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Comparaison.tn

An AI-ready commerce intelligence platform that transforms fragmented retail data into semantic discovery, predictive pricing insight, and fast shopping decisions.

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Turning Fragmented Retail Data into Intelligence

Retail product data arrives from many stores with inconsistent titles, changing prices, duplicate listings, and rapidly shifting inventory. Comparaison.tn was designed to go beyond a traditional comparison website and act as a structured intelligence layer for commerce.

The platform needed to support:

  • Large-scale product ingestion from many retail sources
  • Semantic matching across brands, variants, and duplicate listings
  • Predictive pricing and recommendation-ready data models
  • Instant public pages optimized for search and conversion

Project Details

Status: Live

Industry: Retail Tech / Commerce Intelligence

Focus: AI-ready architecture


Tech Stack

Next.js 16 React 19 FastAPI MongoDB

Data & AI

Vector Search LLM Agents Semantic Graph Predictive Analytics

Platform Engineering

Snapshot Rendering Event Pipelines Automation APIs

What We Built

Automated Ingestion Mesh

High-throughput collectors normalize catalogue, offer, and pricing signals from diverse retail sources into one coherent data layer.

Semantic Product Graph

A canonical product model connects brands, variants, equivalent items, and related products for smarter discovery and future AI workflows.

Snapshot-First SEO Engine

Versioned static HTML snapshots deliver instant, crawlable public pages while protecting the live data layer from unnecessary request-time load.

Hybrid Search Retrieval

Lexical filters, semantic retrieval, and natural-language intent handling support faster product discovery across large catalogues.

Predictive Pricing Signals

Historical offer streams support pricing trends, deal scoring, volatility analysis, and recommendation-ready ranking signals.

Agent-Ready APIs

Composable APIs expose products, comparisons, offers, and structured knowledge for future shopping assistants and automated workflows.

Impact & Metrics

20K+
Products Indexed
250+
Stores Modeled
<200ms
Snapshot Delivery
AI
Ready Architecture

Need a Platform Built for the Next Decade?

We design modern systems that serve users now and create a foundation for AI, automation, and intelligent products later.

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