feat: ai search

2026-02-26 03:10:15 +01:00
parent 0487bd8ebe
commit 20fd889751
14 changed files with 963 additions and 76 deletions
--- a/.gitea/workflows/deploy.yml
+++ b/.gitea/workflows/deploy.yml
@@ -255,6 +255,12 @@ jobs:
      # Analytics
      UMAMI_WEBSITE_ID:    ${{ secrets.UMAMI_WEBSITE_ID || vars.UMAMI_WEBSITE_ID }}
      UMAMI_API_ENDPOINT:  ${{ secrets.UMAMI_API_ENDPOINT || vars.UMAMI_API_ENDPOINT || 'https://analytics.infra.mintel.me' }}
+      
+      # Search & AI
+      OPENROUTER_API_KEY:  ${{ secrets.OPENROUTER_API_KEY || vars.OPENROUTER_API_KEY }}
+      QDRANT_URL:          ${{ secrets.QDRANT_URL || vars.QDRANT_URL || 'http://klz-qdrant:6333' }}
+      QDRANT_API_KEY:      ${{ secrets.QDRANT_API_KEY || vars.QDRANT_API_KEY }}
+      REDIS_URL:           ${{ secrets.REDIS_URL || vars.REDIS_URL || 'redis://klz-redis:6379' }}
    steps:
      - name: Checkout repository
        uses: actions/checkout@v4
@@ -313,6 +319,12 @@ jobs:
            echo "UMAMI_WEBSITE_ID=$UMAMI_WEBSITE_ID"
            echo "UMAMI_API_ENDPOINT=$UMAMI_API_ENDPOINT"
            echo ""
+            echo "# Search & AI"
+            echo "OPENROUTER_API_KEY=$OPENROUTER_API_KEY"
+            echo "QDRANT_URL=$QDRANT_URL"
+            echo "QDRANT_API_KEY=$QDRANT_API_KEY"
+            echo "REDIS_URL=$REDIS_URL"
+            echo ""
            echo "TARGET=$TARGET"
            echo "SENTRY_ENVIRONMENT=$TARGET"
            echo "PROJECT_NAME=$PROJECT_NAME"
--- a/app/api/ai-search/route.ts
+++ b/app/api/ai-search/route.ts
@@ -0,0 +1,138 @@
+import { NextResponse } from 'next/server';
+import { searchProducts } from '../../../src/lib/qdrant';
+import redis from '../../../src/lib/redis';
+import { z } from 'zod';
+
+// Config and constants
+const RATE_LIMIT_POINTS = 5; // 5 requests
+const RATE_LIMIT_DURATION = 60 * 1; // per 1 minute
+
+const requestSchema = z.object({
+    query: z.string().min(1).max(500),
+    _honeypot: z.string().max(0).optional(), // Honeypot trap: must be empty
+});
+
+export async function POST(req: Request) {
+    try {
+        // 1. IP extraction for Rate Limiting
+        const forwardedFor = req.headers.get('x-forwarded-for');
+        const realIp = req.headers.get('x-real-ip');
+        const ip = forwardedFor?.split(',')[0] || realIp || 'anon';
+        const rateLimitKey = `rate_limit:ai_search:${ip}`;
+
+        // Redis Rate Limiting
+        try {
+            const current = await redis.incr(rateLimitKey);
+            if (current === 1) {
+                await redis.expire(rateLimitKey, RATE_LIMIT_DURATION);
+            }
+            if (current > RATE_LIMIT_POINTS) {
+                return NextResponse.json({ error: 'Rate limit exceeded. Try again later.' }, { status: 429 });
+            }
+        } catch (redisError) {
+            console.warn('Redis error during rate limiting:', redisError);
+            // Fallback: proceed if Redis is down, to maintain availability
+        }
+
+        // 2. Validate request
+        const json = await req.json().catch(() => ({}));
+        const parseResult = requestSchema.safeParse(json);
+
+        if (!parseResult.success) {
+            return NextResponse.json({ error: 'Invalid request' }, { status: 400 });
+        }
+
+        const { query, _honeypot } = parseResult.data;
+
+        // 3. Honeypot check
+        // If the honeypot field has any content, this is a bot.
+        if (_honeypot && _honeypot.length > 0) {
+            // Return a fake success mask
+            return NextResponse.json({ answer: 'Searching...' }, { status: 200 });
+        }
+
+        // 4. Qdrant Context Retrieval
+        const searchResults = await searchProducts(query, 5);
+
+        // Build context block
+        const contextText = searchResults.map((res: any) => {
+            const payload = res.payload;
+            return `Product ID: ${payload?.id}
+Name: ${payload?.title}
+SKU: ${payload?.sku}
+Description: ${payload?.description}
+Slug: ${payload?.slug}
+---`;
+        }).join('\n');
+
+        // 5. OpenRouter Integration (gemini-3-flash-preview)
+        const openRouterKey = process.env.OPENROUTER_API_KEY;
+        if (!openRouterKey) {
+            return NextResponse.json({ error: 'Server configuration error' }, { status: 500 });
+        }
+
+        const systemPrompt = `You are the KLZ Cables AI Search Assistant, an intelligent, helpful, and highly specialized assistant strictly for the KLZ Cables website. 
+Your primary goal is to help users find the correct industrial cables and products based ONLY on the context provided.
+Follow these strict rules:
+1. ONLY answer questions related to products, search queries, cables, or industrial electronics.
+2. If the user asks a question entirely unrelated to products or the company (e.g., "What is the capital of France?", "Write a poem", "What is 2+2?"), REFUSE to answer it. Instead, reply with a funny, sarcastic, or humorous comment about how you only know about cables and wires.
+3. Base your product answers strictly on the CONTEXT provided below. Do not hallucinate products.
+4. Output your response as a valid JSON object matching this schema exactly, do not use Markdown codeblocks, output RAW JSON:
+{
+  "answerText": "A friendly description or answer based on the search.",
+  "products": [
+    { "id": "Context Product ID", "title": "Product Title", "sku": "Product SKU", "slug": "slug" }
+  ]
+}
+
+If you find relevant products in the context, add them to the "products" array. If no products match, use an empty array.
+
+CONTEXT:
+${contextText}
+`;
+
+        const response = await fetch('https://openrouter.ai/api/v1/chat/completions', {
+            method: 'POST',
+            headers: {
+                'Authorization': `Bearer ${openRouterKey}`,
+                'Content-Type': 'application/json',
+                'HTTP-Referer': process.env.NEXT_PUBLIC_BASE_URL || 'https://klz-cables.com',
+                'X-Title': 'KLZ Cables Search AI',
+            },
+            body: JSON.stringify({
+                model: 'google/gemini-3-flash-preview',
+                messages: [
+                    { role: 'system', content: systemPrompt },
+                    { role: 'user', content: query }
+                ],
+                response_format: { type: "json_object" }
+            }),
+        });
+
+        if (!response.ok) {
+            const errorBody = await response.text();
+            throw new Error(`OpenRouter error: ${response.status} ${errorBody}`);
+        }
+
+        const completion = await response.json();
+        const rawContent = completion.choices?.[0]?.message?.content;
+
+        let answerJson;
+        try {
+            // Remove any potential markdown json block markers
+            const sanitizedObjStr = rawContent.replace(/^```json\s*/, '').replace(/\s*```$/, '');
+            answerJson = JSON.parse(sanitizedObjStr);
+        } catch (parseError) {
+            console.error('Failed to parse AI response:', rawContent);
+            answerJson = {
+                answerText: rawContent || "Sorry, I had trouble thinking about cables right now.",
+                products: []
+            };
+        }
+
+        return NextResponse.json(answerJson);
+    } catch (error) {
+        console.error('AI Search API Error:', error);
+        return NextResponse.json({ error: 'Internal server error' }, { status: 500 });
+    }
+}
--- a/components/Footer.tsx
+++ b/components/Footer.tsx
@@ -3,6 +3,7 @@
 import Link from 'next/link';
 import Image from 'next/image';
 import { useTranslations, useLocale } from 'next-intl';
+import { ShieldCheck, Leaf, Lock, Accessibility, Zap } from 'lucide-react';
 import { Container } from './ui';
 import { useAnalytics } from './analytics/useAnalytics';
 import { AnalyticsEvents } from './analytics/analytics-events';
@@ -275,6 +276,48 @@ export default function Footer() {
            </Link>
          </div>
        </div>
+
+        {/* Brand & Quality Sub-Footer */}
+        <div className="pt-8 mt-8 border-t border-white/5 flex flex-col md:flex-row justify-between items-center gap-6 text-white/40 text-[10px] sm:text-xs">
+          <div>
+            <a
+              href="https://mintel.me"
+              target="_blank"
+              rel="noopener noreferrer"
+              onClick={() =>
+                trackEvent(AnalyticsEvents.LINK_CLICK, {
+                  target: 'mintel_agency',
+                  location: 'sub_footer',
+                })
+              }
+              className="hover:text-white/80 transition-colors flex items-center gap-1.5"
+            >
+              Website entwickelt von Marc Mintel
+            </a>
+          </div>
+          <div className="flex flex-wrap justify-center md:justify-end gap-x-6 gap-y-3">
+            <div className="flex items-center gap-1.5" title="SSL Secured">
+              <ShieldCheck className="w-3.5 h-3.5" />
+              <span>SSL Secured</span>
+            </div>
+            <div className="flex items-center gap-1.5" title="Green Hosting">
+              <Leaf className="w-3.5 h-3.5" />
+              <span>Green Hosting</span>
+            </div>
+            <div className="flex items-center gap-1.5" title="DSGVO Compliant">
+              <Lock className="w-3.5 h-3.5" />
+              <span>DSGVO Compliant</span>
+            </div>
+            <div className="flex items-center gap-1.5" title="WCAG">
+              <Accessibility className="w-3.5 h-3.5" />
+              <span>WCAG</span>
+            </div>
+            <div className="flex items-center gap-1.5" title="PageSpeed 90+">
+              <Zap className="w-3.5 h-3.5" />
+              <span>PageSpeed 90+</span>
+            </div>
+          </div>
+        </div>
      </Container>
    </footer>
  );
--- a/components/Header.tsx
+++ b/components/Header.tsx
@@ -9,6 +9,8 @@ import { useEffect, useState, useRef } from 'react';
 import { cn } from './ui';
 import { useAnalytics } from './analytics/useAnalytics';
 import { AnalyticsEvents } from './analytics/analytics-events';
+import { Search } from 'lucide-react';
+import { AISearchResults } from './search/AISearchResults';

