AI Automation

Product Recommendation Engine

Personalised product recommendations that lift average order value.

STACK: Python · OpenAI · Node.jsREGION: WorldwideYEAR: 2025

Overview

Personalised product recommendations that lift average order value. I built a recommendation engine using purchase history and embeddings to personalise suggestions across the store. Built with Python, OpenAI, Node.js, this ai automation project was delivered for a client in Worldwide and designed for reliability, a clean user experience and long-term maintainability — so it keeps delivering value well after launch.

The challenge

A store showed everyone the same products and missed cross-sell revenue.

What I built

I built a recommendation engine using purchase history and embeddings to personalise suggestions across the store.

Key features

  • End-to-end workflow automation
  • AI-powered steps for the smart work
  • Error handling, retries and alerting
  • Integrations with your existing tools
  • Human-in-the-loop approvals where needed
  • Full logging and an audit trail

The results

  • Personalised recommendations
  • Higher average order value
  • Better product discovery
PythonOpenAINode.js

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How we work

My delivery process

01

Discovery

We start by understanding the goal, the users and the constraints — no jargon, just a clear picture of what success looks like.

02

Plan & design

A clear scope, architecture and milestone plan, so you know exactly what's being built and when.

03

Build & iterate

Development in reviewable increments with regular updates, so you see working software early and often.

04

Launch & support

Testing, deployment and ongoing support, so it keeps running smoothly long after go-live.

FAQ

Product Recommendation Engine — FAQ

Can you build a product recommendation engine for my business?

Yes. I build custom ai automation solutions like this product recommendation engine, using Python, OpenAI, Node.js and tailored to your exact workflow, timeline and budget. Send me your requirements and I'll reply with a clear plan and quote.

How much does a project like this cost?

It depends on scope. After a short discovery call I provide a clear, fixed quote and milestone plan before any work begins — no surprises. Smaller builds start low; larger platforms are quoted per milestone.

How long does it take to build?

A focused MVP can take a few weeks, while a larger ai automation build runs in milestones over a couple of months. You'll see working software early and often, not just at the end.

What technology do you use, and will I own it?

This project uses Python, OpenAI, Node.js. I pick the right stack for each project, and you own 100% of the code and infrastructure — delivered in your own repositories and accounts.

Get in touch

Want something like this built?

Tell me about your project and I'll get back to you within 24 hours. Prefer to chat? Message me on WhatsApp.