From b9c3c47a37b6ebb502bdeaf932557d5f97e539a6 Mon Sep 17 00:00:00 2001
From: Benjamin Admin <benjaminadmin@MacBookPro.fritz.box>
Date: Thu, 5 Mar 2026 17:34:54 +0100
Subject: [PATCH] refactor: LLM Compare komplett entfernt, Video/Voice/Alerts
 Sidebar hinzugefuegt

- LLM Compare Seiten, Configs und alle Referenzen geloescht
- Kommunikation-Kategorie in Sidebar mit Video & Chat, Voice Service, Alerts
- Compliance SDK Kategorie aus Sidebar entfernt

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 admin-lehrer/app/(admin)/ai/gpu/page.tsx      |   1 -
 .../app/(admin)/ai/llm-compare/page.tsx       | 503 ------------
 .../app/(admin)/ai/ocr-compare/page.tsx       |   1 -
 .../app/(admin)/ai/test-quality/page.tsx      |   1 -
 .../app/(admin)/communication/matrix/page.tsx |   1 -
 admin-lehrer/app/(admin)/development/page.tsx |   1 -
 .../(admin)/development/screen-flow/page.tsx  |   3 -
 .../app/(admin)/infrastructure/gpu/page.tsx   |   1 -
 admin-lehrer/app/(admin)/rbac/page.tsx        |   1 -
 admin-lehrer/components/ai/AIToolsSidebar.tsx |  31 +-
 admin-lehrer/lib/module-registry.ts           |  22 -
 admin-lehrer/lib/navigation.ts                |  10 -
 admin-lehrer/types/ai-modules.ts              |  27 -
 website/app/admin/llm-compare/page.tsx        | 761 ------------------
 website/app/admin/llm-compare/wizard/page.tsx | 342 --------
 website/app/admin/screen-flow/page.tsx        |   3 -
 website/components/admin/AdminLayout.tsx      |  10 -
 .../admin/system-info-configs/index.ts        |   3 -
 .../system-info-configs/llm-compare-config.ts | 164 ----
 19 files changed, 1 insertion(+), 1885 deletions(-)
 delete mode 100644 admin-lehrer/app/(admin)/ai/llm-compare/page.tsx
 delete mode 100644 website/app/admin/llm-compare/page.tsx
 delete mode 100644 website/app/admin/llm-compare/wizard/page.tsx
 delete mode 100644 website/components/admin/system-info-configs/llm-compare-config.ts

diff --git a/admin-lehrer/app/(admin)/ai/gpu/page.tsx b/admin-lehrer/app/(admin)/ai/gpu/page.tsx
index d77f507..f77a5a7 100644
--- a/admin-lehrer/app/(admin)/ai/gpu/page.tsx
+++ b/admin-lehrer/app/(admin)/ai/gpu/page.tsx
@@ -179,7 +179,6 @@ export default function GPUInfrastructurePage() {
           databases: ['PostgreSQL (Logs)'],
         }}
         relatedPages={[
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider testen' },
           { name: 'Test Quality (BQAS)', href: '/ai/test-quality', description: 'Golden Suite & Tests' },
           { name: 'Magic Help', href: '/ai/magic-help', description: 'TrOCR Testing' },
         ]}
diff --git a/admin-lehrer/app/(admin)/ai/llm-compare/page.tsx b/admin-lehrer/app/(admin)/ai/llm-compare/page.tsx
deleted file mode 100644
index 162fb53..0000000
--- a/admin-lehrer/app/(admin)/ai/llm-compare/page.tsx
+++ /dev/null
@@ -1,503 +0,0 @@
-'use client'
-
-/**
- * LLM Comparison Tool
- *
- * Vergleicht Antworten von verschiedenen LLM-Providern:
- * - OpenAI/ChatGPT
- * - Claude
- * - Self-hosted + Tavily
- * - Self-hosted + EduSearch
- */
-
-import { useState, useEffect, useCallback } from 'react'
-import { PagePurpose } from '@/components/common/PagePurpose'
-import { AIToolsSidebarResponsive } from '@/components/ai/AIToolsSidebar'
-
-interface LLMResponse {
-  provider: string
-  model: string
-  response: string
-  latency_ms: number
-  tokens_used?: number
-  search_results?: Array<{
-    title: string
-    url: string
-    content: string
-    score?: number
-  }>
-  error?: string
-  timestamp: string
-}
-
-interface ComparisonResult {
-  comparison_id: string
-  prompt: string
-  system_prompt?: string
-  responses: LLMResponse[]
-  created_at: string
-}
-
-const providerColors: Record<string, { bg: string; border: string; text: string }> = {
-  openai: { bg: 'bg-emerald-50', border: 'border-emerald-300', text: 'text-emerald-700' },
-  claude: { bg: 'bg-orange-50', border: 'border-orange-300', text: 'text-orange-700' },
-  selfhosted_tavily: { bg: 'bg-blue-50', border: 'border-blue-300', text: 'text-blue-700' },
-  selfhosted_edusearch: { bg: 'bg-purple-50', border: 'border-purple-300', text: 'text-purple-700' },
-}
-
-const providerLabels: Record<string, string> = {
-  openai: 'OpenAI GPT-4o-mini',
-  claude: 'Claude 3.5 Sonnet',
-  selfhosted_tavily: 'Self-hosted + Tavily',
-  selfhosted_edusearch: 'Self-hosted + EduSearch',
-}
-
-export default function LLMComparePage() {
-  // State
-  const [prompt, setPrompt] = useState('')
-  const [systemPrompt, setSystemPrompt] = useState('Du bist ein hilfreicher Assistent fuer Lehrkraefte in Deutschland.')
-
-  // Provider toggles
-  const [enableOpenAI, setEnableOpenAI] = useState(true)
-  const [enableClaude, setEnableClaude] = useState(true)
-  const [enableTavily, setEnableTavily] = useState(true)
-  const [enableEduSearch, setEnableEduSearch] = useState(true)
-
-  // Parameters
-  const [model, setModel] = useState('llama3.2:3b')
-  const [temperature, setTemperature] = useState(0.7)
-  const [maxTokens, setMaxTokens] = useState(2048)
-
-  // Results
-  const [isLoading, setIsLoading] = useState(false)
-  const [result, setResult] = useState<ComparisonResult | null>(null)
-  const [history, setHistory] = useState<ComparisonResult[]>([])
-  const [error, setError] = useState<string | null>(null)
-
-  // UI State
-  const [showSettings, setShowSettings] = useState(false)
-  const [showHistory, setShowHistory] = useState(false)
-
-  // API Base URL
-  const API_URL = process.env.NEXT_PUBLIC_LLM_GATEWAY_URL || 'http://localhost:8082'
-  const API_KEY = process.env.NEXT_PUBLIC_LLM_API_KEY || 'dev-key'
-
-  // Load history
-  const loadHistory = useCallback(async () => {
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/history?limit=20`, {
-        headers: { Authorization: `Bearer ${API_KEY}` },
-      })
-      if (response.ok) {
-        const data = await response.json()
-        setHistory(data.comparisons || [])
-      }
-    } catch (e) {
-      console.error('Failed to load history:', e)
-    }
-  }, [API_URL, API_KEY])
-
-  useEffect(() => {
-    loadHistory()
-  }, [loadHistory])
-
-  const runComparison = async () => {
-    if (!prompt.trim()) {
-      setError('Bitte geben Sie einen Prompt ein')
-      return
-    }
-
-    setIsLoading(true)
-    setError(null)
-    setResult(null)
-
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/run`, {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/json',
-          Authorization: `Bearer ${API_KEY}`,
-        },
-        body: JSON.stringify({
-          prompt,
-          system_prompt: systemPrompt || undefined,
-          enable_openai: enableOpenAI,
-          enable_claude: enableClaude,
-          enable_selfhosted_tavily: enableTavily,
-          enable_selfhosted_edusearch: enableEduSearch,
-          selfhosted_model: model,
-          temperature,
-          max_tokens: maxTokens,
-        }),
-      })
-
-      if (!response.ok) {
-        throw new Error(`API Error: ${response.status}`)
-      }
-
-      const data = await response.json()
-      setResult(data)
-      loadHistory()
-    } catch (e) {
-      setError(e instanceof Error ? e.message : 'Unbekannter Fehler')
-    } finally {
-      setIsLoading(false)
-    }
-  }
-
-  const ResponseCard = ({ response }: { response: LLMResponse }) => {
-    const colors = providerColors[response.provider] || {
-      bg: 'bg-slate-50',
-      border: 'border-slate-300',
-      text: 'text-slate-700',
-    }
-    const label = providerLabels[response.provider] || response.provider
-
-    return (
-      <div className={`rounded-xl border-2 ${colors.border} ${colors.bg} overflow-hidden`}>
-        <div className={`px-4 py-3 border-b ${colors.border} flex items-center justify-between`}>
-          <div>
-            <h3 className={`font-semibold ${colors.text}`}>{label}</h3>
-            <p className="text-xs text-slate-500">{response.model}</p>
-          </div>
-          <div className="text-right text-xs text-slate-500">
-            <div>{response.latency_ms}ms</div>
-            {response.tokens_used && <div>{response.tokens_used} tokens</div>}
-          </div>
-        </div>
-
-        <div className="p-4">
-          {response.error ? (
-            <div className="text-red-600 text-sm">
-              <strong>Fehler:</strong> {response.error}
-            </div>
-          ) : (
-            <pre className="whitespace-pre-wrap text-sm text-slate-700 font-sans">
-              {response.response}
-            </pre>
-          )}
-        </div>
-
-        {response.search_results && response.search_results.length > 0 && (
-          <div className="px-4 pb-4">
-            <details className="text-xs">
-              <summary className="cursor-pointer text-slate-500 hover:text-slate-700">
-                {response.search_results.length} Suchergebnisse anzeigen
-              </summary>
-              <ul className="mt-2 space-y-2">
-                {response.search_results.map((sr, idx) => (
-                  <li key={idx} className="bg-white rounded p-2 border border-slate-200">
-                    <a
-                      href={sr.url}
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="text-blue-600 hover:underline font-medium"
-                    >
-                      {sr.title || 'Untitled'}
-                    </a>
-                    <p className="text-slate-500 truncate">{sr.content}</p>
-                  </li>
-                ))}
-              </ul>
-            </details>
-          </div>
-        )}
-      </div>
-    )
-  }
-
-  return (
-    <div>
-      {/* Page Purpose */}
-      <PagePurpose
-        title="LLM Vergleich"
-        purpose="Vergleichen Sie Antworten verschiedener KI-Provider (OpenAI, Claude, Self-hosted) fuer Qualitaetssicherung. Optimieren Sie Parameter und System Prompts fuer beste Ergebnisse. Standalone-Werkzeug ohne direkten Datenfluss zur KI-Pipeline."