 export default function Header() {
  const t = useTranslations('Navigation');
@@ -16,6 +18,7 @@ export default function Header() {
  const { trackEvent } = useAnalytics();
  const [isScrolled, setIsScrolled] = useState(false);
  const [isMobileMenuOpen, setIsMobileMenuOpen] = useState(false);
+  const [isSearchOpen, setIsSearchOpen] = useState(false);
  const mobileMenuRef = useRef<HTMLDivElement>(null);

  // Extract locale from pathname
@@ -274,6 +277,19 @@ export default function Header() {
              <div
                className="animate-in fade-in zoom-in-95 fill-mode-both"
                style={{ animationDuration: '600ms', animationDelay: '700ms' }}
+              >
+                <button
+                  onClick={() => setIsSearchOpen(true)}
+                  className="hover:text-accent transition-colors p-2"
+                  aria-label="Search"
+                >
+                  <Search className="w-5 h-5 md:w-6 md:h-6" />
+                </button>
+              </div>
+
+              <div
+                className="animate-in fade-in zoom-in-95 fill-mode-both"
+                style={{ animationDuration: '600ms', animationDelay: '800ms' }}
              >
                <Button
                  href={`/${currentLocale}/${currentLocale === 'de' ? 'kontakt' : 'contact'}`}
@@ -445,6 +461,11 @@ export default function Header() {
          </nav>
        </div>
      </header>
+
+      <AISearchResults
+        isOpen={isSearchOpen}
+        onClose={() => setIsSearchOpen(false)}
+      />
    </>
  );
 }
--- a/components/home/Hero.tsx
+++ b/components/home/Hero.tsx
@@ -6,6 +6,9 @@ import { useTranslations, useLocale } from 'next-intl';
 import dynamic from 'next/dynamic';
 import { useAnalytics } from '../analytics/useAnalytics';
 import { AnalyticsEvents } from '../analytics/analytics-events';
+import { useState } from 'react';
+import { Search, Sparkles } from 'lucide-react';
+import { AISearchResults } from '../search/AISearchResults';
 const HeroIllustration = dynamic(() => import('./HeroIllustration'), { ssr: false });

 export default function Hero({ data }: { data?: any }) {
@@ -13,91 +16,132 @@ export default function Hero({ data }: { data?: any }) {
  const locale = useLocale();
  const { trackEvent } = useAnalytics();

