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Guru AI – Universal Price-Comparison Framework

Guru AI – Universal Price-Comparison Framework

A modular framework to rapidly deploy vertical price-comparison platforms with AI-powered content generation, showcasing furniture comparison through moebelguru with 600+ categories

Project Information

Live Demo

Kunde

Research, Development & Training

Status

In Progress

Leistungskennzahlen

Product categories

606+

Article sub-categories

118

AI articles / week

~60

Search TTFB

< 200 ms

Projektbeschreibung

Guru AI is a modular framework that turns any product vertical into a full-blown price-comparison portal in days. It couples rock-solid data pipelines with AI-native content generation and SEO-first Next.js front-ends. The first showcase, "moebelguru", indexes 600+ furniture categories and serves millisecond-fast price & trend insights.

Technologie-Stack

Frontend

Next.js 15TypeScriptTailwind CSSshadcn/uiReact Query

Backend & Database

SupabasePostgreSQLPython FastAPIRedis

AI & Search

GPT-4.5OllamaMeilisearchOpenAI Embeddings

Infrastructure

VercelDockerGitHub ActionsCloudflare

Fähigkeiten & Kompetenzen

Full-Stack Development

  • Next.js App Router
  • Server Components
  • TypeScript
  • API Design
  • Database Schema Design

AI Integration

  • LLM Prompt Engineering
  • RAG Implementation
  • AI Content Generation
  • Embedding-based Search

Performance Optimization

  • Edge Functions
  • Caching Strategies
  • Database Indexing
  • Search Performance Tuning

Product Strategy

  • Market Research
  • Competitive Analysis
  • SEO Strategy
  • User Experience Design

Hauptfunktionen

Supabase + PostgreSQL

Raw feeds, price history & AI-enriched features are stored loss-lessly.

Meilisearch

Realtime faceted search; <200 ms global TTFB on Vercel Edge.

LLM Pipelines

Ollama & GPT-4.5 enrich attributes, detect trends and draft long-form content.

Next.js 15 App Router

Incremental Static Regeneration + Server Components for SEO-perfect pages.

Vertical-agnostic

Swap feed mappings & UI theme to launch Electronics, Fashion, Pets…

Herausforderungen

Real-time Price Synchronization

Handling 600+ product categories with millions of price changes daily while maintaining data consistency and sub-200ms search response times.

AI Content Quality & Scale

Generating high-quality, SEO-optimized content for thousands of products while avoiding AI detection and maintaining brand consistency.

Learnings

Edge-First Architecture

Learned to design applications from the ground up for edge deployment, achieving global sub-200ms response times through strategic caching and data distribution.

LLM Pipeline Optimization

Developed expertise in combining multiple AI models (GPT-4.5, Ollama) to create cost-effective, high-quality content generation pipelines that scale to millions of products.

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