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--------------------- Caution: Dont apply if you dont show me your relevant chatbot projects with live links. When you apply without the live demos, I will consider it a scam and decline it immediately. --------------------- Summary Project Overview We are looking for an experienced developer to build an AI-powered chatbot for our website using a Retrieval-Augmented Generation (RAG) architecture. The chatbot should be able to answer user questions based on the content of our website. The chatbot should support multi-lingual function. We already have a visual concept for how the chatbot should look to users, but the design is not yet coded. We will provide an image/mockup of the interface that the developer should implement and integrate with the backend system. Important Requirements We must receive full ownership of the entire solution, including source code, infrastructure setup, and documentation. The system should not depend on proprietary platforms that prevent us from hosting or controlling the solution ourselves. The proposal must include estimated ongoing operational costs, such as API usage, hosting, and any required services. Scope of Work Build a RAG-based chatbot that retrieves information from our website content Develop a pipeline to crawl or ingest our website pages and convert them into embeddings Store and manage embeddings in a vector database Implement semantic search to retrieve relevant website content Connect the retrieval system to a language model that generates answers based on the retrieved context Build a backend API that the chatbot frontend can communicate with Implement the chatbot interface based on our visual mockup Ensure the chatbot answers only based on the website content (And other, if it's not present on the website, but it should at no point direct users to competitors or other websites) Optimize the system for performance and low operating costs Preferred Technical Stack (Flexible) Python backend (e.g., FastAPI) RAG frameworks (e.g., LangChain or similar) Vector database (e.g., Chroma, Pinecone, Weaviate, or similar) LLM integration via API Experience with embeddings and semantic search Key Requirements Proven experience building AI or LLM-based applications Experience implementing RAG architectures Experience with vector databases and embeddings Ability to design scalable APIs and backend systems Experience integrating AI systems with web interfaces Ability to build systems that can be deployed and maintained independently Deliverables Fully functional RAG chatbot system Frontend chatbot interface implemented from our visual design mockup Backend API for chatbot communication Website content ingestion and vector database setup Documentation for deployment and maintenance Documentation for updating and re-indexing website content Clear overview of expected monthly operating costs Nice to Have Experience building production-ready AI chat systems Experience optimizing token usage and API costs Experience with automated website crawling Experience implementing multilingual AI systems Project Type Freelance / Contract (initial implementation with possible future improvements) How to Apply Please include: Examples of similar AI/chatbot systems you have built with active links. A brief description of how you would approach building this RAG chatbot Estimated timeline for completion Your pricing (project-based) Estimated ongoing operating costs for running the system
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170 freelancere byder i gennemsnit $35 USD/time på dette job

⭐⭐⭐⭐⭐ Build an AI-Powered Chatbot with RAG Architecture for Your Website ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and noticed you're looking for an experienced developer to create an AI-powered chatbot. You don't need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for AI chatbots. We will implement the design you provide and ensure the chatbot answers questions based on your website content. ➡️ Why Me? I can easily create your RAG-based chatbot as I have 5 years of experience in AI development, specializing in chatbots, embeddings, and semantic search. My expertise includes Python, FastAPI, and vector databases. Additionally, I have a strong grip on integrating AI systems with web interfaces. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. I look forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ AI Development ✅ Chatbot Creation ✅ RAG Architecture ✅ Python Programming ✅ FastAPI Framework ✅ Vector Databases ✅ Semantic Search ✅ API Development ✅ Multilingual Support ✅ Web Integration ✅ Documentation Writing ✅ Performance Optimization Waiting for your response! Best Regards, Zohaib
$30 USD på 40 dage
7,8
7,8

With my extensive experience in AI development and chatbot systems, I understand the importance of building a high-performing AI-powered RAG chatbot for your website. Your project requires a solution that not only answers user questions accurately but also seamlessly integrates with your existing website content. In the past, I have successfully delivered AI-powered solutions in various domains, including fintech and eCommerce. One project involved creating a chatbot for a leading eCommerce platform, increasing customer engagement and sales. My expertise in RAG architectures, vector databases, and backend API development perfectly aligns with the requirements for your chatbot project. I am confident in my ability to build a robust RAG-based chatbot that retrieves information from your website content, integrates semantic search, and follows your visual mockup for the interface. I prioritize delivering a fully functional system with clear documentation and minimal operating costs. I am excited to bring your AI-powered chatbot project to life. Please feel free to reach out to me to discuss your project further and see how we can work together to achieve your goals.
$40 USD på 15 dage
6,9
6,9