+  const [searchQuery, setSearchQuery] = useState('');
+  const [isSearchOpen, setIsSearchOpen] = useState(false);
+
+  const handleSearchSubmit = (e: React.FormEvent) => {
+    e.preventDefault();
+    if (searchQuery.trim()) {
+      setIsSearchOpen(true);
+    }
+  };
+
  return (
-    <Section className="relative min-h-[85vh] md:h-[90vh] flex flex-col items-center justify-center overflow-hidden bg-primary py-12 md:py-0 lg:py-0">
-      <Container className="relative z-10 text-center md:text-left text-white w-full order-2 md:order-none">
-        <div className="max-w-5xl mx-auto md:mx-0">
-          <div>
-            <Heading
-              level={1}
-              className="text-center md:text-left mb-6 md:mb-8 md:max-w-none text-white text-4xl sm:text-5xl md:text-7xl font-extrabold [text-shadow:_-2px_-2px_0_#002b49,_2px_-2px_0_#002b49,_-2px_2px_0_#002b49,_2px_2px_0_#002b49,_-2px_0_0_#002b49,_2px_0_0_#002b49,_0_-2px_0_#002b49,_0_2px_0_#002b49]"
-            >
-              {data?.title ? (
-                <span dangerouslySetInnerHTML={{ __html: data.title.replace(/<green>/g, '<span class="relative inline-block"><span class="relative z-10 text-accent italic inline-block">').replace(/<\/green>/g, '</span><div class="w-[140%] h-[140%] -top-[20%] -left-[20%] text-accent/30 hidden md:block absolute -z-10 animate-in fade-in zoom-in-0 duration-1000 ease-out fill-mode-both" style="animation-delay: 500ms;"><Scribble variant="circle" /></div></span>') }} />
-              ) : (
-                t.rich('title', {
-                  green: (chunks) => (
-                    <span className="relative inline-block">
-                      <span className="relative z-10 text-accent italic inline-block">{chunks}</span>
-                      <div
-                        className="w-[140%] h-[140%] -top-[20%] -left-[20%] text-accent/30 hidden md:block absolute -z-10 animate-in fade-in zoom-in-0 duration-1000 ease-out fill-mode-both"
-                        style={{ animationDelay: '500ms' }}
-                      >
-                        <Scribble variant="circle" />
-                      </div>
-                    </span>
-                  ),
-                })
-              )}
-            </Heading>
-          </div>
-          <div>
-            <p className="text-lg md:text-xl text-white leading-relaxed max-w-2xl mb-10 md:mb-12">
-              {data?.subtitle || t('subtitle')}
-            </p>
-          </div>
-          <div className="flex flex-col sm:flex-row justify-center md:justify-start gap-4 md:gap-6">
+    <>
+      <Section className="relative min-h-[85vh] md:h-[90vh] flex flex-col items-center justify-center overflow-hidden bg-primary py-12 md:py-0 lg:py-0">
+        <Container className="relative z-10 text-center md:text-left text-white w-full order-2 md:order-none">
+          <div className="max-w-5xl mx-auto md:mx-0">
            <div>
+              <Heading
+                level={1}
+                className="text-center md:text-left mb-6 md:mb-8 md:max-w-none text-white text-4xl sm:text-5xl md:text-7xl font-extrabold [text-shadow:_-2px_-2px_0_#002b49,_2px_-2px_0_#002b49,_-2px_2px_0_#002b49,_2px_2px_0_#002b49,_-2px_0_0_#002b49,_2px_0_0_#002b49,_0_-2px_0_#002b49,_0_2px_0_#002b49]"
+              >
+                {data?.title ? (
+                  <span dangerouslySetInnerHTML={{ __html: data.title.replace(/<green>/g, '<span class="relative inline-block"><span class="relative z-10 text-accent italic inline-block">').replace(/<\/green>/g, '</span><div class="w-[140%] h-[140%] -top-[20%] -left-[20%] text-accent/30 hidden md:block absolute -z-10 animate-in fade-in zoom-in-0 duration-1000 ease-out fill-mode-both" style="animation-delay: 500ms;"><Scribble variant="circle" /></div></span>') }} />
+                ) : (
+                  t.rich('title', {
+                    green: (chunks) => (
+                      <span className="relative inline-block">
+                        <span className="relative z-10 text-accent italic inline-block">{chunks}</span>
+                        <div
+                          className="w-[140%] h-[140%] -top-[20%] -left-[20%] text-accent/30 hidden md:block absolute -z-10 animate-in fade-in zoom-in-0 duration-1000 ease-out fill-mode-both"
+                          style={{ animationDelay: '500ms' }}
+                        >
+                          <Scribble variant="circle" />
+                        </div>
+                      </span>
+                    ),
+                  })
+                )}
+              </Heading>
+            </div>
+            <div>
+              <p className="text-lg md:text-xl text-white leading-relaxed max-w-2xl mb-10 md:mb-12">
+                {data?.subtitle || t('subtitle')}
+              </p>
+            </div>
+            <form
+              onSubmit={handleSearchSubmit}
+              className="w-full max-w-2xl bg-white/10 backdrop-blur-md border border-white/20 rounded-full p-2 flex items-center mt-8 mb-10 transition-all focus-within:bg-white/15 focus-within:border-accent"
+            >
+              <Sparkles className="w-6 h-6 text-accent ml-4 hidden sm:block" />
+              <input
+                type="text"
+                value={searchQuery}
+                onChange={(e) => setSearchQuery(e.target.value)}
+                placeholder="Suchen Sie nach einem Kabel (z.B. N2XY, NYM-J)..."
+                className="flex-1 bg-transparent border-none text-white px-4 py-3 placeholder:text-white/60 focus:outline-none text-lg"
+              />
              <Button
-                href="/contact"
+                type="submit"
                variant="accent"
                size="lg"
-                className="group w-full sm:w-auto h-14 md:h-16 px-8 md:px-10 text-base md:text-lg hover:scale-105 transition-transform"
-                onClick={() =>
-                  trackEvent(AnalyticsEvents.BUTTON_CLICK, {
-                    label: data?.ctaLabel || t('cta'),
-                    location: 'home_hero_primary',
-                  })
-                }
+                className="rounded-full px-8 py-3 shrink-0"
              >
-                {data?.ctaLabel || t('cta')}
-                <span className="transition-transform group-hover/btn:translate-x-1 ml-2">
-                  &rarr;
-                </span>
-              </Button>
-            </div>
-            <div>
-              <Button
-                href={`/${locale}/${locale === 'de' ? 'produkte' : 'products'}`}
-                variant="white"
-                size="lg"
-                className="group w-full sm:w-auto h-14 md:h-16 px-8 md:px-10 text-base md:text-lg md:bg-white md:text-primary md:hover:bg-neutral-light md:border-none hover:scale-105 transition-transform"
-                onClick={() =>
-                  trackEvent(AnalyticsEvents.BUTTON_CLICK, {
-                    label: data?.secondaryCtaLabel || t('exploreProducts'),
-                    location: 'home_hero_secondary',
-                  })
-                }
-              >
-                {data?.secondaryCtaLabel || t('exploreProducts')}
+                <Search className="w-5 h-5 mr-2 -ml-2" />
+                Suchen
              </Button>
+            </form>
+
+            <div className="flex flex-col sm:flex-row justify-center md:justify-start gap-4 md:gap-6">
+              <div>
+                <Button
+                  href="/contact"
+                  variant="white"
+                  size="lg"
+                  className="group w-full sm:w-auto h-14 md:h-16 px-8 md:px-10 text-base md:text-lg hover:scale-105 transition-transform"
+                  onClick={() =>
+                    trackEvent(AnalyticsEvents.BUTTON_CLICK, {
+                      label: data?.ctaLabel || t('cta'),
+                      location: 'home_hero_primary',
+                    })
+                  }
+                >
+                  {data?.ctaLabel || t('cta')}
+                  <span className="transition-transform group-hover/btn:translate-x-1 ml-2">
+                    &rarr;
+                  </span>
+                </Button>
+              </div>
+              <div>
+                <Button
+                  href={`/${locale}/${locale === 'de' ? 'produkte' : 'products'}`}
+                  variant="outline"
+                  size="lg"
+                  className="group w-full sm:w-auto h-14 md:h-16 px-8 md:px-10 text-base md:text-lg text-white border-white/30 hover:bg-white/10 hover:border-white transition-all"
+                  onClick={() =>
+                    trackEvent(AnalyticsEvents.BUTTON_CLICK, {
+                      label: data?.secondaryCtaLabel || t('exploreProducts'),
+                      location: 'home_hero_secondary',
+                    })
+                  }
+                >
+                  {data?.secondaryCtaLabel || t('exploreProducts')}
+                </Button>
+              </div>
            </div>
          </div>
-        </div>
-      </Container>
+        </Container>

