonitor() {
     ? providerStats.find((ps) => ps.provider === selectedProvider)
     : null;
 
-  if (isLoading) {
+  if (isLoading || statsLoading) {
     return (
       <div className="rounded-xl border border-border overflow-hidden font-mono text-[13px] bg-card/50 dark:bg-zinc-900/60 backdrop-blur-sm">
         <div className="flex items-center justify-between px-4 py-3 border-b border-border">
diff --git a/ui/src/components/profile-deck.tsx b/ui/src/components/profile-deck.tsx
index 20523469..4a3255b0 100644
--- a/ui/src/components/profile-deck.tsx
+++ b/ui/src/components/profile-deck.tsx
@@ -31,20 +31,17 @@ export function ProfileDeck() {
     );
   }
 
-  // Mock data for demonstration
-  const mockProfiles = profiles.map((profile, index: number) => ({
+  // Use real profile data directly
+  const normalizedProfiles = profiles.map((profile) => ({
     ...profile,
     configured: profile.configured ?? false, // Ensure configured is always boolean
-    isActive: index === 0, // First profile is active
-    lastUsed: index === 0 ? '2 hours ago' : index === 1 ? '1 day ago' : undefined,
-    model: index === 0 ? 'claude-3.5-sonnet' : index === 1 ? 'claude-3-haiku' : undefined,
   }));
 
   return (
     <div className="space-y-4">
       <h2 className="text-lg font-semibold">Profiles</h2>
       <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
-        {mockProfiles.map((profile) => (
+        {normalizedProfiles.map((profile) => (
           <ProfileCard
             key={profile.name}
             profile={profile}
diff --git a/ui/src/hooks/use-cliproxy-stats.ts b/ui/src/hooks/use-cliproxy-stats.ts
index 89f461a0..d930277d 100644
--- a/ui/src/hooks/use-cliproxy-stats.ts
+++ b/ui/src/hooks/use-cliproxy-stats.ts
@@ -4,9 +4,25 @@
 
 import { useQuery } from '@tanstack/react-query';
 
+/** Per-account usage statistics */
+export interface AccountUsageStats {
+  /** Account email or identifier */
+  source: string;
+  /** Number of successful requests */
+  successCount: number;
+  /** Number of failed requests */
+  failureCount: number;
+  /** Total tokens used */
+  totalTokens: number;
+  /** Last request timestamp */
+  lastUsedAt?: string;
+}
+
 /** CLIProxy usage statistics */
 export interface CliproxyStats {
   totalRequests: number;
+  successCount: number;
+  failureCount: number;
   tokens: {
     input: number;
     output: number;
@@ -14,6 +30,8 @@ export interface CliproxyStats {
   };
   requestsByModel: Record<string, number>;
   requestsByProvider: Record<string, number>;
+  /** Per-account usage breakdown */
+  accountStats: Record<string, AccountUsageStats>;
   quotaExceededCount: number;
   retryCount: number;
   collectedAt: string;