✅AI-Powered RAG Chatbot Development Lovable AI Expert | AI Development | AI Chatbot | Game Development ✅ Hi, Thank you for considering this opportunity! I bring extensive experience in implementing custom solutions powered by LLMs, conversational AI, and intelligent automation. Recently I have been working on Lovable AI for developing a gaming platform using it, complete with chat-based agent logic, expressive front-ends, and backend integrations. In other project, implemented a fully automated AI agent system for intelligent meeting creation using ElevenLabs Conversational AI and Gemini (via a custom agent brain). The flow integrates voice interaction, natural language processing, location precision, and frontend. Due to NDAs, links aren’t public—but once you open the chat, I’ll share live demos and walkthroughs. Whether you're building an internal assistant, a public-facing voice agent, or an integrated AI productivity tool, I can help bring your vision to life with robust, scalable architecture and a human-like user experience. I would love to connect and explore how we can contribute to your AI initiative. PS - Please pan the budget for now and discuss over chat. Regards,Srishti
$25 USD på 40 dage
6,6
6,6

I HAVE BUILT AND DEPLOYED LIVE RAG-BASED AI CHATBOTS — I WILL SHARE ACTIVE DEMOS UPFRONT, NOT SCREENSHOTS. Hello, I can deliver a production-ready, self-hosted, multilingual RAG chatbot that answers strictly from your website content and fully aligns with your ownership and control requirements. I understand your zero-tolerance stance on demos—live, working examples of similar systems will be provided at the start of our discussion. Proposed Approach (Brief) • Crawl and ingest your website content automatically • Generate and store embeddings in a vector database • Implement semantic retrieval with strict source grounding • Connect retrieval to an LLM for context-aware answers only • Enforce response guardrails (no competitors, no external redirects) • Build a clean backend API and integrate your provided UI mockup • Enable multilingual querying and responses • Optimize latency and token usage for low operating cost Core Components • RAG pipeline (ingestion → embeddings → retrieval → generation) • Vector database management and re-indexing workflow • Backend API (fully documented) • Frontend chatbot UI (from your design) What You Own ✔ 100% source code ✔ Infrastructure & deployment setup ✔ Documentation (deployment, updates, re-indexing) Operational Transparency • Clear monthly cost breakdown (LLM usage, hosting, storage) • Optimized for minimal recurring expenses
$38 USD på 40 dage
6,8
6,8

As a seasoned developer for over a decade, I've successfully implemented several AI-Chatbot projects like the one you're requesting. My Link to Project (Harvesters Inc). I understand and appreciate your need to see live examples before making any commitments. Rest assured, I have extensive experience developing AI-based applications and even more so in deploying such systems independently as per your project requirement. Utilizing my expertise in Python, Django, Flask framework, and several others alongside my Data Science skills, including AI and NLP, we are well-positioned for a project of this magnitude. My past experiences align well with the tasks you've outlined, such as building an optimized RAG chatbot that responds solely based on website content by leveraging efficient embedding strategies. In fact, I'll likely integrate Chroma or Pinecone vector database to manage these embeddings. Moreover, I understand the need for scalability and cost-efficiency in the long run, therefore I'll not only build you an exceptional Retrieval-Augmented Generation (RAG) chatbot to answer user questions but also provide detailed documentation for future updates and low monthly operating costs. thanks...
$25 USD på 40 dage
6,7
6,7

Hi there, I’ve reviewed your project and understand you’re looking for a RAG-based, multilingual AI chatbot for your website, fully independent with complete source code, infrastructure, and documentation. The focus will be on retrieving answers only from your website content, delivering accurate, context-aware responses, and optimizing for performance and low operating costs. I can build a Python backend (FastAPI) with LangChain or similar RAG framework, store embeddings in a vector database (Chroma/Weaviate), and implement semantic search connected to an LLM for answer generation. The pipeline will ingest website pages, convert them to embeddings, and provide a backend API for your frontend chatbot. The interface will be implemented based on your provided mockup, fully responsive and integrated with the retrieval system. Deliverables include the functional RAG chatbot, website ingestion and vector DB setup, backend API, frontend interface, deployment/maintenance documentation, and expected monthly operational costs. I will ensure full ownership, scalable architecture, and clean, documented code. I can share live demos of previous AI chatbot projects on request, along with the approach, timeline, and project-based pricing. Best regards, Muhammad Adil Portfolio: https://www.freelancer.com/u/webmasters486
$38 USD på 40 dage
6,0
6,0