-        audience={['Entwickler', 'Data Scientists', 'QA']}
-        architecture={{
-          services: ['llm-gateway (Python)', 'Ollama', 'OpenAI API', 'Claude API'],
-          databases: ['PostgreSQL (History)', 'Qdrant (RAG)'],
-        }}
-        relatedPages={[
-          { name: 'Test Quality (BQAS)', href: '/ai/test-quality', description: 'Golden Suite & Synthetic Tests' },
-          { name: 'GPU Infrastruktur', href: '/ai/gpu', description: 'GPU-Ressourcen verwalten' },
-          { name: 'Agent Management', href: '/ai/agents', description: 'Multi-Agent System' },
-        ]}
-        collapsible={true}
-        defaultCollapsed={true}
-      />
-
-      {/* KI-Werkzeuge Sidebar */}
-      <AIToolsSidebarResponsive currentTool="llm-compare" />
-
-      <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-        {/* Left Column: Input & Settings */}
-        <div className="lg:col-span-1 space-y-4">
-          {/* Prompt Input */}
-          <div className="bg-white rounded-xl border border-slate-200 p-4">
-            <h2 className="font-semibold text-slate-900 mb-3">Prompt</h2>
-
-            {/* System Prompt */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">System Prompt</label>
-              <textarea
-                value={systemPrompt}
-                onChange={(e) => setSystemPrompt(e.target.value)}
-                rows={3}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="System Prompt (optional)"
-              />
-            </div>
-
-            {/* User Prompt */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">User Prompt</label>
-              <textarea
-                value={prompt}
-                onChange={(e) => setPrompt(e.target.value)}
-                rows={4}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="z.B.: Erstelle ein Arbeitsblatt zum Thema Bruchrechnung fuer Klasse 6..."
-              />
-            </div>
-
-            {/* Provider Toggles */}
-            <div className="mb-4">
-              <label className="block text-sm text-slate-600 mb-2">Provider</label>
-              <div className="grid grid-cols-2 gap-2">
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableOpenAI}
-                    onChange={(e) => setEnableOpenAI(e.target.checked)}
-                    className="rounded"
-                  />
-                  OpenAI
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableClaude}
-                    onChange={(e) => setEnableClaude(e.target.checked)}
-                    className="rounded"
-                  />
-                  Claude
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableTavily}
-                    onChange={(e) => setEnableTavily(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + Tavily
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableEduSearch}
-                    onChange={(e) => setEnableEduSearch(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + EduSearch
-                </label>
-              </div>
-            </div>
-
-            {/* Run Button */}
-            <button
-              onClick={runComparison}
-              disabled={isLoading || !prompt.trim()}
-              className="w-full py-3 bg-teal-600 text-white rounded-lg font-medium hover:bg-teal-700 disabled:opacity-50 disabled:cursor-not-allowed"
-            >
-              {isLoading ? (
-                <span className="flex items-center justify-center gap-2">
-                  <svg className="animate-spin w-5 h-5" fill="none" viewBox="0 0 24 24">
-                    <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4" />
-                    <path className="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4z" />
-                  </svg>
-                  Vergleiche...
-                </span>
-              ) : (
-                'Vergleich starten'
-              )}
-            </button>
-
-            {error && (
-              <div className="mt-3 p-3 bg-red-50 border border-red-200 rounded-lg text-red-700 text-sm">
-                {error}
-              </div>
-            )}
-          </div>
-
-          {/* Settings Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowSettings(!showSettings)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">Parameter</span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showSettings ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showSettings && (
-              <div className="p-4 border-t border-slate-200 space-y-4">
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Self-hosted Modell</label>
-                  <select
-                    value={model}
-                    onChange={(e) => setModel(e.target.value)}
-                    className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm"
-                  >
-                    <option value="llama3.2:3b">Llama 3.2 3B</option>
-                    <option value="llama3.1:8b">Llama 3.1 8B</option>
-                    <option value="mistral:7b">Mistral 7B</option>
-                    <option value="qwen2.5:7b">Qwen 2.5 7B</option>
-                  </select>
-                </div>
-
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">
-                    Temperature: {temperature.toFixed(2)}
-                  </label>
-                  <input
-                    type="range"
-                    min="0"
-                    max="2"
-                    step="0.1"
-                    value={temperature}
-                    onChange={(e) => setTemperature(parseFloat(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Max Tokens: {maxTokens}</label>
-                  <input
-                    type="range"
-                    min="256"
-                    max="4096"
-                    step="256"
-                    value={maxTokens}
-                    onChange={(e) => setMaxTokens(parseInt(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-              </div>
-            )}
-          </div>
-
-          {/* History Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowHistory(!showHistory)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">Verlauf ({history.length})</span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showHistory ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showHistory && history.length > 0 && (
-              <div className="border-t border-slate-200 max-h-64 overflow-y-auto">
-                {history.map((h) => (
-                  <button
-                    key={h.comparison_id}
-                    onClick={() => {
-                      setResult(h)
-                      setPrompt(h.prompt)
-                      if (h.system_prompt) setSystemPrompt(h.system_prompt)
-                    }}
-                    className="w-full px-4 py-2 text-left hover:bg-slate-50 border-b border-slate-100 last:border-0"
-                  >
-                    <div className="text-sm text-slate-700 truncate">{h.prompt}</div>
-                    <div className="text-xs text-slate-400">
-                      {new Date(h.created_at).toLocaleString('de-DE')}
-                    </div>
-                  </button>
-                ))}
-              </div>
-            )}
-          </div>
-        </div>
-
-        {/* Right Column: Results */}
-        <div className="lg:col-span-2">
-          {result ? (
-            <div className="space-y-4">
-              <div className="bg-white rounded-xl border border-slate-200 p-4">
-                <div className="flex items-center justify-between">
-                  <div>
-                    <h2 className="font-semibold text-slate-900">Ergebnisse</h2>
-                    <p className="text-sm text-slate-500">ID: {result.comparison_id}</p>
-                  </div>
-                  <div className="text-sm text-slate-500">
-                    {new Date(result.created_at).toLocaleString('de-DE')}
-                  </div>
-                </div>
-                <div className="mt-2 p-3 bg-slate-50 rounded-lg">
-                  <p className="text-sm text-slate-700">{result.prompt}</p>
-                </div>
-              </div>
-
-              <div className="grid grid-cols-1 xl:grid-cols-2 gap-4">
-                {result.responses.map((response, idx) => (
-                  <ResponseCard key={`${response.provider}-${idx}`} response={response} />
-                ))}
-              </div>
-            </div>
-          ) : (
-            <div className="bg-white rounded-xl border border-slate-200 p-12 text-center">
-              <svg
-                className="w-16 h-16 mx-auto text-slate-300 mb-4"
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path
-                  strokeLinecap="round"
-                  strokeLinejoin="round"
-                  strokeWidth={1.5}
-                  d="M9 3v2m6-2v2M9 19v2m6-2v2M5 9H3m2 6H3m18-6h-2m2 6h-2M7 19h10a2 2 0 002-2V7a2 2 0 00-2-2H7a2 2 0 00-2 2v10a2 2 0 002 2zM9 9h6v6H9V9z"
-                />
-              </svg>
-              <h3 className="text-lg font-medium text-slate-700 mb-2">LLM-Vergleich starten</h3>
-              <p className="text-slate-500 max-w-md mx-auto">
-                Geben Sie einen Prompt ein und klicken Sie auf &quot;Vergleich starten&quot;, um
-                die Antworten verschiedener LLM-Provider zu vergleichen.
-              </p>
-            </div>
-          )}
-        </div>
-      </div>
-
-      {/* Info Box */}
-      <div className="mt-8 bg-teal-50 border border-teal-200 rounded-xl p-6">
-        <div className="flex items-start gap-4">
-          <svg className="w-6 h-6 text-teal-600 flex-shrink-0 mt-0.5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-            <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z" />
-          </svg>
-          <div>
-            <h3 className="font-semibold text-teal-900">Qualitaetssicherung</h3>
-            <p className="text-sm text-teal-800 mt-1">
-              Dieses Tool dient zur Qualitaetssicherung der KI-Antworten. Vergleichen Sie verschiedene Provider,
-              um die optimalen Parameter und System Prompts zu finden. Die Ergebnisse werden fuer Audits gespeichert.
