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I plan to launch an e-commerce site whose standout feature is an AI-powered product recommendation engine. The model should study live user-behaviour signals—click paths, dwell time, search queries—and blend them with product metadata (titles, tags, attributes) to surface highly relevant items in real time. A streamlined customer journey is the priority, so latency has to stay low and the suggestions must update dynamically as shoppers browse. Whether you prefer a custom Python stack with TensorFlow or a managed service such as AWS Personalize is up to you, as long as the pipeline remains transparent and can be fine-tuned once enough behavioural data accumulates. Deliverables • Responsive e-commerce front-end connected to the recommendation API • Data-collection layer that captures user actions without slowing the site • Training and inference scripts (or configuration files) for the recommendation model • Simple admin panel to monitor key metrics and manually trigger re-training • Deployment instructions so I can reproduce the setup on a fresh server or cloud account Acceptance criteria 1. New users see cold-start recommendations based on product metadata. 2. Returning users receive personalised suggestions that reflect at least their last five interactions. 3. End-to-end page load plus recommendation refresh stays under two seconds on a standard broadband connection. If you can weave this engine seamlessly into a clean shopping experience, let’s get started.
Project ID: 40701334
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Active 3 days ago
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60 freelancers are bidding on average ₹949 INR/hour for this job

Hello I can build your AI-powered e-commerce recommendation system with a responsive frontend, real-time behavior tracking, recommendation API, and admin monitoring panel. I can implement Python-based recommendation models with product metadata and user interactions, including cold-start recommendations and personalization based on recent activity. I’ll also optimize the data pipeline and API for low-latency recommendations and future model retraining. Stack: Python, AWS, REST API, HTML/CSS/JS Focus: Personalization, performance, scalable architecture, clean documentation I’m ready to discuss your product data structure and start immediately. Best regards Raheel
₹1,000 INR in 40 days
8.1
8.1

Hello I can build your AI-powered e-commerce recommendation system with a responsive frontend, real-time recommendation API, behavior tracking, product metadata processing, and personalized suggestions. I’d recommend a Python + FastAPI + AWS architecture for scalability and low-latency inference. I’ll handle cold-start recommendations, last-5-interaction personalization, dynamic updates, training/retraining workflows, and a simple admin dashboard. I’ll also provide clean documentation and deployment instructions. Ready to discuss the data/model approach and start immediately. Best regards ADEEL
₹1,000 INR in 40 days
8.1
8.1

Hi, I can build your e-commerce platform with a real-time AI recommendation engine that combines user behaviour signals with product metadata to deliver relevant suggestions with low latency. Technical Approach: =================== Responsive e-commerce frontend + recommendation API Capture clicks, searches, dwell time and browsing events asynchronously Python recommendation pipeline using TensorFlow/scikit-learn or AWS Personalize Metadata-based cold-start recommendations Session/user profiles using the latest 5+ interactions Low-latency inference with caching and optimized APIs Admin dashboard for recommendation metrics and retraining Training/inference scripts with configurable parameters Cloud/server deployment with reproducible documentation Experience: Strong experience in Python, ML, recommendation systems, APIs, data pipelines and AI-driven applications, including model training, inference, and production deployment. I’ll design the architecture around the <2-second end-to-end target from the beginning. Question: Do you already have a product catalogue/e-commerce backend, or should the complete storefront and backend be developed as well? Warm regards, Manu The price will be given after the final discussion!
₹1,000 INR in 40 days
6.6
6.6

Hi I can build the e-commerce platform with a Python-based recommendation API that combines user behaviour with product metadata for real-time personalised suggestions. I’ll implement interaction tracking, cold-start recommendations, returning-user personalisation, an admin panel, and a reproducible deployment setup while keeping inference lightweight and fast. Thanks Anshuman
₹1,000 INR in 40 days
6.4
6.4

As a seasoned developer with an extensive background in PHP and Python, I have the necessary skills to bring your AI-powered product recommendation website to life. I specialize in creating high-performing WordPress and Laravel solutions and have a deep understanding of backend development and APIs. My proficiency with frontend development and HTML also ensures that your e-commerce site will be sleek, intuitive, and responsive. In addition to my technical expertise, I prioritize clean and maintainable code that is adaptable as your business scales. I understand the importance of a streamlined customer journey and low latency; therefore, I consistently deliver performant solutions that meet users' needs in real-time. Finally, my 20+ years of experience offer you an assurance of reliability and effectiveness. My portfolio showcases instances where businesses have entrusted me with their critical operations resulting in improved performance and automation—a clear indication of my ability to handle complex projects like yours. If you’re looking for not just any freelancer but a dependable partner capable of delivering reliable results, let’s embark on this project together!
₹750 INR in 40 days
6.1
6.1