-      <div className="relative md:absolute inset-0 z-0 w-full h-[40vh] md:h-full order-1 md:order-none mb-[-80px] md:mb-0 mt-[80px] md:mt-0 overflow-visible pointer-events-none animate-in fade-in zoom-in-95 duration-1000 ease-out fill-mode-both">
-        <HeroIllustration />
-      </div>
-
-      <div
-        className="absolute bottom-6 md:bottom-10 left-1/2 -translate-x-1/2 hidden sm:block animate-in fade-in slide-in-from-bottom-4 duration-1000 ease-out fill-mode-both"
-        style={{ animationDelay: '2000ms' }}
-      >
-        <div className="w-6 h-10 border-2 border-white/30 rounded-full flex justify-center p-1">
-          <div className="w-1 h-2 bg-white rounded-full animate-bounce" />
+        <div className="relative md:absolute inset-0 z-0 w-full h-[40vh] md:h-full order-1 md:order-none mb-[-80px] md:mb-0 mt-[80px] md:mt-0 overflow-visible pointer-events-none animate-in fade-in zoom-in-95 duration-1000 ease-out fill-mode-both">
+          <HeroIllustration />
        </div>
-      </div>
-    </Section>
+
+        <div
+          className="absolute bottom-6 md:bottom-10 left-1/2 -translate-x-1/2 hidden sm:block animate-in fade-in slide-in-from-bottom-4 duration-1000 ease-out fill-mode-both"
+          style={{ animationDelay: '2000ms' }}
+        >
+          <div className="w-6 h-10 border-2 border-white/30 rounded-full flex justify-center p-1">
+            <div className="w-1 h-2 bg-white rounded-full animate-bounce" />
+          </div>
+        </div>
+      </Section>
+      <AISearchResults
+        isOpen={isSearchOpen}
+        onClose={() => setIsSearchOpen(false)}
+        initialQuery={searchQuery}
+        triggerSearch={true}
+      />
+    </>
  );
 }
--- a/components/search/AISearchResults.tsx
+++ b/components/search/AISearchResults.tsx
@@ -0,0 +1,230 @@
+'use client';
+
+import { useState, useRef, useEffect, KeyboardEvent } from 'react';
+import { useTranslations } from 'next-intl';
+import { Search, Loader2, X, Sparkles, ChevronRight, MessageSquareWarning } from 'lucide-react';
+import { Button, cn } from '@/components/ui';
+import Link from 'next/link';
+import { useAnalytics } from '../analytics/useAnalytics';
+import { AnalyticsEvents } from '../analytics/analytics-events';
+import Image from 'next/image';
+
+interface ProductMatch {
+    id: string;
+    title: string;
+    sku: string;
+    slug: string;
+}
+
+interface AIResponse {
+    answerText: string;
+    products: ProductMatch[];
+}
+
+interface ComponentProps {
+    isOpen: boolean;
+    onClose: () => void;
+    initialQuery?: string;
+    triggerSearch?: boolean; // If true, immediately searches on mount with initialQuery
+}
+
+export function AISearchResults({ isOpen, onClose, initialQuery = '', triggerSearch = false }: ComponentProps) {
+    const t = useTranslations('Search');
+    const { trackEvent } = useAnalytics();
+
+    const [query, setQuery] = useState(initialQuery);
+    const [honeypot, setHoneypot] = useState('');
+    const [isLoading, setIsLoading] = useState(false);
+    const [response, setResponse] = useState<AIResponse | null>(null);
+    const [error, setError] = useState<string | null>(null);
+    const inputRef = useRef<HTMLInputElement>(null);
+    const modalRef = useRef<HTMLDivElement>(null);
+
+    useEffect(() => {
+        if (isOpen) {
+            document.body.style.overflow = 'hidden';
+            // Slight delay to allow animation to start before focus
+            setTimeout(() => inputRef.current?.focus(), 100);
+
+            if (triggerSearch && initialQuery && !response) {
+                handleSearch(initialQuery);
+            }
+        } else {
+            document.body.style.overflow = 'unset';
+        }
+        return () => { document.body.style.overflow = 'unset'; };
+    }, [isOpen, triggerSearch]);
+
+    useEffect(() => {
+        setQuery(initialQuery);
+    }, [initialQuery]);
+
+    const handleSearch = async (searchQuery: string = query) => {
+        if (!searchQuery.trim()) return;
+
+        setIsLoading(true);
+        setError(null);
+        setResponse(null);
+
+        trackEvent(AnalyticsEvents.FORM_SUBMIT, {
+            type: 'ai_search',
+            query: searchQuery
+        });
+
+        try {
+            const res = await fetch('/api/ai-search', {
+                method: 'POST',
+                headers: { 'Content-Type': 'application/json' },
+                body: JSON.stringify({ query: searchQuery, _honeypot: honeypot })
+            });
+
+            const data = await res.json();
+
+            if (!res.ok) {
+                throw new Error(data.error || 'Failed to fetch search results');
+            }
+
+            setResponse(data);
+        } catch (err: any) {
+            console.error(err);
+            setError(err.message || 'An error occurred while searching. Please try again.');
+        } finally {
+            setIsLoading(false);
+        }
+    };
+
+    const onKeyDown = (e: KeyboardEvent<HTMLInputElement>) => {
+        if (e.key === 'Enter') {
+            e.preventDefault();
+            handleSearch();
+        }
+        if (e.key === 'Escape') {
+            onClose();
+        }
+    };
+
+    if (!isOpen) return null;
+
+    return (
+        <div className="fixed inset-0 z-[100] flex items-start justify-center pt-16 md:pt-24 px-4 bg-primary/95 backdrop-blur-xl transition-all duration-300 animate-in fade-in">
+            <div
+                className="absolute inset-0"
+                onClick={onClose}
+                aria-hidden="true"
+            />
+
+            <div
+                ref={modalRef}
+                className="relative w-full max-w-4xl bg-[#002b49]/90 border border-white/10 rounded-3xl shadow-2xl shadow-black/50 overflow-hidden flex flex-col h-[75vh] animate-in slide-in-from-bottom-10"
+            >
+                {/* Header - Search Bar */}
+                <div className="p-6 md:p-8 flex items-center border-b border-white/10 relative z-10 bg-gradient-to-r from-primary/80 to-[#00223A]/80">
+                    <Sparkles className="w-6 h-6 text-accent shrink-0 mr-4" />
+                    <input
+                        ref={inputRef}
+                        type="text"
+                        value={query}
+                        onChange={(e) => setQuery(e.target.value)}
+                        onKeyDown={onKeyDown}
+                        placeholder={"What are you looking for?"}
+                        className="w-full bg-transparent border-none text-white text-xl md:text-3xl font-extrabold focus:outline-none placeholder:text-white/30"
+                    />
+                    <input
+                        type="text"
+                        className="hidden"
+                        value={honeypot}
+                        onChange={(e) => setHoneypot(e.target.value)}
+                        tabIndex={-1}
+                        autoComplete="off"
+                        aria-hidden="true"
+                    />
+                    {isLoading ? (
+                        <Loader2 className="w-8 h-8 text-white/50 animate-spin shrink-0 ml-4" />
+                    ) : query ? (
+                        <button
+                            onClick={() => handleSearch()}
+                            className="text-white hover:text-accent transition-colors ml-4 shrink-0"
+                            aria-label="Search"
+                        >
+                            <Search className="w-8 h-8" />
+                        </button>
+                    ) : null}
+                    <div className="w-px h-10 bg-white/10 mx-6 hidden md:block" />
+                    <button
+                        onClick={onClose}
+                        className="text-white/50 hover:text-white transition-colors shrink-0"
+                        aria-label="Close"
+                    >
+                        <X className="w-8 h-8 md:w-10 md:h-10" />
+                    </button>
+                </div>
+
+                {/* Content Area */}
+                <div className="flex-1 overflow-y-auto p-6 md:p-8 relative">
+                    {!response && !isLoading && !error && (
+                        <div className="flex flex-col items-center justify-center h-full text-center opacity-50 space-y-4">
+                            <Search className="w-16 h-16" />
+                            <p className="text-xl md:text-2xl font-bold">Describe what you need, and our AI will find it.</p>
+                        </div>
+                    )}
+
+                    {error && (
+                        <div className="flex items-start space-x-4 bg-red-500/10 border border-red-500/20 p-6 rounded-2xl">
+                            <MessageSquareWarning className="w-8 h-8 text-red-400 shrink-0" />
+                            <div>
+                                <h3 className="text-xl font-bold text-red-200">Encountered an error</h3>
+                                <p className="text-red-300 mt-2">{error}</p>
+                            </div>
+                        </div>
+                    )}
+
+                    {response && (
+                        <div className="space-y-8 animate-in fade-in slide-in-from-bottom-4 duration-500">
+                            {/* AI Answer */}
+                            <div className="bg-white/5 border border-white/10 rounded-2xl p-6 md:p-8 relative overflow-hidden group">
+                                <div className="absolute top-0 left-0 w-1 h-full bg-accent" />
+                                <Sparkles className="absolute top-4 right-4 w-6h-6 text-accent/20 group-hover:text-accent/40 transition-colors" />
+                                <h3 className="text-sm font-bold tracking-widest uppercase text-accent mb-4">AI Assistant</h3>
+                                <p className="text-lg md:text-xl text-white/90 leading-relaxed font-medium">
+                                    {response.answerText}
+                                </p>
+                            </div>
+
+                            {/* Product Matches */}
+                            {response.products && response.products.length > 0 && (
+                                <div className="space-y-4">
+                                    <h3 className="text-sm font-bold tracking-widest uppercase text-white/50">Matching Products</h3>
+                                    <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
+                                        {response.products.map((product, idx) => (
+                                            <Link
+                                                key={idx}
+                                                href={`/produkte/${product.slug}`}
+                                                onClick={() => {
+                                                    onClose();
+                                                    trackEvent(AnalyticsEvents.BUTTON_CLICK, {
+                                                        target: product.slug,
+                                                        location: 'ai_search_results'
+                                                    });
+                                                }}
+                                                className="group flex flex-col justify-between bg-white text-primary rounded-xl p-6 hover:shadow-2xl hover:-translate-y-1 transition-all duration-300"
+                                            >
+                                                <div>
+                                                    <p className="text-xs font-bold text-primary/50 tracking-wider mb-2">{product.sku}</p>
+                                                    <h4 className="text-xl md:text-2xl font-extrabold mb-4 group-hover:text-accent transition-colors">{product.title}</h4>
+                                                </div>
+                                                <div className="flex items-center text-sm font-bold tracking-widest uppercase">
+                                                    <span className="group-hover:text-accent transition-colors">Details</span>
+                                                    <ChevronRight className="w-4 h-4 ml-1 group-hover:text-accent transition-colors group-hover:translate-x-1" />
+                                                </div>
+                                            </Link>
+                                        ))}
+                                    </div>
+                                </div>
+                            )}
+                        </div>
+                    )}
+                </div>
+            </div>
+        </div>
+    );
+}
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -75,6 +75,24 @@ services:
    ports:
      - "54322:5432"