-            </p>
-          </div>
-        </div>
-      </div>
-    </div>
-  )
-}
diff --git a/admin-lehrer/app/(admin)/ai/ocr-compare/page.tsx b/admin-lehrer/app/(admin)/ai/ocr-compare/page.tsx
index d6fd961..3828bd5 100644
--- a/admin-lehrer/app/(admin)/ai/ocr-compare/page.tsx
+++ b/admin-lehrer/app/(admin)/ai/ocr-compare/page.tsx
@@ -685,7 +685,6 @@ export default function OCRComparePage() {
           databases: ['PostgreSQL (Sessions)'],
         }}
         relatedPages={[
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider vergleichen' },
           { name: 'OCR-Labeling', href: '/ai/ocr-labeling', description: 'Ground Truth erstellen' },
         ]}
         collapsible={true}
diff --git a/admin-lehrer/app/(admin)/ai/test-quality/page.tsx b/admin-lehrer/app/(admin)/ai/test-quality/page.tsx
index a0e305e..9c9eaf9 100644
--- a/admin-lehrer/app/(admin)/ai/test-quality/page.tsx
+++ b/admin-lehrer/app/(admin)/ai/test-quality/page.tsx
@@ -1430,7 +1430,6 @@ export default function TestQualityPage() {
           databases: ['Qdrant', 'PostgreSQL'],
         }}
         relatedPages={[
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'Provider-Vergleich' },
           { name: 'GPU Infrastruktur', href: '/ai/gpu', description: 'GPU-Ressourcen verwalten' },
           { name: 'RAG Management', href: '/ai/rag', description: 'Training Data & RAG Pipelines' },
         ]}
diff --git a/admin-lehrer/app/(admin)/communication/matrix/page.tsx b/admin-lehrer/app/(admin)/communication/matrix/page.tsx
index dcd0149..a6286f6 100644
--- a/admin-lehrer/app/(admin)/communication/matrix/page.tsx
+++ b/admin-lehrer/app/(admin)/communication/matrix/page.tsx
@@ -141,7 +141,6 @@ export default function VoiceMatrixPage() {
         }}
         relatedPages={[
           { name: 'Matrix & Jitsi', href: '/communication/matrix', description: 'Kommunikation Monitoring' },
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider vergleichen' },
           { name: 'GPU Infrastruktur', href: '/infrastructure/gpu', description: 'GPU fuer Voice-Service' },
         ]}
         collapsible={true}
diff --git a/admin-lehrer/app/(admin)/development/page.tsx b/admin-lehrer/app/(admin)/development/page.tsx
index 15a4eb1..d843785 100644
--- a/admin-lehrer/app/(admin)/development/page.tsx
+++ b/admin-lehrer/app/(admin)/development/page.tsx
@@ -24,7 +24,6 @@ export default function DevelopmentPage() {
         }}
         relatedPages={[
           { name: 'GPU Infrastruktur', href: '/infrastructure/gpu', description: 'GPU fuer Voice/Game' },
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'LLM fuer Voice/Game' },
         ]}
         collapsible={true}
         defaultCollapsed={false}
diff --git a/admin-lehrer/app/(admin)/development/screen-flow/page.tsx b/admin-lehrer/app/(admin)/development/screen-flow/page.tsx
index 9e8a2a0..731c807 100644
--- a/admin-lehrer/app/(admin)/development/screen-flow/page.tsx
+++ b/admin-lehrer/app/(admin)/development/screen-flow/page.tsx
@@ -149,7 +149,6 @@ const ADMIN_SCREENS: ScreenDefinition[] = [
   { id: 'admin-obligations', name: 'Pflichten', description: 'NIS2, DSGVO, AI Act', category: 'sdk', icon: '⚡', url: '/sdk/obligations' },
 
   // === KI & AUTOMATISIERUNG (Teal #14b8a6) ===
-  { id: 'admin-llm-compare', name: 'LLM Vergleich', description: 'KI-Provider Vergleich', category: 'ai', icon: '🤖', url: '/ai/llm-compare' },
   { id: 'admin-rag', name: 'Daten & RAG', description: 'Training Data & RAG', category: 'ai', icon: '🗄️', url: '/ai/rag' },
   { id: 'admin-ocr-labeling', name: 'OCR-Labeling', description: 'Handschrift-Training', category: 'ai', icon: '✍️', url: '/ai/ocr-labeling' },
   { id: 'admin-magic-help', name: 'Magic Help', description: 'TrOCR Handschrift-OCR', category: 'ai', icon: '🪄', url: '/ai/magic-help' },
@@ -196,7 +195,6 @@ const ADMIN_CONNECTIONS: ConnectionDef[] = [
   { source: 'admin-dashboard', target: 'admin-backlog', label: 'Go-Live' },
   { source: 'admin-dashboard', target: 'admin-compliance-hub', label: 'Compliance' },
   { source: 'admin-onboarding', target: 'admin-consent' },
-  { source: 'admin-onboarding', target: 'admin-llm-compare' },
   { source: 'admin-rbac', target: 'admin-consent' },
 
   // === DSGVO FLOW ===
@@ -224,7 +222,6 @@ const ADMIN_CONNECTIONS: ConnectionDef[] = [
   { source: 'admin-dsms', target: 'admin-compliance-workflow' },
 
   // === KI & AUTOMATISIERUNG FLOW ===
-  { source: 'admin-llm-compare', target: 'admin-rag', label: 'Daten' },
   { source: 'admin-rag', target: 'admin-quality' },
   { source: 'admin-rag', target: 'admin-agents' },
   { source: 'admin-ocr-labeling', target: 'admin-magic-help', label: 'Training' },
diff --git a/admin-lehrer/app/(admin)/infrastructure/gpu/page.tsx b/admin-lehrer/app/(admin)/infrastructure/gpu/page.tsx
index 49bafbd..e88c903 100644
--- a/admin-lehrer/app/(admin)/infrastructure/gpu/page.tsx
+++ b/admin-lehrer/app/(admin)/infrastructure/gpu/page.tsx
@@ -177,7 +177,6 @@ export default function GPUInfrastructurePage() {
           databases: ['PostgreSQL (Logs)'],
         }}
         relatedPages={[
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider testen' },
           { name: 'Security', href: '/infrastructure/security', description: 'DevSecOps Dashboard' },
           { name: 'Builds', href: '/infrastructure/builds', description: 'CI/CD Pipeline' },
         ]}
diff --git a/admin-lehrer/app/(admin)/rbac/page.tsx b/admin-lehrer/app/(admin)/rbac/page.tsx
index b73b5d7..7981930 100644
--- a/admin-lehrer/app/(admin)/rbac/page.tsx
+++ b/admin-lehrer/app/(admin)/rbac/page.tsx
@@ -335,7 +335,6 @@ export default function RBACPage() {
         }}
         relatedPages={[
           { name: 'Audit Trail', href: '/sdk/audit-report', description: 'LLM-Operationen protokollieren' },
-          { name: 'LLM Vergleich', href: '/ai/llm-compare', description: 'KI-Provider testen' },
         ]}
       />
 
diff --git a/admin-lehrer/components/ai/AIToolsSidebar.tsx b/admin-lehrer/components/ai/AIToolsSidebar.tsx
index c2cf61b..a015dba 100644
--- a/admin-lehrer/components/ai/AIToolsSidebar.tsx
+++ b/admin-lehrer/components/ai/AIToolsSidebar.tsx
@@ -14,7 +14,7 @@
 import Link from 'next/link'
 import { useState, useEffect } from 'react'
 
-export type AIToolId = 'llm-compare' | 'test-quality' | 'gpu' | 'ocr-compare' | 'ocr-labeling' | 'rag-pipeline' | 'magic-help'
+export type AIToolId = 'test-quality' | 'gpu' | 'ocr-compare' | 'ocr-labeling' | 'rag-pipeline' | 'magic-help'
 
 export interface AIToolModule {
   id: AIToolId
@@ -25,13 +25,6 @@ export interface AIToolModule {
 }
 
 export const AI_TOOLS_MODULES: AIToolModule[] = [
-  {
-    id: 'llm-compare',
-    name: 'LLM Vergleich',
-    href: '/ai/llm-compare',
-    description: 'KI-Provider vergleichen',
-    icon: '⚖️',
-  },
   {
     id: 'test-quality',
     name: 'Test Quality (BQAS)',
@@ -93,13 +86,6 @@ export interface AIToolsSidebarResponsiveProps extends AIToolsSidebarProps {
 // Icons für die Tools
 const ToolIcon = ({ id }: { id: string }) => {
   switch (id) {
-    case 'llm-compare':
-      return (
-        <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-          <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2}
-            d="M3 6l3 1m0 0l-3 9a5.002 5.002 0 006.001 0M6 7l3 9M6 7l6-2m6 2l3-1m-3 1l-3 9a5.002 5.002 0 006.001 0M18 7l3 9m-3-9l-6-2m0-2v2m0 16V5m0 16H9m3 0h3" />
-        </svg>
-      )
     case 'test-quality':
       return (
         <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
@@ -228,8 +214,6 @@ export function AIToolsSidebar({
               <div className="flex items-center gap-2 text-xs">
                 <span title="GPU Infrastruktur">🖥️</span>
                 <span className="text-slate-400">→</span>
-                <span title="LLM Vergleich">⚖️</span>
-                <span className="text-slate-400">→</span>
                 <span title="Test Quality">🧪</span>
               </div>
             </div>
@@ -241,9 +225,6 @@ export function AIToolsSidebar({
           {/* Quick Info zum aktuellen Tool */}
           <div className="pt-2 border-t border-slate-200 dark:border-gray-700">
             <div className="text-xs text-slate-500 dark:text-slate-400 px-1">
-              {currentTool === 'llm-compare' && (
-                <span>Vergleichen Sie LLM-Antworten verschiedener Provider</span>
-              )}
               {currentTool === 'test-quality' && (
                 <span>Ueberwachen Sie die Qualitaet der KI-Ausgaben</span>
               )}
@@ -387,11 +368,6 @@ export function AIToolsSidebarResponsive({
                     <span className="text-xs text-slate-500 mt-1">GPU</span>
                   </div>
                   <span className="text-slate-400">→</span>
-                  <div className="flex flex-col items-center">
-                    <span className="text-2xl">⚖️</span>
-                    <span className="text-xs text-slate-500 mt-1">LLM</span>
-                  </div>
-                  <span className="text-slate-400">→</span>
                   <div className="flex flex-col items-center">
                     <span className="text-2xl">🧪</span>
                     <span className="text-xs text-slate-500 mt-1">BQAS</span>
@@ -405,11 +381,6 @@ export function AIToolsSidebarResponsive({
               {/* Quick Info */}
               <div className="pt-4 border-t border-slate-200 dark:border-gray-700">
                 <div className="text-sm text-slate-600 dark:text-slate-400 p-3 bg-slate-50 dark:bg-gray-800 rounded-xl">
-                  {currentTool === 'llm-compare' && (
-                    <>
-                      <strong className="text-slate-700 dark:text-slate-300">Aktuell:</strong> LLM-Antworten verschiedener Provider vergleichen
-                    </>
-                  )}
                   {currentTool === 'test-quality' && (
                     <>
                       <strong className="text-slate-700 dark:text-slate-300">Aktuell:</strong> Qualitaet der KI-Ausgaben ueberwachen
diff --git a/admin-lehrer/lib/module-registry.ts b/admin-lehrer/lib/module-registry.ts
index 648ed57..0d18471 100644
--- a/admin-lehrer/lib/module-registry.ts
+++ b/admin-lehrer/lib/module-registry.ts
@@ -234,28 +234,6 @@ export const MODULE_REGISTRY: BackendModule[] = [
     },
     priority: 'high'
   },
-  {
-    id: 'llm-compare',
-    name: 'LLM Vergleich',
-    description: 'Vergleich verschiedener KI-Modelle und Provider',
-    category: 'ai',
-    backend: {
-      service: 'python-backend',
-      port: 8000,
-      basePath: '/api/llm',
-      endpoints: [
-        { path: '/providers', method: 'GET', description: 'Verfuegbare Provider' },
-        { path: '/compare', method: 'POST', description: 'Modelle vergleichen' },
-        { path: '/benchmark', method: 'POST', description: 'Benchmark ausfuehren' },
-      ]
-    },
-    frontend: {
-      adminV2Page: '/ai/llm-compare',
-      oldAdminPage: '/admin/llm-compare',
-      status: 'connected'
-    },
-    priority: 'medium'
-  },
   {
     id: 'magic-help',
     name: 'Magic Help (TrOCR)',
diff --git a/admin-lehrer/lib/navigation.ts b/admin-lehrer/lib/navigation.ts
index 770b14a..5a8641b 100644
--- a/admin-lehrer/lib/navigation.ts
+++ b/admin-lehrer/lib/navigation.ts
@@ -124,16 +124,6 @@ export const navigation: NavCategory[] = [
       // -----------------------------------------------------------------------
       // KI-Werkzeuge: Standalone-Tools fuer Entwicklung & QA
       // -----------------------------------------------------------------------
-      {
-        id: 'llm-compare',
-        name: 'LLM Vergleich',
-        href: '/ai/llm-compare',
-        description: 'KI-Provider Vergleich',
-        purpose: 'Vergleichen Sie verschiedene LLM-Anbieter (Ollama, OpenAI, Anthropic) hinsichtlich Qualitaet, Geschwindigkeit und Kosten. Standalone-Werkzeug fuer Modell-Evaluation.',
-        audience: ['Entwickler', 'Data Scientists'],
-        oldAdminPath: '/admin/llm-compare',
-        subgroup: 'KI-Werkzeuge',
-      },
       {
         id: 'ocr-compare',
         name: 'OCR Vergleich',
diff --git a/admin-lehrer/types/ai-modules.ts b/admin-lehrer/types/ai-modules.ts
index ea6e7b5..c2b7937 100644
--- a/admin-lehrer/types/ai-modules.ts
+++ b/admin-lehrer/types/ai-modules.ts
@@ -119,13 +119,6 @@ export const AI_PIPELINE_MODULES: AIModuleLink[] = [
  * Kein direkter Datenfluss zur Pipeline.