Hello, I’d love to build your e-commerce platform with a **real-time AI product recommendation engine** that learns from clicks, searches, dwell time, and product metadata. I can develop the front-end with a fast recommendation API, lightweight event-tracking layer, cold-start recommendations, personalized suggestions based on recent interactions, and an admin dashboard for monitoring and retraining. For the AI layer, I can use **Python with a suitable ML framework or AWS Personalize**, depending on which provides the best balance of accuracy, transparency, scalability, and low latency. I’ll also focus heavily on caching, API optimization, and asynchronous tracking to keep the recommendation refresh within your **2-second target**. **Timeline:** 2–3 weeks Are you available for a quick chat? Best regards, Jahangir Alam
₹1,000 INR in 40 days
5.9
5.9

Hello, With 15+ years of experience in web development, I specialize in custom e-commerce platforms, APIs, dashboards and data-driven applications. I can build a scalable AI-powered recommendation engine using Python and modern ML technologies. I’ll develop the responsive store, behaviour tracking for clicks, searches and dwell time, metadata-based cold-start recommendations, personalised suggestions based on recent interactions, recommendation API, training/inference pipeline and admin controls for metrics and retraining. The system will be optimized for low latency, transparency and easy deployment. Let’s connect on chat to discuss your product data, preferred stack and recommendation strategy. I can share relevant e-commerce/application references in one-to-one chat. Regards, Abhijeet
₹750 INR in 40 days
6.7
6.7

As an experienced Developer with a penchant for applying AI and implementing e-commerce websites, I'm uniquely equipped to tackle your project. Having successfully delivered over 416 projects in my 14-year career, and with numerous applications in both web and mobile platforms, I have the skills to move your AI-driven product recommendation engine from concept to reality. My comprehensive capability spans developing front-end and back-end systems using various frameworks such as MERN/MEAN stacks and Python-based tools like Django & libraries. This will ensure we maximize the delivery of real-time offers in a responsive manner to ensure your customer's journey is smooth and seamless. My unbeatable record in delivering quality work on time has stemmed from my commitment to truly understanding client needs and customizing solutions accordingly - exactly what you need for this project. Having built extensive applications across diverse industries including e-commerce, medical and education sectors, I'm not just versed with technology but also in leveraging it creatively to set clients apart from competition. Looking forward to helping you create an exquisite shopping experience for your customers with an undeniable smartness behind it!
₹1,000 INR in 40 days
5.1
5.1

Hi there, With our extensive background in both full-stack development and AI engineering, Aesthetic Logic is equipped to deliver your vision of an AI product recommendation website. Our 96% on-time delivery rate for over 55 projects speaks to our dependability and our commitment to providing quality solutions to clients. Choosing us means gaining access to a wealth of knowledge and expertise in the tools and technologies that will be crucial for this project, such as Python (especially with TensorFlow), cloud engineering, data analytics, and UI/UX design. We offer a powerful yet clean shopping experience for your users by ensuring that end-to-end page loads and recommendation refreshes fall comfortably within your target of two seconds on a standard broadband connection. Best regards, Mobasher Reza
₹1,000 INR in 40 days
4.9
4.9

Hi, I can build your e-commerce platform with a fast, intelligent recommendation engine focused on delivering highly relevant products in real time while keeping the customer journey smooth. The solution will include a responsive storefront integrated with a recommendation API, a lightweight event-tracking layer for capturing clicks, searches, dwell time, and browsing activity, plus a recommendation pipeline that combines live behavioural signals with product metadata. New visitors will receive relevant cold-start recommendations based on product information, while returning users will get personalised suggestions influenced by their recent interactions. The recommendation flow will be designed for low-latency updates and optimised to keep the complete experience within your two-second target. I’ll also provide a simple admin dashboard for monitoring key performance metrics and manually initiating model updates/retraining when sufficient behavioural data is available. The complete project will include clean, maintainable code, training/inference components, API integration, deployment documentation, and a reproducible setup for a fresh server or cloud environment. I’ll prioritise transparency, scalability, performance, and future fine-tuning so the recommendation quality can continuously improve as user data grows. I’m ready to discuss the product flow and start with the implementation.
₹750 INR in 40 days
4.1
4.1