+  klz-redis:
+    image: redis:7-alpine
+    restart: unless-stopped
+    networks:
+      - default
+    ports:
+      - "6379:6379"
+
+  klz-qdrant:
+    image: qdrant/qdrant:v1.13.2
+    restart: unless-stopped
+    volumes:
+      - klz_qdrant_data:/qdrant/storage
+    networks:
+      - default
+    ports:
+      - "6333:6333"
+
 networks:
  default:
    name: ${PROJECT_NAME:-klz-cables}-internal
@@ -84,6 +102,8 @@ networks:
 volumes:
  klz_db_data:
    external: false
+  klz_qdrant_data:
+    external: false
  klz_node_modules:
  klz_next_cache:
  klz_turbo_cache:
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -88,6 +88,23 @@ services:
    networks:
      - default

+  klz-redis:
+    image: redis:7-alpine
+    restart: unless-stopped
+    networks:
+      - default
+
+  klz-qdrant:
+    image: qdrant/qdrant:v1.13.2
+    restart: unless-stopped
+    environment:
+      QDRANT__SERVICE__HTTP_PORT: 6333
+      QDRANT__SERVICE__GRPC_PORT: 6334
+    volumes:
+      - klz_qdrant_data:/qdrant/storage
+    networks:
+      - default
+
 networks:
  default:
    name: ${PROJECT_NAME:-klz-cables}-internal
@@ -99,3 +116,5 @@ volumes:
    external: false
  klz_media_data:
    external: false
+  klz_qdrant_data:
+    external: false
--- a/next-env.d.ts
+++ b/next-env.d.ts
@@ -1,6 +1,6 @@
 /// <reference types="next" />
 /// <reference types="next/image-types/global" />
-import "./.next/types/routes.d.ts";
+import "./.next/dev/types/routes.d.ts";

 // NOTE: This file should not be edited
 // see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
--- a/package.json
+++ b/package.json
@@ -4,6 +4,7 @@
  "private": true,
  "packageManager": "pnpm@10.18.3",
  "dependencies": {
+    "@ai-sdk/google": "^3.0.31",
    "@mintel/mail": "1.8.3",
    "@mintel/next-config": "1.8.3",
    "@mintel/next-feedback": "1.8.10",
@@ -13,10 +14,12 @@
    "@payloadcms/next": "^3.77.0",
    "@payloadcms/richtext-lexical": "^3.77.0",
    "@payloadcms/ui": "^3.77.0",
+    "@qdrant/js-client-rest": "^1.17.0",
    "@react-email/components": "^1.0.7",
    "@react-pdf/renderer": "^4.3.2",
    "@sentry/nextjs": "^10.39.0",
    "@types/recharts": "^2.0.1",
+    "ai": "^6.0.101",
    "axios": "^1.13.5",
    "clsx": "^2.1.1",
    "framer-motion": "^12.34.0",
@@ -24,6 +27,7 @@
    "gray-matter": "^4.0.3",
    "i18next": "^25.7.3",
    "import-in-the-middle": "^1.11.0",
+    "ioredis": "^5.9.3",
    "jsdom": "^27.4.0",
    "leaflet": "^1.9.4",
    "next": "16.1.6",
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -12,6 +12,9 @@ importers:

  .:
    dependencies:
+      '@ai-sdk/google':
+        specifier: ^3.0.31
+        version: 3.0.31(zod@3.25.76)
      '@mintel/mail':
        specifier: 1.8.3
        version: 1.8.3(react-dom@19.2.4(react@19.2.4))(react@19.2.4)
@@ -39,6 +42,9 @@ importers:
      '@payloadcms/ui':
        specifier: ^3.77.0
        version: 3.77.0(@types/react@19.2.13)(monaco-editor@0.55.1)(next@16.1.6(@babel/core@7.29.0)(@opentelemetry/api@1.9.0)(react-dom@19.2.4(react@19.2.4))(react@19.2.4)(sass@1.97.3))(payload@3.77.0(graphql@16.12.0)(typescript@5.9.3))(react-dom@19.2.4(react@19.2.4))(react@19.2.4)(typescript@5.9.3)
+      '@qdrant/js-client-rest':
+        specifier: ^1.17.0
+        version: 1.17.0(typescript@5.9.3)
      '@react-email/components':
        specifier: ^1.0.7
        version: 1.0.7(react-dom@19.2.4(react@19.2.4))(react@19.2.4)
@@ -51,6 +57,9 @@ importers:
      '@types/recharts':
        specifier: ^2.0.1
        version: 2.0.1(@types/react@19.2.13)(react-dom@19.2.4(react@19.2.4))(react-is@16.13.1)(react@19.2.4)(redux@5.0.1)
+      ai:
+        specifier: ^6.0.101
+        version: 6.0.101(zod@3.25.76)
      axios:
        specifier: ^1.13.5
        version: 1.13.5(debug@4.4.3)
@@ -72,6 +81,9 @@ importers:
      import-in-the-middle:
        specifier: ^1.11.0
        version: 1.15.0
+      ioredis:
+        specifier: ^5.9.3
+        version: 5.9.3
      jsdom:
        specifier: ^27.4.0
        version: 27.4.0
@@ -268,6 +280,28 @@ packages:
  '@acemir/cssom@0.9.31':
    resolution: {integrity: sha512-ZnR3GSaH+/vJ0YlHau21FjfLYjMpYVIzTD8M8vIEQvIGxeOXyXdzCI140rrCY862p/C/BbzWsjc1dgnM9mkoTA==}

