The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
Automated Semantic Search and Matching Engine (FAISS + SBERT)
Built a semantic product recommendation pipeline using FAISS for vector indexing and Sentence-BERT for generating dense embeddings. The system matches user queries to relevant products based on meaning not just keyword overlap, enabling highly relevant recommendations at scale. Fully deployed and live, demonstrating real-world vector database architecture on a production workload.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
👋 I'm new to Contra and I did my first post without realizing I hadn't even introduced myself!
Hey I'm Katya, I'm an AI Systems Architect, marketer and yoga teacher.
I build AI systems that bring in business and handle the work behind it. A voice agent that calls new leads back within seconds and books the appointment. A pipeline that traced 16,900+ leads to the ads that brought them. Listing videos made from the photos a real estate agent already has.
The marketing side came first. I built the multi-channel campaign for Jay Shetty's launch (22 million followers). After that I discovered the tech world and when AI came along, I realized I'm a builder at heart and never looked back! Building is so much fun 🤍
Here's what I've shared:
My first post: on building a fully AI-made YouTube video, end to end, because I'm camera shy 🙈 https://contra.com/community/MP9mFRuT-im-building-my-first-fully-ai-made
Last thing, if you're building with AI video or automation, I'd like to see what you're working on
And if you're hiring: I may be new to Contra but definitely not new to this work. Reach out for AI agent builds, apps, websites or anything in between.
P.s The video below is my AI avatar. My profile video is the real me :)
Nice Portrait....Has everything from a great pose, great composition and lighting and perfect environment setting.
Premium Websites, AI Automation & Digital Systems — My Portfolio
Love the vibe of this!
Project Overview
Fatima Lane is a contemporary women’s fashion ecommerce experience designed around a clean, editorial visual style. The project focused on creating a premium shopping experience that feels simple, elegant and easy to navigate across the complete customer journey.
The Challenge
The goal was to create an online fashion store that could present products in a premium way without making the shopping experience complicated. The website needed clear product discovery, detailed product pages, wishlist and account functionality, while maintaining a consistent fashion-led visual identity.
The Solution
I designed and developed a responsive ecommerce experience with a strong focus on product presentation, navigation and usability. The interface combines editorial layouts with practical shopping functionality, including product collections, quick product access, product details, wishlist, customer account areas and order-related workflows.
Key Features
Product collections and new arrivals, detailed product pages, product variants, wishlist, cart flow, customer account area, order tracking, saved addresses, profile management, responsive layouts and structured footer/navigation.
Beautiful balance of editorial style and usability. The shopping experience feels premium without becoming complicated.