Hello, I’ve reviewed your requirements for an AI-powered e-commerce recommendation engine and can build the complete pipeline from behavioural data collection to real-time personalised recommendations. I can implement: • Responsive e-commerce frontend integrated with the recommendation API • Real-time tracking of clicks, searches, dwell time and product interactions • Product metadata processing using titles, tags and attributes • Cold-start recommendations for new users • Personalisation based on recent user interactions, including the last 5+ actions • Low-latency API architecture with caching/optimized inference • Python-based training and inference pipeline • AWS deployment, or AWS Personalize if it provides the best fit for your data volume • Admin panel for recommendation metrics and manual retraining • Secure data collection without blocking the shopping experience • Reproducible deployment and setup documentation I’d recommend a **Python + FastAPI recommendation service with PostgreSQL/Redis and AWS infrastructure**, keeping the model and data pipeline transparent and easy to fine-tune as behavioural data grows. I’ll benchmark the complete flow against your **under-2-second recommendation refresh target** and optimize API, database and inference bottlenecks accordingly. I can start with the data schema/API architecture, then build the recommendation pipeline and integrate it into the storefront. Best Regards, **w3loop**
₹1,000 INR in 40 days
3.6
3.6

Hello, I understand you need an e-commerce website with a real-time AI recommendation engine that learns from clicks, searches, dwell time, and product metadata. The goal is a fast, responsive shopping experience with relevant recommendations for both new and returning users. Here’s what I can provide: Responsive e-commerce frontend connected to a recommendation API with dynamic suggestions and low-latency updates. Python-based data collection and recommendation pipeline combining user behaviour with product metadata, including cold-start recommendations. Admin panel for monitoring recommendation metrics, managing model configuration, and triggering retraining, with deployment documentation for AWS or a fresh server. I bring over 4+ years of experience in Python, PHP, APIs, AWS, data processing, backend/frontend development, and AI-powered applications. I’ll design the system so returning users can leverage their recent interactions while keeping inference lightweight enough to meet your under-two-second performance target. Just to clarify a few things: Do you already have the product catalogue/database, or should I build that structure as part of the project? Do you prefer AWS Personalize or a custom Python recommendation service for the initial implementation? Please come to the chat box to discuss more about your project. Best regards Indresh Kushwaha
₹1,000 INR in 40 days
2.6
2.6

Hello, I can build the AI recommendation layer around the actual shopping journey, combining real-time behavioural signals with product metadata while keeping recommendation refreshes fast. With 5+ years of full-stack development experience, I’ll focus on a transparent architecture that can improve as interaction data grows. I’d use Python for the recommendation service, with a scalable approach using TensorFlow or AWS Personalize depending on the final data volume and deployment needs. The system will capture clicks, dwell time, searches and other interactions asynchronously, combine them with product attributes, and expose a low-latency recommendation API for the responsive e-commerce frontend. The engine will support metadata-based cold-start recommendations for new users and personalised results using recent interaction history for returning users. I’ll also implement caching, optimized queries/inference and asynchronous event collection to target the required sub-two-second experience without slowing browsing. Deliverables will include the frontend integration, event/data pipeline, training and inference scripts or AWS configuration, admin metrics/retraining controls, secure API handling, deployment configuration, and clear documentation for reproducing the system on a fresh server or cloud account. Best Regards, Shailender
₹750 INR in 48 days
2.5
2.5

Here! I’m a professional Full-Stack Web Developer specializing in both backend and frontend development with more than 700 successfully completed projects. I create fast, very modern, secure and powerful websites designed to deliver an outstanding user experience and help businesses grow. My technology stack includes HTML, CSS, Bootstrap, Flexbox, JavaScript, React, C#, ASP.NET Core, REST APIs and Microsoft SQL Server. Why should you choose me? ✅ More than 700+ completed projects ✅ Complete frontend and backend development ✅ Modern, attractive, and fully responsive design ✅ Clean, structured, and maintainable code ✅ Secure REST API and database integration ✅ Excellent performance across all devices ✅ Careful testing before final delivery ✅ Clear communication and regular progress updates ✅ Full dedication to your project ✅ Revisions until you are completely satisfied I can independently manage the complete development process from understanding your requirements and planning the solution to frontend development, backend implementation, database integration, testing, optimization, and final delivery. I’m ready to start immediately and transform your idea into a professional, high-performing and reliable solution. Let’s discuss your project and create something amazing together… Kind regards, Jure
₹1,000 INR in 48 days
2.3
2.3