  */
 export const AI_TOOLS_MODULES: AIModuleLink[] = [
-  {
-    id: 'llm-compare',
-    name: 'LLM Vergleich',
-    href: '/ai/llm-compare',
-    description: 'KI-Provider Vergleich & Evaluation',
-    icon: '⚖️',
-  },
   {
     id: 'test-quality',
     name: 'Test Quality (BQAS)',
@@ -212,27 +205,7 @@ export const AI_MODULE_RELATIONS: Record<string, AIModuleLink[]> = {
     },
   ],
   // KI-Werkzeuge Relations (Standalone-Tools)
-  'llm-compare': [
-    {
-      id: 'test-quality',
-      name: 'Test Quality (BQAS)',
-      href: '/ai/test-quality',
-      description: 'Golden Suite & Synthetic Tests',
-    },
-    {
-      id: 'agents',
-      name: 'Agent Management',
-      href: '/ai/agents',
-      description: 'Multi-Agent System',
-    },
-  ],
   'test-quality': [
-    {
-      id: 'llm-compare',
-      name: 'LLM Vergleich',
-      href: '/ai/llm-compare',
-      description: 'KI-Provider vergleichen',
-    },
     {
       id: 'klausur-korrektur',
       name: 'Klausur-Korrektur',
diff --git a/website/app/admin/llm-compare/page.tsx b/website/app/admin/llm-compare/page.tsx
deleted file mode 100644
index 8240426..0000000
--- a/website/app/admin/llm-compare/page.tsx
+++ /dev/null
@@ -1,761 +0,0 @@
-'use client'
-
-/**
- * LLM Comparison Tool
- *
- * Vergleicht Antworten von verschiedenen LLM-Providern:
- * - OpenAI/ChatGPT
- * - Claude
- * - Self-hosted + Tavily
- * - Self-hosted + EduSearch
- *
- * Ermoeglicht Parameter-Tuning und System Prompt Management
- */
-
-import AdminLayout from '@/components/admin/AdminLayout'
-import { useState, useEffect } from 'react'
-
-interface LLMResponse {
-  provider: string
-  model: string
-  response: string
-  latency_ms: number
-  tokens_used?: number
-  search_results?: Array<{
-    title: string
-    url: string
-    content: string
-    score?: number
-  }>
-  error?: string
-  timestamp: string
-}
-
-interface ComparisonResult {
-  comparison_id: string
-  prompt: string
-  system_prompt?: string
-  responses: LLMResponse[]
-  created_at: string
-}
-
-interface SystemPrompt {
-  id: string
-  name: string
-  prompt: string
-  created_at: string
-  updated_at?: string
-}
-
-const providerColors: Record<string, { bg: string; border: string; text: string }> = {
-  openai: { bg: 'bg-emerald-50', border: 'border-emerald-300', text: 'text-emerald-700' },
-  claude: { bg: 'bg-orange-50', border: 'border-orange-300', text: 'text-orange-700' },
-  selfhosted_tavily: { bg: 'bg-blue-50', border: 'border-blue-300', text: 'text-blue-700' },
-  selfhosted_edusearch: { bg: 'bg-purple-50', border: 'border-purple-300', text: 'text-purple-700' },
-}
-
-const providerLabels: Record<string, string> = {
-  openai: 'OpenAI GPT-4o-mini',
-  claude: 'Claude 3.5 Sonnet',
-  selfhosted_tavily: 'Self-hosted + Tavily',
-  selfhosted_edusearch: 'Self-hosted + EduSearch',
-}
-
-export default function LLMComparePage() {
-  // State
-  const [prompt, setPrompt] = useState('')
-  const [systemPrompt, setSystemPrompt] = useState('')
-  const [selectedSystemPromptId, setSelectedSystemPromptId] = useState('default')
-  const [systemPrompts, setSystemPrompts] = useState<SystemPrompt[]>([])
-
-  // Provider toggles
-  const [enableOpenAI, setEnableOpenAI] = useState(true)
-  const [enableClaude, setEnableClaude] = useState(true)
-  const [enableTavily, setEnableTavily] = useState(true)
-  const [enableEduSearch, setEnableEduSearch] = useState(true)
-
-  // Parameters
-  const [model, setModel] = useState('llama3.2:3b')
-  const [temperature, setTemperature] = useState(0.7)
-  const [topP, setTopP] = useState(0.9)
-  const [maxTokens, setMaxTokens] = useState(2048)
-  const [searchResultsCount, setSearchResultsCount] = useState(5)
-
-  // EduSearch Filters
-  const [eduSearchLanguage, setEduSearchLanguage] = useState('de')
-  const [eduSearchDocType, setEduSearchDocType] = useState('')
-  const [eduSearchSchoolLevel, setEduSearchSchoolLevel] = useState('')
-
-  // Results
-  const [isLoading, setIsLoading] = useState(false)
-  const [result, setResult] = useState<ComparisonResult | null>(null)
-  const [history, setHistory] = useState<ComparisonResult[]>([])
-  const [error, setError] = useState<string | null>(null)
-
-  // UI State
-  const [showSettings, setShowSettings] = useState(false)
-  const [showHistory, setShowHistory] = useState(false)
-  const [editingPrompt, setEditingPrompt] = useState<SystemPrompt | null>(null)
-
-  // API Base URL
-  const API_URL = process.env.NEXT_PUBLIC_LLM_GATEWAY_URL || 'http://localhost:8082'
-  const API_KEY = process.env.NEXT_PUBLIC_LLM_API_KEY || 'dev-key'
-
-  // Load system prompts
-  useEffect(() => {
-    loadSystemPrompts()
-    loadHistory()
-  }, [])
-
-  // Update system prompt when selection changes
-  useEffect(() => {
-    const selected = systemPrompts.find((p) => p.id === selectedSystemPromptId)
-    if (selected) {
-      setSystemPrompt(selected.prompt)
-    }
-  }, [selectedSystemPromptId, systemPrompts])
-
-  const loadSystemPrompts = async () => {
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/prompts`, {
-        headers: { Authorization: `Bearer ${API_KEY}` },
-      })
-      if (response.ok) {
-        const data = await response.json()
-        setSystemPrompts(data.prompts || [])
-      }
-    } catch (e) {
-      console.error('Failed to load system prompts:', e)
-      // Fallback prompts
-      setSystemPrompts([
-        {
-          id: 'default',
-          name: 'Standard Lehrer-Assistent',
-          prompt: 'Du bist ein hilfreicher Assistent fuer Lehrkraefte in Deutschland.',
-          created_at: new Date().toISOString(),
-        },
-      ])
-    }
-  }
-
-  const loadHistory = async () => {
-    try {
-      const response = await fetch(`${API_URL}/v1/comparison/history?limit=20`, {
-        headers: { Authorization: `Bearer ${API_KEY}` },
-      })
-      if (response.ok) {
-        const data = await response.json()
-        setHistory(data.comparisons || [])
-      }
-    } catch (e) {
-      console.error('Failed to load history:', e)
-    }
-  }
-
-  const runComparison = async () => {
-    if (!prompt.trim()) {
-      setError('Bitte geben Sie einen Prompt ein')
-      return
-    }
-
-    setIsLoading(true)
-    setError(null)
-    setResult(null)
-
-    try {
-      const filters: Record<string, unknown> = {}
-      if (eduSearchLanguage) filters.language = [eduSearchLanguage]
-      if (eduSearchDocType) filters.doc_type = [eduSearchDocType]
-      if (eduSearchSchoolLevel) filters.school_level = [eduSearchSchoolLevel]
-
-      const response = await fetch(`${API_URL}/v1/comparison/run`, {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/json',
-          Authorization: `Bearer ${API_KEY}`,
-        },
-        body: JSON.stringify({
-          prompt,
-          system_prompt: systemPrompt || undefined,
-          enable_openai: enableOpenAI,
-          enable_claude: enableClaude,
-          enable_selfhosted_tavily: enableTavily,
-          enable_selfhosted_edusearch: enableEduSearch,
-          selfhosted_model: model,
-          temperature,
-          top_p: topP,
-          max_tokens: maxTokens,
-          search_results_count: searchResultsCount,
-          edu_search_filters: Object.keys(filters).length > 0 ? filters : undefined,
-        }),
-      })
-
-      if (!response.ok) {
-        throw new Error(`API Error: ${response.status}`)
-      }
-
-      const data = await response.json()
-      setResult(data)
-
-      // Refresh history
-      loadHistory()
-    } catch (e) {
-      setError(e instanceof Error ? e.message : 'Unbekannter Fehler')
-    } finally {
-      setIsLoading(false)
-    }
-  }
-
-  const saveSystemPrompt = async () => {
-    if (!editingPrompt) return
-
-    try {
-      const isNew = !editingPrompt.id || editingPrompt.id.startsWith('new-')
-      const url = isNew
-        ? `${API_URL}/v1/comparison/prompts`
-        : `${API_URL}/v1/comparison/prompts/${editingPrompt.id}`
-
-      const response = await fetch(
-        `${url}?name=${encodeURIComponent(editingPrompt.name)}&prompt=${encodeURIComponent(editingPrompt.prompt)}`,
-        {
-          method: isNew ? 'POST' : 'PUT',
-          headers: { Authorization: `Bearer ${API_KEY}` },
-        }
-      )
-
-      if (response.ok) {
-        setEditingPrompt(null)
-        loadSystemPrompts()
-      }
-    } catch (e) {
-      console.error('Failed to save prompt:', e)
-    }
-  }
-
-  const ResponseCard = ({ response }: { response: LLMResponse }) => {
-    const colors = providerColors[response.provider] || {
-      bg: 'bg-slate-50',
-      border: 'border-slate-300',
-      text: 'text-slate-700',
-    }
-    const label = providerLabels[response.provider] || response.provider
-
-    return (
-      <div className={`rounded-xl border-2 ${colors.border} ${colors.bg} overflow-hidden`}>
-        {/* Header */}
-        <div className={`px-4 py-3 border-b ${colors.border} flex items-center justify-between`}>
-          <div>
-            <h3 className={`font-semibold ${colors.text}`}>{label}</h3>
-            <p className="text-xs text-slate-500">{response.model}</p>
-          </div>
-          <div className="text-right text-xs text-slate-500">
-            <div>{response.latency_ms}ms</div>
-            {response.tokens_used && <div>{response.tokens_used} tokens</div>}
-          </div>
-        </div>
-
-        {/* Content */}
-        <div className="p-4">
-          {response.error ? (
-            <div className="text-red-600 text-sm">
-              <strong>Fehler:</strong> {response.error}
-            </div>
-          ) : (
-            <div className="prose prose-sm max-w-none">
-              <pre className="whitespace-pre-wrap text-sm text-slate-700 font-sans">
-                {response.response}
-              </pre>
-            </div>
-          )}
-        </div>
-
-        {/* Search Results (for self-hosted) */}
-        {response.search_results && response.search_results.length > 0 && (
-          <div className="px-4 pb-4">
-            <details className="text-xs">
-              <summary className="cursor-pointer text-slate-500 hover:text-slate-700">
-                {response.search_results.length} Suchergebnisse anzeigen
-              </summary>
-              <ul className="mt-2 space-y-2">
-                {response.search_results.map((sr, idx) => (
-                  <li key={idx} className="bg-white rounded p-2 border border-slate-200">
-                    <a
-                      href={sr.url}
-                      target="_blank"
-                      rel="noopener noreferrer"
-                      className="text-blue-600 hover:underline font-medium"
-                    >
-                      {sr.title || 'Untitled'}
-                    </a>
-                    <p className="text-slate-500 truncate">{sr.content}</p>
-                    {sr.score !== undefined && (
-                      <span className="text-slate-400">Score: {sr.score.toFixed(2)}</span>
-                    )}
-                  </li>
-                ))}
-              </ul>
-            </details>
-          </div>
-        )}
-      </div>
-    )
-  }
-
-  return (
-    <AdminLayout title="LLM Vergleich" description="Qualitaetssicherung durch Provider-Vergleich">
-      <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-        {/* Left Column: Input & Settings */}
-        <div className="lg:col-span-1 space-y-4">
-          {/* Prompt Input */}
-          <div className="bg-white rounded-xl border border-slate-200 p-4">
-            <h2 className="font-semibold text-slate-900 mb-3">Prompt</h2>
-
-            {/* System Prompt Selector */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">System Prompt</label>
-              <div className="flex gap-2">
-                <select
-                  value={selectedSystemPromptId}
-                  onChange={(e) => setSelectedSystemPromptId(e.target.value)}
-                  className="flex-1 px-3 py-2 border border-slate-300 rounded-lg text-sm"
-                >
-                  {systemPrompts.map((p) => (
-                    <option key={p.id} value={p.id}>
-                      {p.name}
-                    </option>
-                  ))}
-                </select>
-                <button
-                  onClick={() =>
-                    setEditingPrompt({
-                      id: `new-${Date.now()}`,
-                      name: '',
-                      prompt: '',
-                      created_at: new Date().toISOString(),
-                    })
-                  }
-                  className="px-3 py-2 text-sm bg-slate-100 rounded-lg hover:bg-slate-200"
-                  title="Neuer System Prompt"
-                >
-                  +
-                </button>