Hi there, I am a top California freelancer with a solid track record of developing AI-powered chatbots, including those utilizing Retrieval-Augmented Generation (RAG) architecture. I understand the importance of delivering a fully functional chatbot that not only answers queries based on your website content but also supports multi-lingual capabilities. My previous projects have received 5-star reviews, and I am confident that I can bring your visual mockup to life while ensuring a seamless backend integration. In my approach, I would start by establishing a pipeline to ingest your website's content and convert it into embeddings. Utilizing a vector database, I can efficiently manage those embeddings and implement a semantic search to ensure accurate responses. I will also provide comprehensive documentation for deployment and maintenance, including a breakdown of expected ongoing operational costs. Please message me right away to discuss how we can turn your vision into reality. Can you provide more details about the preferred languages for the multi-lingual support and any specific features you envision for the chatbot?
$30 USD på 23 dage
6,2
6,2

Hello, I have carefully reviewed your project requirements and fully understand the need to build a self-hosted, AI-powered RAG chatbot that answers user queries based solely on your website content, supports multi-lingual function, and provides full ownership of the solution. I can confidently deliver this end-to-end system with scalability, performance, and cost efficiency in mind. First, I will design a pipeline to crawl and ingest your website pages, convert them into embeddings, and store them in a vector database such as Chroma or Weaviate. Using semantic search techniques, the system will retrieve relevant content and feed it into a language model through a Python backend built with FastAPI. Next, I will implement your frontend mockup, connecting it to the backend API to provide real-time responses while ensuring the chatbot answers only from your content. I will optimize API usage and token consumption to minimize operational costs. Finally, I will provide full documentation for deployment, maintenance, content re-indexing, and an overview of estimated monthly operating costs. Would you like the chatbot to include proactive suggestions or stay purely reactive to user queries? Let’s discuss the architecture and timeline in chat. Best Regards, Aneesa.
$25 USD på 40 dage
6,2
6,2

Dear , We carefully studied the description of your project and we can confirm that we understand your needs and are also interested in your project. Our team has the necessary resources to start your project as soon as possible and complete it in a very short time. We are 25 years in this business and our technical specialists have strong experience in Python, Backend Development, Frontend Development, FastAPI, LangChain, AI Chatbot Development, Retrieval-Augmented Generation (RAG) and other technologies relevant to your project. Please, review our profile https://www.freelancer.com/u/tangramua where you can find detailed information about our company, our portfolio, and the client's recent reviews. Please contact us via Freelancer Chat to discuss your project in details. Best regards, Sales department Tangram Canada Inc.
$30 USD på 5 dage
7,4
7,4

Hi client, I'm Denis Redzepovic, an experienced developer with expertise in FastAPI, LangChain, Backend Development, Python, Retrieval-Augmented Generation (RAG), AI Chatbot Development and Frontend Development. I have worked extensively on diverse Python projects, ranging from backend development and automation to data processing and API integrations. My deep understanding of Python’s libraries and frameworks allows me to build efficient, scalable, and maintainable solutions. I pay close attention to code quality and performance to ensure your project runs flawlessly. With my solid experience, I’m confident I can deliver results that exceed your expectations. I focus on writing clean, maintainable, and scalable code because I know the difference between 99% and 100%. If you hire me, I’ll do my best until you’re completely satisfied with the result. Let’s discuss your project details so I can tailor the perfect Python solution for you. Thanks, Denis
$25 USD på 20 dage
5,9
5,9

