You will get AI Recommendation Engine & Semantic Search – Personalized Product Discovery
Top Rated

Project details
Generic keyword search and "related products" widgets leave revenue on the table - shoppers bounce when they can't find what they mean, not just what they typed. This project delivers an AI-driven discovery layer: semantic search that understands intent and natural language, paired with a recommendation engine that adapts in real time to each visitor's behavior, preferences, and context.
What's included: discovery, vector search index setup (Algolia/Pinecone/custom), NLP query understanding, behavior-based recommendation model (trending, complementary, personalized), dynamic filters that adjust to search context, integration with your storefront (Shopify/custom), basic analytics on search and conversion impact.
Built on experience delivering this exact stack for Jingo, an AI-powered personalized shopping platform - where a real-time recommendation engine and semantic search, combined with adaptive filters, turned browsing into a genuinely personal discovery experience.
What's included: discovery, vector search index setup (Algolia/Pinecone/custom), NLP query understanding, behavior-based recommendation model (trending, complementary, personalized), dynamic filters that adjust to search context, integration with your storefront (Shopify/custom), basic analytics on search and conversion impact.
Built on experience delivering this exact stack for Jingo, an AI-powered personalized shopping platform - where a real-time recommendation engine and semantic search, combined with adaptive filters, turned browsing into a genuinely personal discovery experience.
Machine Learning Tools
Amazon SageMaker, ChatGPT, GPT-3, Python, PyTorch, SQL, TensorFlowWhat's included
| Service Tiers |
Starter
$1,000
|
Standard
$7,000
|
Advanced
$15,000
|
|---|---|---|---|
| Delivery Time | 3 days | 21 days | 42 days |
Number of Revisions | 0 | 0 | 0 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code | - | - |
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About Andrii
AI Developer | Full Stack Developer | Node.js React | Claude
100%
Job Success
Sumy, Ukraine - 11:58 am local time
💡 What we build as an AI developer
Our AI developer work spans retrieval-augmented generation (RAG) systems that answer strictly from a client's own data, computer vision models trained on 1M+ images for real-world disease prediction, and document-understanding pipelines using deep learning and neural networks to extract and categorize data from PDFs into ERPs like QuickBooks, Xero, and NetSuite. We integrate OpenAI and Claude APIs for multi-agent orchestration platforms, natural language processing for content generation at scale, and Python-based machine learning models validated against supervised and unsupervised learning benchmarks. Data science and artificial neural network fundamentals underpin every AI developer engagement, whether the deliverable is a chatbot, a predictive model, or a full RAG pipeline.
🤖 Bridge — our proprietary AI developer platform
Beyond client work, we built Bridge, an internal AI agent framework that speeds up every AI developer project: RAG pipelines, secure ingestion from PDFs/CRMs/APIs, MCP server creation for tool-calling agents, and multi-channel deployment across chat, web, and internal tools.
🔹 Full Stack Developer architecture
As a Full Stack Developer and Node.js React team, we work with NestJS, Next.js (SSR/ISR/Edge), Ruby on Rails, Vue, Angular, and React Native, backed by AWS infrastructure, SQL databases, Git-based CI/CD, and our own production-proven BC Next.js + NestJS boilerplate. REST/GraphQL APIs, PHP legacy integrations, and CSS3-based frontend work round out our full stack developer skill set.
🧠 How we work
Deep product discovery, architecture design and tech stack validation, sprint-based Agile development, transparent daily communication, automated testing and QA, production deployment and scaling support.
🎯 If you're building AI SaaS, a marketplace, a telehealth system, an ERP/CRM platform, or a custom AI assistant — as an AI developer and Full Stack Developer team we offer a free technical consultation and architecture review.
Steps for completing your project
After purchasing the project, send requirements so Andrii can start the project.
Delivery time starts when Andrii receives requirements from you.
Andrii works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery Call
We define your catalog, data signals, and conversion goals.
Build
We build the vector search index and recommendation model, wired to your data.