-              </div>
-            </div>
-
-            {/* System Prompt Preview */}
-            <div className="mb-3">
-              <textarea
-                value={systemPrompt}
-                onChange={(e) => setSystemPrompt(e.target.value)}
-                rows={3}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="System Prompt (optional)"
-              />
-            </div>
-
-            {/* User Prompt */}
-            <div className="mb-3">
-              <label className="block text-sm text-slate-600 mb-1">User Prompt (Lehrer-Frage)</label>
-              <textarea
-                value={prompt}
-                onChange={(e) => setPrompt(e.target.value)}
-                rows={4}
-                className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm resize-none"
-                placeholder="z.B.: Erstelle ein Arbeitsblatt zum Thema Bruchrechnung fuer Klasse 6..."
-              />
-            </div>
-
-            {/* Provider Toggles */}
-            <div className="mb-4">
-              <label className="block text-sm text-slate-600 mb-2">Provider</label>
-              <div className="grid grid-cols-2 gap-2">
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableOpenAI}
-                    onChange={(e) => setEnableOpenAI(e.target.checked)}
-                    className="rounded"
-                  />
-                  OpenAI
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableClaude}
-                    onChange={(e) => setEnableClaude(e.target.checked)}
-                    className="rounded"
-                  />
-                  Claude
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableTavily}
-                    onChange={(e) => setEnableTavily(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + Tavily
-                </label>
-                <label className="flex items-center gap-2 text-sm">
-                  <input
-                    type="checkbox"
-                    checked={enableEduSearch}
-                    onChange={(e) => setEnableEduSearch(e.target.checked)}
-                    className="rounded"
-                  />
-                  Self + EduSearch
-                </label>
-              </div>
-            </div>
-
-            {/* Run Button */}
-            <button
-              onClick={runComparison}
-              disabled={isLoading || !prompt.trim()}
-              className="w-full py-3 bg-primary-600 text-white rounded-lg font-medium hover:bg-primary-700 disabled:opacity-50 disabled:cursor-not-allowed"
-            >
-              {isLoading ? (
-                <span className="flex items-center justify-center gap-2">
-                  <svg className="animate-spin w-5 h-5" fill="none" viewBox="0 0 24 24">
-                    <circle
-                      className="opacity-25"
-                      cx="12"
-                      cy="12"
-                      r="10"
-                      stroke="currentColor"
-                      strokeWidth="4"
-                    />
-                    <path
-                      className="opacity-75"
-                      fill="currentColor"
-                      d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4z"
-                    />
-                  </svg>
-                  Vergleiche...
-                </span>
-              ) : (
-                'Vergleich starten'
-              )}
-            </button>
-
-            {error && (
-              <div className="mt-3 p-3 bg-red-50 border border-red-200 rounded-lg text-red-700 text-sm">
-                {error}
-              </div>
-            )}
-          </div>
-
-          {/* Settings Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowSettings(!showSettings)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">Parameter-Einstellungen</span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showSettings ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showSettings && (
-              <div className="p-4 border-t border-slate-200 space-y-4">
-                {/* Model */}
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Self-hosted Modell</label>
-                  <select
-                    value={model}
-                    onChange={(e) => setModel(e.target.value)}
-                    className="w-full px-3 py-2 border border-slate-300 rounded-lg text-sm"
-                  >
-                    <option value="llama3.2:3b">Llama 3.2 3B</option>
-                    <option value="llama3.1:8b">Llama 3.1 8B</option>
-                    <option value="mistral:7b">Mistral 7B</option>
-                    <option value="qwen2.5:7b">Qwen 2.5 7B</option>
-                  </select>
-                </div>
-
-                {/* Temperature */}
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">
-                    Temperature: {temperature.toFixed(2)}
-                  </label>
-                  <input
-                    type="range"
-                    min="0"
-                    max="2"
-                    step="0.1"
-                    value={temperature}
-                    onChange={(e) => setTemperature(parseFloat(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                {/* Top-P */}
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Top-P: {topP.toFixed(2)}</label>
-                  <input
-                    type="range"
-                    min="0"
-                    max="1"
-                    step="0.05"
-                    value={topP}
-                    onChange={(e) => setTopP(parseFloat(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                {/* Max Tokens */}
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">Max Tokens: {maxTokens}</label>
-                  <input
-                    type="range"
-                    min="256"
-                    max="4096"
-                    step="256"
-                    value={maxTokens}
-                    onChange={(e) => setMaxTokens(parseInt(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                {/* Search Results Count */}
-                <div>
-                  <label className="block text-sm text-slate-600 mb-1">
-                    Suchergebnisse: {searchResultsCount}
-                  </label>
-                  <input
-                    type="range"
-                    min="1"
-                    max="20"
-                    step="1"
-                    value={searchResultsCount}
-                    onChange={(e) => setSearchResultsCount(parseInt(e.target.value))}
-                    className="w-full"
-                  />
-                </div>
-
-                {/* EduSearch Filters */}
-                <div className="pt-3 border-t border-slate-200">
-                  <h4 className="text-sm font-medium text-slate-700 mb-2">EduSearch Filter</h4>
-
-                  <div className="space-y-2">
-                    <select
-                      value={eduSearchLanguage}
-                      onChange={(e) => setEduSearchLanguage(e.target.value)}
-                      className="w-full px-2 py-1 border border-slate-300 rounded text-sm"
-                    >
-                      <option value="de">Deutsch</option>
-                      <option value="en">Englisch</option>
-                    </select>
-
-                    <select
-                      value={eduSearchDocType}
-                      onChange={(e) => setEduSearchDocType(e.target.value)}
-                      className="w-full px-2 py-1 border border-slate-300 rounded text-sm"
-                    >
-                      <option value="">Alle Dokumenttypen</option>
-                      <option value="Lehrplan">Lehrplan</option>
-                      <option value="Arbeitsblatt">Arbeitsblatt</option>
-                      <option value="Unterrichtsentwurf">Unterrichtsentwurf</option>
-                      <option value="Pruefung_Abitur">Pruefung/Abitur</option>
-                      <option value="Studie_Bericht">Studie/Bericht</option>
-                    </select>
-
-                    <select
-                      value={eduSearchSchoolLevel}
-                      onChange={(e) => setEduSearchSchoolLevel(e.target.value)}
-                      className="w-full px-2 py-1 border border-slate-300 rounded text-sm"
-                    >
-                      <option value="">Alle Schulstufen</option>
-                      <option value="Grundschule">Grundschule</option>
-                      <option value="Sek_I">Sekundarstufe I</option>
-                      <option value="Gymnasium">Gymnasium</option>
-                      <option value="Berufsschule">Berufsschule</option>
-                    </select>
-                  </div>
-                </div>
-              </div>
-            )}
-          </div>
-
-          {/* History Panel */}
-          <div className="bg-white rounded-xl border border-slate-200 overflow-hidden">
-            <button
-              onClick={() => setShowHistory(!showHistory)}
-              className="w-full px-4 py-3 flex items-center justify-between hover:bg-slate-50"
-            >
-              <span className="font-semibold text-slate-900">
-                Verlauf ({history.length})
-              </span>
-              <svg
-                className={`w-5 h-5 transition-transform ${showHistory ? 'rotate-180' : ''}`}
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M19 9l-7 7-7-7" />
-              </svg>
-            </button>
-
-            {showHistory && history.length > 0 && (
-              <div className="border-t border-slate-200 max-h-64 overflow-y-auto">
-                {history.map((h) => (
-                  <button
-                    key={h.comparison_id}
-                    onClick={() => {
-                      setResult(h)
-                      setPrompt(h.prompt)
-                      if (h.system_prompt) setSystemPrompt(h.system_prompt)
-                    }}
-                    className="w-full px-4 py-2 text-left hover:bg-slate-50 border-b border-slate-100 last:border-0"
-                  >
-                    <div className="text-sm text-slate-700 truncate">{h.prompt}</div>
-                    <div className="text-xs text-slate-400">
-                      {new Date(h.created_at).toLocaleString('de-DE')}
-                    </div>
-                  </button>
-                ))}
-              </div>
-            )}
-          </div>
-        </div>
-
-        {/* Right Column: Results */}
-        <div className="lg:col-span-2">
-          {result ? (
-            <div className="space-y-4">
-              {/* Results Header */}
-              <div className="bg-white rounded-xl border border-slate-200 p-4">
-                <div className="flex items-center justify-between">
-                  <div>
-                    <h2 className="font-semibold text-slate-900">Ergebnisse</h2>
-                    <p className="text-sm text-slate-500">ID: {result.comparison_id}</p>
-                  </div>
-                  <div className="text-sm text-slate-500">
-                    {new Date(result.created_at).toLocaleString('de-DE')}
-                  </div>
-                </div>
-                <div className="mt-2 p-3 bg-slate-50 rounded-lg">
-                  <p className="text-sm text-slate-700">{result.prompt}</p>
-                </div>
-              </div>
-
-              {/* Response Grid */}
-              <div className="grid grid-cols-1 xl:grid-cols-2 gap-4">
-                {result.responses.map((response, idx) => (
-                  <ResponseCard key={`${response.provider}-${idx}`} response={response} />
-                ))}
-              </div>
-            </div>
-          ) : (
-            <div className="bg-white rounded-xl border border-slate-200 p-12 text-center">
-              <svg
-                className="w-16 h-16 mx-auto text-slate-300 mb-4"
-                fill="none"
-                stroke="currentColor"
-                viewBox="0 0 24 24"
-              >
-                <path
-                  strokeLinecap="round"
-                  strokeLinejoin="round"
-                  strokeWidth={1.5}
-                  d="M9 3v2m6-2v2M9 19v2m6-2v2M5 9H3m2 6H3m18-6h-2m2 6h-2M7 19h10a2 2 0 002-2V7a2 2 0 00-2-2H7a2 2 0 00-2 2v10a2 2 0 002 2zM9 9h6v6H9V9z"
-                />
-              </svg>
-              <h3 className="text-lg font-medium text-slate-700 mb-2">
-                LLM-Vergleich starten
-              </h3>
-              <p className="text-slate-500 max-w-md mx-auto">
-                Geben Sie einen Prompt ein und klicken Sie auf &quot;Vergleich starten&quot;, um
-                die Antworten verschiedener LLM-Provider zu vergleichen.