Hello! I have built and deployed multiple RAG-based AI chatbots for production websites, including multilingual support, semantic search, and cost-optimized LLM integrations. Live demos and links to similar systems are available and will be shared directly in my proposal as requested. >>>> Multi languages (English and Japan )<<<< **** You can track the project’s progress using the tracker. I’m available to work 40 hours per week **** With 10+ years of backend development experience (Python/FastAPI/Django) and hands-on work with LangChain, Chroma, Pinecone, OpenAI APIs, and embedding pipelines, I can deliver a fully self-hosted, ownership-ready RAG system. Approach: Crawl and ingest website content → clean, chunk, and generate embeddings Store embeddings in a vector DB (Chroma or Weaviate for full control) Implement semantic retrieval + context filtering Connect to LLM via API with strict grounding (no competitor references) Build scalable FastAPI backend Implement chatbot UI from your mockup Add multilingual support via embedding + LLM configuration Optimize token usage to reduce operational costs You will receive full source code, deployment documentation, re-indexing guide, and complete infrastructure ownership. I WILL PROVIDE 2 YEAR FREE ONGOING SUPPORT AND COMPLETE SOURCE CODE, WE WILL WORK WITH AGILE METHODOLOGY AND WILL GIVE YOU ASSISTANCE FROM ZERO TO PUBLISHING ON STORES. I eagerly await your positive response. Thanks.
$25 USD på 40 dage
5,9
5,9

As an AI developer adept at building intelligent systems, I bring valuable experience and skills that align well with your project requirements. Over the years, I have amassed a solid reputation for delivering exceptional work, meeting deadlines, and ensuring client satisfaction - as seen in my 100% job completion rate. What sets me apart is my robust understanding of retrieval augmented generations (RAG) architectures, my ability to deploy AI-based systems independently, and create scalable APIs and backend systems. I'm well-versed in Python, which you specified as a preferred language for the backend system(FastAPI) and have hands-on experience with RAG frameworks(LangChain). This proficiency extends to effectively integrating AI systems like the one you need into web interfaces. Furthermore, I have a strong background working with vector databases like Chroma, Pinecone, Weaviate – skills crucial to your project's success. Additionally, I understand the importance of providing clear documentation for deployment and maintenance. You can rely on meinefficiency in producing comprehensive guides, including steps for updating and re-indexing website content. Rest assured, not only will I design a visually appealing chatbot interface based on your mockup but also implement retrieval systems that give answers strictly based on your website content ensuring users are not directed elsewhere
$25 USD på 40 dage
5,6
5,6

Hello, Would you be interested in a free demo of our AI-powered RAG chatbot solution, built specifically for your website's needs, even before any commitment? With proven expertise in developing scalable RAG architectures and a focus on user-centered design, I will ensure your chatbot offers precise, multilingual responses while maintaining full ownership and control over the solution. I invite you to discuss in detail how we can transform your vision into reality and provide a demo that aligns perfectly with your requirements. Regards, Smith
$38 USD på 40 dage
5,5
5,5

Drawing upon my firsthand experience in the successful development of numerous B2B and B2C software products over the past 10 years with WellSpring Infotech, our team has established themselves as experts in the fields of AI, backend, and frontend development. I have personally overseen several projects ranging from Fintech to eCommerce and recognize the value of a solution being tailored to meet diverse client needs. While we have worked extensively across different platforms, our proficiency in Python backend (such as FastAPI) will be especially critical for this chatbot project. Navigating through the complexities of embedding and semantic search is key for an AI-powered chatbot like yours that would successfully retrieve data from your website content. With practical exposure to implementing RAG architectures and extensive knowledge in managing vector databases, we are well-equipped to design a pipeline that will accurately convert and store your web content into meaningful representations for efficient retrieval on par with your preference for platforms like Chroma, Pinecone or Weaviate.I understand that you prefer vendors who can develop systems independent of proprietary platforms for convenience. Thanks....
$25 USD på 40 dage
5,3
5,3

Hi there, I understand you need a fully self-hosted RAG-based chatbot that ingests your website content, stores embeddings in a vector database, performs semantic retrieval, and generates answers strictly grounded in your data — with full source-code ownership and clear operating cost estimates. I’ve built similar AI chatbot systems using Python (FastAPI), LangChain-style RAG pipelines, Chroma/Weaviate vector stores, and LLM API integrations, including multilingual support and token-optimized architectures to reduce monthly costs. My approach would include automated website crawling, structured embedding pipelines, secure backend APIs, and implementing your provided UI mockup exactly as designed. I’ll also provide full deployment documentation and a transparent breakdown of hosting + API usage costs. Looking forward for your positive response in the chatbox. Best Regards, Arbaz H
$38 USD på 40 dage
5,0
5,0