Hi, I can build your e-commerce platform with an AI-powered recommendation engine that updates suggestions based on user behaviour. I’ll capture clicks, searches, and recent interactions without adding noticeable load time. The recommendation system will also use product titles, tags, and attributes for accurate results. New users will get cold-start recommendations based on product metadata. Returning users will receive personalised suggestions based on their recent activity. I can use a Python-based ML stack or AWS Personalize depending on the best fit for your data and budget. I’ll also provide the admin panel, training/inference setup, and deployment documentation. I’ll focus on keeping recommendation refresh and page performance within your two-second target. Ready to start Immediately.
₹750 INR in 40 days
2.2
2.2

I can build a scalable AI recommendation engine using Python, ML, and AWS, with real-time behavior tracking, cold-start recommendations, and low-latency personalised results. I’ll deliver the responsive e-commerce integration, recommendation API, training/inference pipeline, admin metrics panel, and clear deployment documentation.
₹799 INR in 25 days
1.8
1.8

Hi, I have 8+ years of experience in web, SaaS, AI, and backend development, with hands-on experience building API-driven platforms and AI-powered solutions. I can build your e-commerce platform with a real-time AI recommendation engine using user behaviour, search history, clicks, dwell time, and product metadata. I can also handle the data pipeline, model training/inference, admin dashboard, and scalable API integration. I understand the importance of low latency, cold-start recommendations, personalization based on recent interactions, and maintaining the under-2-second performance target. Please clarify a couple of points: 1. Do you prefer a custom Python/TensorFlow solution or are you open to AWS Personalize? 2. Do you already have the product catalogue and e-commerce UI, or should I build them from scratch? Best Regards, Vipin Kumar
₹920 INR in 40 days
2.0
2.0

Hi, I can develop and integrate your AI Product Recommendation Website cleanly using AI & LLM Integration and Python / Django / FastAPI, built for robust rate-limiting, error handling, and low-latency responses. My delivery approach: 1. Stage 1 (50% Milestone): Model pipeline architecture, prompt/schema definitions, and sandbox API integration within 2-3 business days. 2. Stage 2 (50% Milestone): Guardrails testing, response streaming UI, and production deployment with full documentation. Which specific LLM provider or external APIs will this system interface with? Best regards, Tumisang
₹750 INR in 4 days
0.0
0.0

Hi, I’m interested in building your AI-powered e-commerce recommendation system. I can develop the complete solution, including a responsive frontend, real-time user behaviour tracking, recommendation API, training/inference pipeline, admin dashboard, and deployment documentation. I’ll use a hybrid recommendation approach combining product metadata with recent user interactions to handle both cold-start and returning customers. The system will capture clicks, searches, dwell time, and other events asynchronously without affecting performance. I’ll optimize caching and inference to target your under-two-second requirement. The code will be clean, scalable, transparent, and easy to fine-tune as behavioural data grows. I can start immediately.
₹950 INR in 40 days
0.0
0.0

As a team driven by the vision of transforming ideas into high-quality digital products, your project aligns perfectly with our strengths and passion. With expertise in Python, API development, backend, and frontend development, we can develop a cutting-edge AI-powered product recommendation engine that seamlessly integrates into your e-commerce site while ensuring a streamlined customer journey and low latency. Our experience extends to both custom stacks like TensorFlow and managed services such as AWS Personalize, thus offering you the flexibility to choose the approach that best suits your business needs. Equally adept at data collection, training and inference scripts (or configuration files) for the recommendation model, monitoring key metrics via an admin panel and even providing clear deployment instructions. Crucially, we're committed to building a solution that meets your goals—both technical and business-wise—bringing not just our technical skills but also our knack for innovation, meticulousness in QA, and clear communication along the way. And most importantly, we appreciate that this is about delivering value to your customers. Let us collaborate on this project and ensure your e-commerce site not only keeps customers engaged but provides them with personalized product suggestions resulting in higher sales conversion - this I believe is what your project truly aims to achieve!
₹1,000 INR in 40 days
0.0
0.0

Pune, India
Member since Aug 25, 2026
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