+  '@ai-sdk/gateway@3.0.55':
+    resolution: {integrity: sha512-7xMeTJnCjwRwXKVCiv4Ly4qzWvDuW3+W1WIV0X1EFu6W83d4mEhV9bFArto10MeTw40ewuDjrbrZd21mXKohkw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/google@3.0.31':
+    resolution: {integrity: sha512-RVNz8WFSIRbXbYDBE6JvlE2escWPJimBCs22LzKEYH7DNfl/X7cHNa1LFho4PsY6Ib0JmbzB8s2+i0wHs/wNCg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider-utils@4.0.15':
+    resolution: {integrity: sha512-8XiKWbemmCbvNN0CLR9u3PQiet4gtEVIrX4zzLxnCj06AwsEDJwJVBbKrEI4t6qE8XRSIvU2irka0dcpziKW6w==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider@3.0.8':
+    resolution: {integrity: sha512-oGMAgGoQdBXbZqNG0Ze56CHjDZ1IDYOwGYxYjO5KLSlz5HiNQ9udIXsPZ61VWaHGZ5XW/jyjmr6t2xz2jGVwbQ==}
+    engines: {node: '>=18'}
+
  '@alloc/quick-lru@5.2.0':
    resolution: {integrity: sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==}
    engines: {node: '>=10'}
@@ -1563,6 +1597,9 @@ packages:
    cpu: [x64]
    os: [win32]

+  '@ioredis/commands@1.5.0':
+    resolution: {integrity: sha512-eUgLqrMf8nJkZxT24JvVRrQya1vZkQh8BBeYNwGDqa5I0VUi8ACx7uFvAaLxintokpTenkK6DASvo/bvNbBGow==}
+
  '@isaacs/cliui@8.0.2':
    resolution: {integrity: sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==}
    engines: {node: '>=12'}
@@ -2167,6 +2204,16 @@ packages:
    engines: {node: '>=18'}
    hasBin: true

+  '@qdrant/js-client-rest@1.17.0':
+    resolution: {integrity: sha512-aZFQeirWVqWAa1a8vJ957LMzcXkFHGbsoRhzc8AkGfg6V0jtK8PlG8/eyyc2xhYsR961FDDx1Tx6nyE0K7lS+A==}
+    engines: {node: '>=18.17.0', pnpm: '>=8'}
+    peerDependencies:
+      typescript: '>=4.7'
+
+  '@qdrant/openapi-typescript-fetch@1.2.6':
+    resolution: {integrity: sha512-oQG/FejNpItrxRHoyctYvT3rwGZOnK4jr3JdppO/c78ktDvkWiPXPHNsrDf33K9sZdRb6PR7gi4noIapu5q4HA==}
+    engines: {node: '>=18.0.0', pnpm: '>=8'}
+
  '@react-email/body@0.0.11':
    resolution: {integrity: sha512-ZSD2SxVSgUjHGrB0Wi+4tu3MEpB4fYSbezsFNEJk2xCWDBkFiOeEsjTmR5dvi+CxTK691hQTQlHv0XWuP7ENTg==}
    peerDependencies:
@@ -3368,6 +3415,10 @@ packages:
    cpu: [x64]
    os: [win32]

+  '@vercel/oidc@3.1.0':
+    resolution: {integrity: sha512-Fw28YZpRnA3cAHHDlkt7xQHiJ0fcL+NRcIqsocZQUSmbzeIKRpwttJjik5ZGanXP+vlA4SbTg+AbA3bP363l+w==}
+    engines: {node: '>= 20'}
+
  '@vitejs/plugin-react@5.1.4':
    resolution: {integrity: sha512-VIcFLdRi/VYRU8OL/puL7QXMYafHmqOnwTZY50U1JPlCNj30PxCMx65c494b1K9be9hX83KVt0+gTEwTWLqToA==}
    engines: {node: ^20.19.0 || >=22.12.0}
@@ -3513,6 +3564,12 @@ packages:
    resolution: {integrity: sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==}
    engines: {node: '>= 14'}

+  ai@6.0.101:
+    resolution: {integrity: sha512-Ur/NgbgOp1rdhyDiKDk6EOpSgd1g5ADlbcD1cjQJtQsnmhEngz3Rf8nK5JetDh0vnbLy2aEBpaQeL+zvLRWuaA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
  ajv-formats@2.1.1:
    resolution: {integrity: sha512-Wx0Kx52hxE7C18hkMEggYlEifqWZtYaRgouJor+WMdPnQyEK13vgEWyVNup7SoeeoLMsr4kf5h6dOW11I15MUA==}
    peerDependencies:
@@ -3997,6 +4054,10 @@ packages:
    resolution: {integrity: sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA==}
    engines: {node: '>=6'}

+  cluster-key-slot@1.1.2:
+    resolution: {integrity: sha512-RMr0FhtfXemyinomL4hrWcYJxmX6deFdCxpJzhDttxgO1+bcCnkk+9drydLVDmAMG7NE6aN/fl4F7ucU/90gAA==}
+    engines: {node: '>=0.10.0'}
+
  color-convert@1.9.3:
    resolution: {integrity: sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg==}

@@ -4395,6 +4456,10 @@ packages:
    resolution: {integrity: sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==}
    engines: {node: '>=0.4.0'}

+  denque@2.1.0:
+    resolution: {integrity: sha512-HVQE3AAb/pxF8fQAoiqpvg9i3evqug3hoiwakOyZAwJm+6vZehbkYXZ0l4JxS+I3QxM97v5aaRNhj8v5oBhekw==}
+    engines: {node: '>=0.10'}
+
  depd@2.0.0:
    resolution: {integrity: sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==}
    engines: {node: '>= 0.8'}
@@ -4892,6 +4957,10 @@ packages:
    resolution: {integrity: sha512-mQw+2fkQbALzQ7V0MY0IqdnXNOeTtP4r0lN9z7AAawCXgqea7bDii20AYrIBrFd/Hx0M2Ocz6S111CaFkUcb0Q==}
    engines: {node: '>=0.8.x'}

+  eventsource-parser@3.0.6:
+    resolution: {integrity: sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg==}
+    engines: {node: '>=18.0.0'}
+
  execa@5.1.1:
    resolution: {integrity: sha512-8uSpZZocAZRBAPIEINJj3Lo9HyGitllczc27Eh5YYojjMFMn8yHMDMaUHE2Jqfq05D/wucwI4JGURyXt1vchyg==}
    engines: {node: '>=10'}
@@ -5488,6 +5557,10 @@ packages:
  intl-messageformat@11.1.2:
    resolution: {integrity: sha512-ucSrQmZGAxfiBHfBRXW/k7UC8MaGFlEj4Ry1tKiDcmgwQm1y3EDl40u+4VNHYomxJQMJi9NEI3riDRlth96jKg==}

+  ioredis@5.9.3:
+    resolution: {integrity: sha512-VI5tMCdeoxZWU5vjHWsiE/Su76JGhBvWF1MJnV9ZtGltHk9BmD48oDq8Tj8haZ85aceXZMxLNDQZRVo5QKNgXA==}
+    engines: {node: '>=12.22.0'}
+
  ip-address@10.1.0:
    resolution: {integrity: sha512-XXADHxXmvT9+CRxhXg56LJovE+bmWnEWB78LB83VZTprKTmaC5QfruXocxzTZ2Kl0DNwKuBdlIhjL8LeY8Sf8Q==}
    engines: {node: '>= 12'}
@@ -5815,6 +5888,9 @@ packages:
  json-schema-typed@8.0.2:
    resolution: {integrity: sha512-fQhoXdcvc3V28x7C7BMs4P5+kNlgUURe2jmUT1T//oBRMDrqy1QPelJimwZGo7Hg9VPV3EQV5Bnq4hbFy2vetA==}