Hello, I noticed your emphasis on reviewing live chatbot demos before considering any application, and your requirement for full ownership aligns well with how I typically deliver RAG systems. I’ve built several RAG-based multilingual chatbots, including a FastAPI + LangChain system for an educational platform where I delivered a full ingestion pipeline, a vector DB setup, and a cost‑optimized API layer that reduced monthly expenses by 37%. The real complexity here is ensuring the chatbot answers strictly from your website content while avoiding leakage to external sources, especially with multilingual retrieval. That requires careful prompt‑guardrails, query‑translation consistency, and deterministic context‑filtering. I’ll implement a crawler or ingestion pipeline, generate embeddings, set up a vector database, and build a clean FastAPI backend that your frontend can call. I’ll mirror your mockup exactly while keeping all infrastructure self‑hostable with full documentation. Before starting, I need access details for your hosting environment and clarity on expected website size to estimate embedding scale and API cost. I can deliver this cleanly and on time. Best regards, John allen.
$25 USD på 19 dage
4,6
4,6

Hello, With over a decade of experience as a software engineer and a specific focus on modern technologies like AI, I am confident in my ability to deliver the RAG-based chatbot you desire. Not only have I implemented various chatbot systems with active links that I can provide, but I've also honed my skills in backend development using Python and powerful frameworks like FastAPI. This makes me an ideal choice to efficiently build your system from data ingestion to semantic search. Furthermore, my proficiency in designing scalable APIs and constructing independent systems ensures that you'll have full control and ownership of the solution, just as you required. My understanding of vector databases will be essential in organizing and managing website content embeddings effectively for fast and precise retrieval. Lastly, I offer more than just implementation - from deployment to maintenance, I am dedicated to insightful documentation that creates ease for future re-indexing and updates. I'm ready to bring clarity, integrity, and exceptional solutions to this task. Regards.
$25 USD på 40 dage
4,9
4,9

Hi, I hope you're doing good. I have experience building AI-powered chatbots and RAG-based systems, which you can find on my profile. I am familiar with Python backends (FastAPI) or similar RAG frameworks, vector databases like Chroma or Weaviate, embeddings, semantic search, and integrating AI chat systems with web interfaces. I can also implement multilingual support, optimize API usage, and ensure the system is fully under your control with complete source code and documentation. You can expect fluent communication and regular updates throughout the project. Lets connect so we can discuss website content ingestion, vector database setup, and frontend integration in detail.
$25 USD på 40 dage
4,1
4,1

Hi there, I am a strong fit because I have built and deployed production RAG chat systems with full source-code ownership, self-hosted vector databases, and cost-optimized LLM usage. I have implemented FastAPI-based backends using LangChain-style pipelines, embedding generation, semantic retrieval with Chroma and PostgreSQL-based vector storage, and multilingual answer generation with strict context grounding to prevent hallucinations or external redirection. I have also delivered custom frontend chat widgets integrated into existing websites, with controlled token usage, caching layers, and structured re-indexing workflows. My approach would be: crawl and normalize your website content, chunk and embed it, store embeddings in a self-hosted vector database, implement semantic retrieval with confidence scoring, then generate responses strictly from retrieved context with fallback handling. The system will include a re-index script, API layer, cost monitoring, and deployment-ready documentation so you retain full infrastructure control. I reduce risk by isolating ingestion, retrieval, and generation services, enforcing context-only answering rules, implementing multilingual embeddings, and optimizing API calls to keep monthly operating costs predictable. Regards Chirag
$25 USD på 40 dage
4,4
4,4

Hello, I have built production RAG chatbots using FastAPI, LangChain, and self hosted vector databases such as Chroma and Weaviate, with full ownership delivered to clients including source code and deployment scripts. My approach would include a controlled website crawler, structured embedding pipeline, semantic retrieval layer, and a guarded LLM response system that answers strictly from indexed content while supporting multilingual queries. The frontend will be implemented from your mockup and connected to a scalable backend API designed for independent hosting. I will provide a clear cost breakdown covering API usage, hosting, and scaling scenarios. Timeline is approximately 3 to 5 weeks depending on content size.
$30 USD på 40 dage
4,0
4,0

nerima-ku, Japan
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