-              </p>
-            </div>
-          )}
-        </div>
-      </div>
-
-      {/* Edit System Prompt Modal */}
-      {editingPrompt && (
-        <div className="fixed inset-0 bg-black/50 flex items-center justify-center z-50">
-          <div className="bg-white rounded-xl p-6 w-full max-w-lg mx-4">
-            <h3 className="text-lg font-semibold mb-4">
-              {editingPrompt.id.startsWith('new-') ? 'Neuer' : 'Bearbeite'} System Prompt
-            </h3>
-
-            <div className="space-y-4">
-              <div>
-                <label className="block text-sm text-slate-600 mb-1">Name</label>
-                <input
-                  type="text"
-                  value={editingPrompt.name}
-                  onChange={(e) => setEditingPrompt({ ...editingPrompt, name: e.target.value })}
-                  className="w-full px-3 py-2 border border-slate-300 rounded-lg"
-                  placeholder="z.B. Lehrplan-Experte"
-                />
-              </div>
-
-              <div>
-                <label className="block text-sm text-slate-600 mb-1">Prompt</label>
-                <textarea
-                  value={editingPrompt.prompt}
-                  onChange={(e) => setEditingPrompt({ ...editingPrompt, prompt: e.target.value })}
-                  rows={8}
-                  className="w-full px-3 py-2 border border-slate-300 rounded-lg resize-none"
-                  placeholder="System Prompt Text..."
-                />
-              </div>
-            </div>
-
-            <div className="flex justify-end gap-3 mt-6">
-              <button
-                onClick={() => setEditingPrompt(null)}
-                className="px-4 py-2 text-slate-600 hover:text-slate-900"
-              >
-                Abbrechen
-              </button>
-              <button
-                onClick={saveSystemPrompt}
-                className="px-4 py-2 bg-primary-600 text-white rounded-lg hover:bg-primary-700"
-              >
-                Speichern
-              </button>
-            </div>
-          </div>
-        </div>
-      )}
-
-      {/* Info Box */}
-      <div className="mt-8 bg-blue-50 border border-blue-200 rounded-xl p-6">
-        <div className="flex items-start gap-4">
-          <svg
-            className="w-6 h-6 text-blue-600 flex-shrink-0 mt-0.5"
-            fill="none"
-            stroke="currentColor"
-            viewBox="0 0 24 24"
-          >
-            <path
-              strokeLinecap="round"
-              strokeLinejoin="round"
-              strokeWidth={2}
-              d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z"
-            />
-          </svg>
-          <div>
-            <h3 className="font-semibold text-blue-900">Qualitaetssicherung</h3>
-            <p className="text-sm text-blue-800 mt-1">
-              Dieses Tool dient zur Qualitaetssicherung der KI-Antworten. Vergleichen Sie
-              verschiedene Provider, um die optimalen Parameter und System Prompts fuer
-              BreakPilot zu finden. Die Ergebnisse koennen fuer Audits und Dokumentation
-              gespeichert werden.
-            </p>
-          </div>
-        </div>
-      </div>
-    </AdminLayout>
-  )
-}
diff --git a/website/app/admin/llm-compare/wizard/page.tsx b/website/app/admin/llm-compare/wizard/page.tsx
deleted file mode 100644
index 06b383b..0000000
--- a/website/app/admin/llm-compare/wizard/page.tsx
+++ /dev/null
@@ -1,342 +0,0 @@
-'use client'
-
-import { useState } from 'react'
-import AdminLayout from '@/components/admin/AdminLayout'
-import {
-  WizardStepper,
-  WizardNavigation,
-  EducationCard,
-  ArchitectureContext,
-  TestRunner,
-  TestSummary,
-  type WizardStep,
-  type TestCategoryResult,
-  type FullTestResults,
-  type EducationContent,
-  type ArchitectureContextType,
-} from '@/components/wizard'
-
-// ==============================================
-// Constants
-// ==============================================
-
-const BACKEND_URL = process.env.NEXT_PUBLIC_BACKEND_URL || 'http://localhost:8000'
-
-const STEPS: WizardStep[] = [
-  { id: 'welcome', name: 'Willkommen', icon: '👋', status: 'pending' },
-  { id: 'gateway', name: 'LLM Gateway', icon: '🌐', status: 'pending', category: 'gateway' },
-  { id: 'providers', name: 'Provider', icon: '🤖', status: 'pending', category: 'providers' },
-  { id: 'summary', name: 'Zusammenfassung', icon: '📊', status: 'pending' },
-]
-
-const EDUCATION_CONTENT: Record<string, EducationContent> = {
-  'welcome': {
-    title: 'Willkommen zum LLM Compare Wizard',
-    content: [
-      'Large Language Models (LLMs) sind das Herzstueck moderner KI.',
-      '',
-      'BreakPilot unterstuetzt mehrere Provider:',
-      '• OpenAI: GPT-4o, GPT-4, GPT-3.5-turbo',
-      '• Anthropic: Claude 3.5 Sonnet, Claude 3 Opus',
-      '• Lokale Modelle: Ollama (Llama 3, Mistral)',
-      '',
-      'Das LLM Gateway abstrahiert die Provider:',
-      '• Einheitliche API fuer alle Modelle',
-      '• Automatisches Fallback bei Ausfaellen',
-      '• Token-Counting und Kosten-Tracking',
-      '• Playbooks fuer vordefinierte Prompts',
-    ],
-  },
-  'gateway': {
-    title: 'LLM Gateway - Zentrale Schnittstelle',
-    content: [
-      'Das Gateway routet Anfragen an die passenden Provider.',
-      '',
-      'Features:',
-      '• /llm/v1/chat - Unified Chat API',
-      '• /llm/playbooks - Vordefinierte Prompts',
-      '• /llm/health - Provider-Status',
-      '',
-      'Vorteile:',
-      '• Provider-Wechsel ohne Code-Aenderung',
-      '• Caching fuer haeufige Anfragen',
-      '• Rate-Limiting pro Benutzer',
-      '• Audit-Log aller Anfragen',
-      '',
-      'Aktivierung: LLM_GATEWAY_ENABLED=true',
-    ],
-  },
-  'providers': {
-    title: 'LLM Provider - Modell-Auswahl',
-    content: [
-      'Verschiedene Provider fuer verschiedene Anforderungen.',
-      '',
-      'OpenAI:',
-      '• Beste allgemeine Leistung',
-      '• Hoechste Geschwindigkeit',
-      '• ~$0.01-0.03 pro 1K Tokens',
-      '',
-      'Anthropic (Claude):',
-      '• Beste lange Kontexte (200K)',
-      '• Sehr sicher und aligned',
-      '• ~$0.01-0.015 pro 1K Tokens',
-      '',
-      'Ollama (Lokal):',
-      '• Kostenlos nach Hardware',
-      '• Volle Datenkontrolle',
-      '• Langsamer ohne GPU',
-    ],
-  },
-  'summary': {
-    title: 'Test-Zusammenfassung',
-    content: [
-      'Hier sehen Sie eine Uebersicht aller durchgefuehrten Tests:',
-      '• Gateway-Verfuegbarkeit',
-      '• Provider-Konnektivitaet',
-      '• Lokale LLM-Optionen',
-    ],
-  },
-}
-
-const ARCHITECTURE_CONTEXTS: Record<string, ArchitectureContextType> = {
-  'gateway': {
-    layer: 'api',
-    services: ['backend'],
-    dependencies: ['OpenAI API', 'Anthropic API', 'Ollama'],
-    dataFlow: ['Browser', 'FastAPI', 'LLM Gateway', 'Provider API'],
-  },
-  'providers': {
-    layer: 'service',
-    services: ['backend'],
-    dependencies: ['API Keys', 'Rate Limits', 'Token Counter'],
-    dataFlow: ['LLM Gateway', 'Provider Selection', 'API Call', 'Response'],
-  },
-}
-
-// ==============================================
-// Main Component
-// ==============================================
-
-export default function LLMCompareWizardPage() {
-  const [currentStep, setCurrentStep] = useState(0)
-  const [steps, setSteps] = useState<WizardStep[]>(STEPS)
-  const [categoryResults, setCategoryResults] = useState<Record<string, TestCategoryResult>>({})
-  const [fullResults, setFullResults] = useState<FullTestResults | null>(null)
-  const [isLoading, setIsLoading] = useState(false)
-  const [error, setError] = useState<string | null>(null)
-
-  const currentStepData = steps[currentStep]
-  const isTestStep = currentStepData?.category !== undefined
-  const isWelcome = currentStepData?.id === 'welcome'
-  const isSummary = currentStepData?.id === 'summary'
-
-  const runCategoryTest = async (category: string) => {
-    setIsLoading(true)
-    setError(null)
-
-    try {
-      const response = await fetch(`${BACKEND_URL}/api/admin/llm-tests/${category}`, {
-        method: 'POST',
-      })
-
-      if (!response.ok) {
-        throw new Error(`HTTP ${response.status}: ${response.statusText}`)
-      }
-
-      const result: TestCategoryResult = await response.json()
-      setCategoryResults((prev) => ({ ...prev, [category]: result }))
-
-      setSteps((prev) =>
-        prev.map((step) =>
-          step.category === category
-            ? { ...step, status: result.failed === 0 ? 'completed' : 'failed' }
-            : step
-        )
-      )
-    } catch (err) {
-      setError(err instanceof Error ? err.message : 'Unbekannter Fehler')
-    } finally {
-      setIsLoading(false)
-    }
-  }
-
-  const runAllTests = async () => {
-    setIsLoading(true)
-    setError(null)
-
-    try {
-      const response = await fetch(`${BACKEND_URL}/api/admin/llm-tests/run-all`, {
-        method: 'POST',
-      })
-
-      if (!response.ok) {
-        throw new Error(`HTTP ${response.status}: ${response.statusText}`)