+  json-schema@0.4.0:
+    resolution: {integrity: sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA==}
+
  json-stable-stringify-without-jsonify@1.0.1:
    resolution: {integrity: sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw==}

@@ -6005,6 +6081,12 @@ packages:
  lodash.camelcase@4.3.0:
    resolution: {integrity: sha512-TwuEnCnxbc3rAvhf/LbG7tJUDzhqXyFnv3dtzLOPgCG/hODL7WFnsbwktkD7yUV0RrreP/l1PALq/YSg6VvjlA==}

+  lodash.defaults@4.2.0:
+    resolution: {integrity: sha512-qjxPLHd3r5DnsdGacqOMU6pb/avJzdh9tFX2ymgoZE27BmjXrNy/y4LoaiTeAb+O3gL8AfpJGtqfX/ae2leYYQ==}
+
+  lodash.isarguments@3.1.0:
+    resolution: {integrity: sha512-chi4NHZlZqZD18a0imDHnZPrDeBbTtVN7GXMwuGdRH9qotxAjYs3aVLKc7zNOG9eddR5Ksd8rvFEBc9SsggPpg==}
+
  lodash.kebabcase@4.1.1:
    resolution: {integrity: sha512-N8XRTIMMqqDgSy4VLKPnJ/+hpGZN+PHQiJnSenYqPaVV/NCqEogTnAdZLQiGKhxX+JCs8waWq2t1XHWKOmlY8g==}

@@ -7103,6 +7185,14 @@ packages:
      react-dom: ^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0
      react-is: ^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0

+  redis-errors@1.2.0:
+    resolution: {integrity: sha512-1qny3OExCf0UvUV/5wpYKf2YwPcOqXzkwKKSmKHiE6ZMQs5heeE/c8eXK+PNllPvmjgAbfnsbpkGZWy8cBpn9w==}
+    engines: {node: '>=4'}
+
+  redis-parser@3.0.0:
+    resolution: {integrity: sha512-DJnGAeenTdpMEH6uAJRK/uiyEIH9WVsUmoLwzudwGJUwZPp80PDBWPHXSAGNPwNvIXAbe7MSUB1zQFugFml66A==}
+    engines: {node: '>=4'}
+
  redux-thunk@3.1.0:
    resolution: {integrity: sha512-NW2r5T6ksUKXCabzhL9z+h206HQw/NJkcLm1GPImRQ8IzfXwRGqjVhKJGauHirT0DAuyy6hjdnMZaRoAcy0Klw==}
    peerDependencies:
@@ -7453,6 +7543,9 @@ packages:
    resolution: {integrity: sha512-WjlahMgHmCJpqzU8bIBy4qtsZdU9lRlcZE3Lvyej6t4tuOuv1vk57OW3MBrj6hXBFx/nNoC9MPMTcr5YA7NQbg==}
    engines: {node: '>=6'}

+  standard-as-callback@2.1.0:
+    resolution: {integrity: sha512-qoRRSyROncaz1z0mvYqIE4lCd9p2R90i6GxW3uZv5ucSu8tU7B5HXUP1gG8pVZsYNVaXjk8ClXHPttLyxAL48A==}
+
  start-server-and-test@2.1.3:
    resolution: {integrity: sha512-k4EcbNjeg0odaDkAMlIeDVDByqX9PIgL4tivgP2tES6Zd8o+4pTq/HgbWCyA3VHIoZopB+wGnNPKYGGSByNriQ==}
    engines: {node: '>=16'}
@@ -8383,6 +8476,30 @@ snapshots:

  '@acemir/cssom@0.9.31': {}

+  '@ai-sdk/gateway@3.0.55(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.8
+      '@ai-sdk/provider-utils': 4.0.15(zod@3.25.76)
+      '@vercel/oidc': 3.1.0
+      zod: 3.25.76
+
+  '@ai-sdk/google@3.0.31(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.8
+      '@ai-sdk/provider-utils': 4.0.15(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/provider-utils@4.0.15(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 3.0.8
+      '@standard-schema/spec': 1.1.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+
+  '@ai-sdk/provider@3.0.8':
+    dependencies:
+      json-schema: 0.4.0
+
  '@alloc/quick-lru@5.2.0': {}

  '@apidevtools/json-schema-ref-parser@11.9.3':
@@ -9519,6 +9636,8 @@ snapshots:
  '@img/sharp-win32-x64@0.34.5':
    optional: true

+  '@ioredis/commands@1.5.0': {}
+
  '@isaacs/cliui@8.0.2':
    dependencies:
      string-width: 5.1.2
@@ -10495,6 +10614,14 @@ snapshots:
      - react-native-b4a
      - supports-color

+  '@qdrant/js-client-rest@1.17.0(typescript@5.9.3)':
+    dependencies:
+      '@qdrant/openapi-typescript-fetch': 1.2.6
+      typescript: 5.9.3
+      undici: 6.23.0
+
+  '@qdrant/openapi-typescript-fetch@1.2.6': {}
+
  '@react-email/body@0.0.11(react@19.2.4)':
    dependencies:
      react: 19.2.4
@@ -11708,6 +11835,8 @@ snapshots:
  '@unrs/resolver-binding-win32-x64-msvc@1.11.1':
    optional: true

+  '@vercel/oidc@3.1.0': {}
+
  '@vitejs/plugin-react@5.1.4(vite@7.3.1(@types/node@22.19.10)(jiti@2.6.1)(lightningcss@1.30.2)(sass@1.97.3)(terser@5.46.0)(tsx@4.21.0)(yaml@2.8.2))':
    dependencies:
      '@babel/core': 7.29.0
@@ -11893,6 +12022,14 @@ snapshots:

  agent-base@7.1.4: {}

+  ai@6.0.101(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 3.0.55(zod@3.25.76)
+      '@ai-sdk/provider': 3.0.8
+      '@ai-sdk/provider-utils': 4.0.15(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+
  ajv-formats@2.1.1(ajv@8.18.0):
    optionalDependencies:
      ajv: 8.18.0
@@ -12414,6 +12551,8 @@ snapshots:

  clsx@2.1.1: {}

+  cluster-key-slot@1.1.2: {}
+
  color-convert@1.9.3:
    dependencies:
      color-name: 1.1.3
@@ -12849,6 +12988,8 @@ snapshots:

  delayed-stream@1.0.0: {}

+  denque@2.1.0: {}
+
  depd@2.0.0: {}

  dequal@2.0.3: {}
@@ -13475,6 +13616,8 @@ snapshots:

  events@3.3.0: {}

+  eventsource-parser@3.0.6: {}
+
  execa@5.1.1:
    dependencies:
      cross-spawn: 7.0.6
@@ -14145,6 +14288,20 @@ snapshots:
      '@formatjs/icu-messageformat-parser': 3.5.1
      tslib: 2.8.1

+  ioredis@5.9.3:
+    dependencies:
+      '@ioredis/commands': 1.5.0
+      cluster-key-slot: 1.1.2
+      debug: 4.4.3
+      denque: 2.1.0
+      lodash.defaults: 4.2.0
+      lodash.isarguments: 3.1.0
+      redis-errors: 1.2.0
+      redis-parser: 3.0.0
+      standard-as-callback: 2.1.0
+    transitivePeerDependencies:
+      - supports-color
+
  ip-address@10.1.0: {}

  ipaddr.js@1.9.1: {}
@@ -14467,6 +14624,8 @@ snapshots:

  json-schema-typed@8.0.2: {}

+  json-schema@0.4.0: {}
+
  json-stable-stringify-without-jsonify@1.0.1: {}

  json5@1.0.2:
@@ -14670,6 +14829,10 @@ snapshots:

  lodash.camelcase@4.3.0: {}

+  lodash.defaults@4.2.0: {}
+
+  lodash.isarguments@3.1.0: {}
+
  lodash.kebabcase@4.1.1: {}

  lodash.merge@4.6.2: {}
@@ -16019,6 +16182,12 @@ snapshots:
      - '@types/react'
      - redux

+  redis-errors@1.2.0: {}
+
+  redis-parser@3.0.0:
+    dependencies:
+      redis-errors: 1.2.0
+
  redux-thunk@3.1.0(redux@5.0.1):
    dependencies:
      redux: 5.0.1
@@ -16477,6 +16646,8 @@ snapshots:
    dependencies:
      type-fest: 0.7.1

+  standard-as-callback@2.1.0: {}
+
  start-server-and-test@2.1.3:
    dependencies:
      arg: 5.0.2
--- a/src/lib/qdrant.ts
+++ b/src/lib/qdrant.ts
@@ -0,0 +1,124 @@
+import { QdrantClient } from '@qdrant/js-client-rest';
+
+const qdrantUrl = process.env.QDRANT_URL || 'http://localhost:6333';
+const qdrantApiKey = process.env.QDRANT_API_KEY || '';
+
+export const qdrant = new QdrantClient({
+    url: qdrantUrl,
+    apiKey: qdrantApiKey || undefined,
+});
+
+export const COLLECTION_NAME = 'klz_products';
+export const VECTOR_SIZE = 1536; // OpenAI text-embedding-3-small
+
+/**
+ * Ensure the collection exists in Qdrant.
+ */
+export async function ensureCollection() {
+    try {
+        const collections = await qdrant.getCollections();
+        const exists = collections.collections.some(c => c.name === COLLECTION_NAME);
+        if (!exists) {
+            await qdrant.createCollection(COLLECTION_NAME, {
+                vectors: {
+                    size: VECTOR_SIZE,
+                    distance: 'Cosine',
+                },
+            });
+            console.log(`Successfully created Qdrant collection: ${COLLECTION_NAME}`);
+        }
+    } catch (error) {
+        console.error('Error ensuring Qdrant collection:', error);
+    }
+}
+
+/**
+ * Generate an embedding for a given text using OpenRouter (OpenAI embedding proxy)
+ */
+export async function generateEmbedding(text: string): Promise<number[]> {
+    const openRouterKey = process.env.OPENROUTER_API_KEY;
+    if (!openRouterKey) {
+        throw new Error('OPENROUTER_API_KEY is not set');
+    }
+
+    const response = await fetch('https://openrouter.ai/api/v1/embeddings', {
+        method: 'POST',
+        headers: {
+            'Authorization': `Bearer ${openRouterKey}`,
+            'Content-Type': 'application/json',
+            'HTTP-Referer': process.env.NEXT_PUBLIC_BASE_URL || 'https://klz-cables.com',
+            'X-Title': 'KLZ Cables Search AI',
+        },
+        body: JSON.stringify({
+            model: 'openai/text-embedding-3-small',
+            input: text,
+        }),
+    });
+
+    if (!response.ok) {
+        const errorBody = await response.text();
+        throw new Error(`Failed to generate embedding: ${response.status} ${response.statusText} ${errorBody}`);
+    }
+
+    const data = await response.json();
+    return data.data[0].embedding;
+}
+
+/**
+ * Upsert a product into Qdrant
+ */
+export async function upsertProductVector(id: string | number, text: string, payload: Record<string, any>) {
+    try {
+        await ensureCollection();
+        const vector = await generateEmbedding(text);
+
+        await qdrant.upsert(COLLECTION_NAME, {
+            wait: true,
+            points: [
+                {
+                    id: id,
+                    vector,
+                    payload,
+                }
+            ]
+        });
+    } catch (error) {
+        console.error('Error writing to Qdrant:', error);
+    }
+}
+
+/**
+ * Delete a product from Qdrant
+ */
+export async function deleteProductVector(id: string | number) {
+    try {
+        await ensureCollection();
+        await qdrant.delete(COLLECTION_NAME, {
+            wait: true,
+            points: [id] as [string | number],
+        });
+    } catch (error) {
+        console.error('Error deleting from Qdrant:', error);
+    }
+}
+
+/**
+ * Search products in Qdrant
+ */
+export async function searchProducts(query: string, limit = 5) {
+    try {
+        await ensureCollection();
+        const vector = await generateEmbedding(query);
+
+        const results = await qdrant.search(COLLECTION_NAME, {
+            vector,
+            limit,
+            with_payload: true,
+        });
+
+        return results;
+    } catch (error) {
+        console.error('Error searching in Qdrant:', error);
+        return [];
+    }
+}
--- a/src/lib/redis.ts
+++ b/src/lib/redis.ts
@@ -0,0 +1,16 @@
+import Redis from 'ioredis';
+
+const redisUrl = process.env.REDIS_URL || 'redis://klz-redis:6379';
+
+// Only create a single instance in Node.js
+const globalForRedis = global as unknown as { redis: Redis };
+
+export const redis = globalForRedis.redis || new Redis(redisUrl, {
+    maxRetriesPerRequest: 3,
+});
+
+if (process.env.NODE_ENV !== 'production') {
+    globalForRedis.redis = redis;
+}
+
+export default redis;
--- a/src/payload/collections/Products.ts
+++ b/src/payload/collections/Products.ts
@@ -37,6 +37,51 @@ export const Products: CollectionConfig = {
      };
    },
  },
+  hooks: {
+    afterChange: [
+      async ({ doc, req, operation }) => {
+        // Run index sync asynchronously to not block the CMS save operation
+        setTimeout(async () => {
+          try {
+            const { upsertProductVector, deleteProductVector } = await import('../../lib/qdrant');
+
+            // Check if product is published
+            if (doc._status !== 'published') {
+              await deleteProductVector(doc.id);
+              req.payload.logger.info(`Removed drafted product ${doc.sku} from Qdrant`);
+            } else {
+              // Serialize payload
+              const contentText = `${doc.title} - SKU: ${doc.sku}\n${doc.description || ''}`;
+              const payload = {
+                id: doc.id,
+                title: doc.title,
+                sku: doc.sku,
+                slug: doc.slug,
+                description: doc.description,
+                featuredImage: doc.featuredImage, // usually just ID or URL depending on depth
+              };
+              await upsertProductVector(doc.id, contentText, payload);
+              req.payload.logger.info(`Upserted product ${doc.sku} to Qdrant`);
+            }
+          } catch (error) {
+            req.payload.logger.error({ msg: 'Error syncing product to Qdrant', err: error, productId: doc.id });
+          }
+        }, 0);
+        return doc;
+      },
+    ],
+    afterDelete: [
+      async ({ id, req }) => {
+        try {
+          const { deleteProductVector } = await import('../../lib/qdrant');
+          await deleteProductVector(id as string | number);
+          req.payload.logger.info(`Deleted product ${id} from Qdrant`);
+        } catch (error) {
+          req.payload.logger.error({ msg: 'Error deleting product from Qdrant', err: error, productId: id });
+        }
+      },
+    ],
+  },
  fields: [
    {
      name: 'title',