-      }
-
-      const results: FullTestResults = await response.json()
-      setFullResults(results)
-
-      setSteps((prev) =>
-        prev.map((step) => {
-          if (step.category) {
-            const catResult = results.categories.find((c) => c.category === step.category)
-            if (catResult) {
-              return { ...step, status: catResult.failed === 0 ? 'completed' : 'failed' }
-            }
-          }
-          return step
-        })
-      )
-
-      const newCategoryResults: Record<string, TestCategoryResult> = {}
-      results.categories.forEach((cat) => {
-        newCategoryResults[cat.category] = cat
-      })
-      setCategoryResults(newCategoryResults)
-    } catch (err) {
-      setError(err instanceof Error ? err.message : 'Unbekannter Fehler')
-    } finally {
-      setIsLoading(false)
-    }
-  }
-
-  const goToNext = () => {
-    if (currentStep < steps.length - 1) {
-      setSteps((prev) =>
-        prev.map((step, idx) =>
-          idx === currentStep && step.status === 'pending'
-            ? { ...step, status: 'completed' }
-            : step
-        )
-      )
-      setCurrentStep((prev) => prev + 1)
-    }
-  }
-
-  const goToPrev = () => {
-    if (currentStep > 0) {
-      setCurrentStep((prev) => prev - 1)
-    }
-  }
-
-  const handleStepClick = (index: number) => {
-    if (index <= currentStep || steps[index - 1]?.status !== 'pending') {
-      setCurrentStep(index)
-    }
-  }
-
-  return (
-    <AdminLayout
-      title="LLM Compare Wizard"
-      description="Interaktives Lernen und Testen der LLM Provider"
-    >
-      {/* Header */}
-      <div className="bg-white rounded-lg shadow p-4 mb-6 flex items-center justify-between">
-        <div className="flex items-center">
-          <span className="text-3xl mr-3">🤖</span>
-          <div>
-            <h2 className="text-lg font-bold text-gray-800">LLM Compare Wizard</h2>
-            <p className="text-sm text-gray-600">OpenAI, Anthropic & Ollama</p>
-          </div>
-        </div>
-        <a href="/admin/llm-compare" className="text-blue-600 hover:text-blue-800 text-sm">
-          &larr; Zurueck zu LLM Compare
-        </a>
-      </div>
-
-      {/* Stepper */}
-      <div className="bg-white rounded-lg shadow p-6 mb-6">
-        <WizardStepper steps={steps} currentStep={currentStep} onStepClick={handleStepClick} />
-      </div>
-
-      {/* Content */}
-      <div className="bg-white rounded-lg shadow p-6">
-        <div className="flex items-center mb-6">
-          <span className="text-3xl mr-3">{currentStepData?.icon}</span>
-          <div>
-            <h2 className="text-xl font-bold text-gray-800">
-              Schritt {currentStep + 1}: {currentStepData?.name}
-            </h2>
-            <p className="text-gray-500 text-sm">
-              {currentStep + 1} von {steps.length}
-            </p>
-          </div>
-        </div>
-
-        <EducationCard content={EDUCATION_CONTENT[currentStepData?.id || '']} />
-
-        {isTestStep && currentStepData?.category && ARCHITECTURE_CONTEXTS[currentStepData.category] && (
-          <ArchitectureContext
-            context={ARCHITECTURE_CONTEXTS[currentStepData.category]}
-            currentStep={currentStepData.name}
-          />
-        )}
-
-        {error && (
-          <div className="bg-red-50 border border-red-200 text-red-700 rounded-lg p-4 mb-6">
-            <strong>Fehler:</strong> {error}
-          </div>
-        )}
-
-        {isWelcome && (
-          <div className="text-center py-8">
-            <button
-              onClick={goToNext}
-              className="bg-blue-600 text-white px-8 py-3 rounded-lg font-medium hover:bg-blue-700 transition-colors"
-            >
-              Wizard starten
-            </button>
-          </div>
-        )}
-
-        {isTestStep && currentStepData?.category && (
-          <TestRunner
-            category={currentStepData.category}
-            categoryResult={categoryResults[currentStepData.category]}
-            isLoading={isLoading}
-            onRunTests={() => runCategoryTest(currentStepData.category!)}
-          />
-        )}
-
-        {isSummary && (
-          <div>
-            {!fullResults ? (
-              <div className="text-center py-8">
-                <p className="text-gray-600 mb-4">
-                  Fuehren Sie alle Tests aus um eine Zusammenfassung zu sehen.
-                </p>
-                <button
-                  onClick={runAllTests}
-                  disabled={isLoading}
-                  className={`px-6 py-3 rounded-lg font-medium transition-colors ${
-                    isLoading
-                      ? 'bg-gray-400 cursor-not-allowed'
-                      : 'bg-blue-600 text-white hover:bg-blue-700'
-                  }`}
-                >
-                  {isLoading ? 'Alle Tests laufen...' : 'Alle Tests ausfuehren'}
-                </button>
-              </div>
-            ) : (
-              <TestSummary results={fullResults} />
-            )}
-          </div>
-        )}
-
-        <WizardNavigation
-          currentStep={currentStep}
-          totalSteps={steps.length}
-          onPrev={goToPrev}
-          onNext={goToNext}
-          showNext={!isSummary}
-          isLoading={isLoading}
-        />
-      </div>
-
-      <div className="text-center text-gray-500 text-sm mt-6">
-        Diese Tests pruefen die LLM-Integration.
-        Bei Fragen wenden Sie sich an das KI-Team.
-      </div>
-    </AdminLayout>
-  )
-}
diff --git a/website/app/admin/screen-flow/page.tsx b/website/app/admin/screen-flow/page.tsx
index 8443ebd..b290441 100644
--- a/website/app/admin/screen-flow/page.tsx
+++ b/website/app/admin/screen-flow/page.tsx
@@ -126,7 +126,6 @@ const ADMIN_SCREENS: ScreenDefinition[] = [
   { id: 'admin-dsms', name: 'DSMS', description: 'Datenschutz-Management', category: 'compliance', icon: '🛡️', url: '/admin/dsms' },
   { id: 'admin-compliance', name: 'Compliance', description: 'GRC & Audit', category: 'compliance', icon: '✅', url: '/admin/compliance' },
   { id: 'admin-docs-audit', name: 'DSGVO-Audit', description: 'Audit-Dokumentation', category: 'compliance', icon: '📋', url: '/admin/docs/audit' },
-  { id: 'admin-llm-compare', name: 'LLM Vergleich', description: 'KI-Provider Vergleich', category: 'ai', icon: '🤖', url: '/admin/llm-compare' },
   { id: 'admin-rag', name: 'Daten & RAG', description: 'Training Data & RAG', category: 'ai', icon: '🗄️', url: '/admin/rag' },
   { id: 'admin-ocr-labeling', name: 'OCR-Labeling', description: 'Handschrift-Training', category: 'ai', icon: '🏷️', url: '/admin/ocr-labeling' },
   { id: 'admin-magic-help', name: 'Magic Help (TrOCR)', description: 'Handschrift-OCR', category: 'ai', icon: '✨', url: '/admin/magic-help' },
@@ -155,12 +154,10 @@ const ADMIN_CONNECTIONS: ConnectionDef[] = [
   { source: 'admin-dashboard', target: 'admin-compliance' },
   { source: 'admin-onboarding', target: 'admin-gpu' },
   { source: 'admin-onboarding', target: 'admin-consent' },
-  { source: 'admin-onboarding', target: 'admin-llm-compare' },
   { source: 'admin-consent', target: 'admin-dsr' },
   { source: 'admin-dsr', target: 'admin-dsms' },
   { source: 'admin-dsms', target: 'admin-compliance' },
   { source: 'admin-compliance', target: 'admin-docs-audit' },
-  { source: 'admin-llm-compare', target: 'admin-rag' },
   { source: 'admin-rag', target: 'admin-ocr-labeling' },
   { source: 'admin-ocr-labeling', target: 'admin-magic-help' },
   { source: 'admin-magic-help', target: 'admin-companion' },
diff --git a/website/components/admin/AdminLayout.tsx b/website/components/admin/AdminLayout.tsx
index a24a0b4..c7ac7f4 100644
--- a/website/components/admin/AdminLayout.tsx
+++ b/website/components/admin/AdminLayout.tsx
@@ -108,16 +108,6 @@ const navigation: NavItem[] = [
     ),
     description: 'Universitaets-Crawling Orchestrator',
   },
-  {
-    name: 'LLM Vergleich',
-    href: '/admin/llm-compare',
-    icon: (
-      <svg className="w-5 h-5" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-        <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 3v2m6-2v2M9 19v2m6-2v2M5 9H3m2 6H3m18-6h-2m2 6h-2M7 19h10a2 2 0 002-2V7a2 2 0 00-2-2H7a2 2 0 00-2 2v10a2 2 0 002 2zM9 9h6v6H9V9z" />
-      </svg>
-    ),
-    description: 'KI-Provider Vergleich',
-  },
   {
     name: 'Daten & RAG',
     href: '/admin/rag',
diff --git a/website/components/admin/system-info-configs/index.ts b/website/components/admin/system-info-configs/index.ts
index b273371..5ee7aed 100644
--- a/website/components/admin/system-info-configs/index.ts
+++ b/website/components/admin/system-info-configs/index.ts
@@ -12,7 +12,6 @@ import { dashboardConfig } from './dashboard-config'
 import { gpuConfig } from './gpu-config'
 import { consentConfig } from './consent-config'
 import { dsrConfig } from './dsr-config'
-import { llmCompareConfig } from './llm-compare-config'
 import { securityConfig } from './security-config'
 import { middlewareConfig } from './middleware-config'
 import { communicationConfig } from './communication-config'
@@ -50,7 +49,6 @@ export const SYSTEM_INFO_CONFIGS: Record<string, SystemInfoConfig> = {
   dsr: dsrConfig,
 
   // AI & ML
-  llmCompare: llmCompareConfig,
   training: trainingConfig,
   rag: ragConfig,
 
@@ -90,7 +88,6 @@ export type { SystemInfoConfig } from './types'
  * ├── gpu-config.ts            (~200 lines)
  * ├── consent-config.ts        (~200 lines)
  * ├── dsr-config.ts            (~200 lines)
- * ├── llm-compare-config.ts    (~200 lines)
  * ├── security-config.ts       (~250 lines)
  * ├── middleware-config.ts     (~250 lines)
  * ├── communication-config.ts  (~200 lines)
diff --git a/website/components/admin/system-info-configs/llm-compare-config.ts b/website/components/admin/system-info-configs/llm-compare-config.ts
deleted file mode 100644
index a29c44b..0000000
--- a/website/components/admin/system-info-configs/llm-compare-config.ts
+++ /dev/null
@@ -1,164 +0,0 @@
-import type { SystemInfoConfig } from './types'
-
-export const llmCompareConfig: SystemInfoConfig = {
-  title: 'LLM Vergleich System-Info',
-  description: 'Vergleich und Benchmarking verschiedener KI-Provider und Modelle.',
-  version: '1.0',
-  architecture: {
-    layers: [
-      { title: 'Vergleichs-UI', components: ['Provider-Auswahl', 'Prompt-Editor', 'Ergebnis-Vergleich'], color: '#3b82f6' },
-      { title: 'Provider Adapters', components: ['OpenAI', 'Anthropic', 'Google', 'Local'], color: '#8b5cf6' },
-      { title: 'Evaluation Engine', components: ['Latenz-Messung', 'Qualitaets-Scoring', 'Cost Calculator'], color: '#10b981' },
-      { title: 'Logging', components: ['Request Logs', 'Token Tracking', 'Error Logs'], color: '#f59e0b' },
-    ],
-  },
-  features: [
-    { name: 'Multi-Provider Vergleich', status: 'active', description: 'Parallele Anfragen an mehrere LLMs' },
-    { name: 'Latenz-Tracking', status: 'active', description: 'Echtzeit-Performance-Messung' },
-    { name: 'Kosten-Kalkulation', status: 'active', description: 'Token-basierte Kostenberechnung' },
-    { name: 'Qualitaets-Bewertung', status: 'planned', description: 'Automatisches Scoring der Antworten' },
-    { name: 'A/B Testing', status: 'planned', description: 'Statistische Signifikanz-Tests' },
-  ],
-  roadmap: [
-    { phase: 'Phase 1: Provider (Q1)', priority: 'high', items: ['Mistral Integration', 'Llama 3 Integration', 'Gemini Pro Integration', 'Rate Limiting'] },
-    { phase: 'Phase 2: Evaluation (Q2)', priority: 'high', items: ['Automatisches Scoring', 'Benchmark-Suite', 'Domain-spezifische Tests', 'Halluzinations-Erkennung'] },
-    { phase: 'Phase 3: Optimierung (Q3)', priority: 'medium', items: ['Prompt-Optimierung', 'Modell-Routing', 'Fallback-Strategien', 'Caching'] },
-  ],
-  technicalDetails: [
-    { component: 'OpenAI', technology: 'GPT-4o / o1', description: 'Haupt-Provider' },
-    { component: 'Anthropic', technology: 'Claude 3.5', description: 'Alternative' },
-    { component: 'Google', technology: 'Gemini 2.0', description: 'Multimodal' },
-    { component: 'Local', technology: 'Ollama', description: 'Self-hosted' },
-  ],
-  auditInfo: [
-    {
-      category: 'Provider-Status',
-      items: [
-        { label: 'OpenAI', value: 'Aktiv', status: 'ok' },
-        { label: 'Anthropic', value: 'Aktiv', status: 'ok' },
-        { label: 'Google Gemini', value: 'Aktiv', status: 'ok' },
-        { label: 'Ollama (Local)', value: 'Verfuegbar', status: 'ok' },
-      ],
-    },
-    {
-      category: 'Kosten & Limits',
-      items: [
-        { label: 'Monatliches Budget', value: 'Konfigurierbar', status: 'ok' },
-        { label: 'Rate Limiting', value: 'Pro Provider', status: 'ok' },
-        { label: 'Token Tracking', value: 'Aktiviert', status: 'ok' },
-        { label: 'Cost Alerts', value: 'E-Mail', status: 'ok' },
-      ],
-    },
-    {
-      category: 'Datenschutz',
-      items: [
-        { label: 'Prompt-Logging', value: 'Optional', status: 'ok' },
-        { label: 'PII Detection', value: 'Geplant', status: 'warning' },
-        { label: 'Data Residency', value: 'EU verfuegbar', status: 'ok' },
-        { label: 'Audit-Log', value: 'Aktiviert', status: 'ok' },
-      ],
-    },
-  ],
-  fullDocumentation: `
-<h2>LLM Provider Vergleich & Benchmarking</h2>
-
-<h3>1. Uebersicht</h3>
-<p>Das LLM-Vergleichsmodul ermoeglicht den direkten Vergleich verschiedener KI-Provider hinsichtlich Qualitaet, Latenz und Kosten. Es dient der Auswahl des optimalen Modells fuer spezifische Use Cases.</p>
-
-<h3>2. Unterstuetzte Provider</h3>
-<table>
-  <tr><th>Provider</th><th>Modelle</th><th>Staerken</th><th>Preisbereich</th></tr>
-  <tr><td>OpenAI</td><td>GPT-4o, GPT-4o-mini, o1</td><td>Allrounder, Coding</td><td>$0.15-15/1M Token</td></tr>
-  <tr><td>Anthropic</td><td>Claude 3.5 Sonnet/Haiku</td><td>Lange Kontexte, Safety</td><td>$0.25-15/1M Token</td></tr>
-  <tr><td>Google</td><td>Gemini 2.0 Flash/Pro</td><td>Multimodal, Speed</td><td>$0.075-5/1M Token</td></tr>
-  <tr><td>Ollama</td><td>Llama 3, Mistral, Phi</td><td>Lokal, Datenschutz</td><td>Nur Hardware-Kosten</td></tr>
-</table>
-
-<h3>3. Vergleichs-Architektur</h3>
-<pre>
-┌────────────────────────────────────────────────────────────────┐
-│                        Frontend UI                              │
-│  ┌──────────────┐  ┌──────────────┐  ┌──────────────────────┐ │
-│  │ Prompt Input │  │ Provider Sel │  │ Results Comparison   │ │
-│  └──────────────┘  └──────────────┘  └──────────────────────┘ │
-└────────────────────────────────────────────────────────────────┘
-                              │
-                              v
-┌────────────────────────────────────────────────────────────────┐
-│                    Backend Orchestrator                         │
-│  ┌──────────────────────────────────────────────────────────┐ │
-│  │  Parallel Request Handler  |  Response Aggregator        │ │
-│  └──────────────────────────────────────────────────────────┘ │
-└────────────────────────────────────────────────────────────────┘
-          │              │              │              │
-          v              v              v              v
-     ┌─────────┐   ┌─────────┐   ┌─────────┐   ┌─────────┐
-     │ OpenAI  │   │Anthropic│   │ Google  │   │ Ollama  │
-     └─────────┘   └─────────┘   └─────────┘   └─────────┘
-</pre>
-
-<h3>4. Metriken</h3>
-<table>
-  <tr><th>Metrik</th><th>Beschreibung</th><th>Messung</th></tr>
-  <tr><td>TTFB</td><td>Time to First Byte</td><td>Millisekunden</td></tr>
-  <tr><td>Total Latency</td><td>Gesamtantwortzeit</td><td>Millisekunden</td></tr>
-  <tr><td>Tokens/Sekunde</td><td>Generierungsgeschwindigkeit</td><td>Output Tokens/s</td></tr>
-  <tr><td>Kosten</td><td>Gesamtkosten</td><td>USD</td></tr>
-  <tr><td>Qualitaet</td><td>Manuelle/Auto Bewertung</td><td>1-5 Sterne</td></tr>
-</table>
-
-<h3>5. API Endpoints</h3>
-<table>
-  <tr><th>Endpoint</th><th>Methode</th><th>Beschreibung</th></tr>
-  <tr><td>/api/llm/compare</td><td>POST</td><td>Parallelen Vergleich starten</td></tr>
-  <tr><td>/api/llm/providers</td><td>GET</td><td>Verfuegbare Provider listen</td></tr>
-  <tr><td>/api/llm/stats</td><td>GET</td><td>Nutzungsstatistiken</td></tr>
-  <tr><td>/api/llm/benchmark</td><td>POST</td><td>Benchmark-Suite ausfuehren</td></tr>
-</table>
-
-<h3>6. Benchmark-Suite</h3>
-<p>Vordefinierte Tests fuer verschiedene Use Cases:</p>
-<ul>
-  <li><strong>Summarization:</strong> Textzusammenfassung verschiedener Laengen</li>
-  <li><strong>QA:</strong> Frage-Antwort auf Dokumenten</li>
-  <li><strong>Coding:</strong> Code-Generierung und -Erklaerung</li>
-  <li><strong>Classification:</strong> Textkategorisierung</li>
-  <li><strong>Translation:</strong> Mehrsprachige Uebersetzung</li>
-</ul>
-
-<h3>7. Kostenmanagement</h3>
-<pre>
-Budgetkontrolle
-     │
-     ├── Monatliches Limit pro Provider
-     ├── Echtzeit-Kostentracking
-     ├── Alerts bei 80%/90%/100%
-     └── Auto-Fallback bei Limit
-</pre>
-
-<h3>8. Datenschutz-Konfiguration</h3>
-<table>
-  <tr><th>Einstellung</th><th>Optionen</th><th>Default</th></tr>
-  <tr><td>Prompt-Logging</td><td>Ein/Aus/Anonymisiert</td><td>Anonymisiert</td></tr>
-  <tr><td>Response-Speicherung</td><td>Ein/Aus/24h</td><td>24h</td></tr>
-  <tr><td>Metriken-Retention</td><td>30/90/365 Tage</td><td>90 Tage</td></tr>
-  <tr><td>PII-Filter</td><td>Ein/Aus</td><td>Ein (geplant)</td></tr>
-</table>
-
-<h3>9. Fehlerbehandlung</h3>
-<ul>
-  <li><strong>Timeout:</strong> 30 Sekunden default, konfigurierbar</li>
-  <li><strong>Rate Limit:</strong> Automatisches Retry mit Backoff</li>
-  <li><strong>Provider Down:</strong> Skip und Warnung</li>
-  <li><strong>API Error:</strong> Fehlerdetails in Response</li>
-</ul>
-
-<h3>10. Best Practices</h3>
-<ol>
-  <li>Immer mindestens 3 Provider fuer aussagekraeftigen Vergleich</li>
-  <li>Benchmark-Suite fuer reproduzierbare Ergebnisse nutzen</li>
-  <li>Kosten und Qualitaet gemeinsam bewerten</li>
-  <li>Lokale Modelle fuer sensible Daten bevorzugen</li>
-</ol>
-`,
-}