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I’m looking for a developer who can deliver a private, retrieval-augmented generation (RAG) chat system that lives inside a university’s own cloud environment. The chat’s sole purpose is to help students day-to-day—clarifying homework questions, walking them through course-registration steps, and fielding all those quick general inquiries that currently flood staff inboxes. All source material—syllabi, lecture slides, policy PDFs, campus FAQs—already sits in our cloud storage. Your task is to wire that content into a secure RAG pipeline so the chatbot always answers from approved documents and never leaks data outside our tenancy. FERPA compliance and robust access controls are non-negotiable. I will supply sample documents plus API access to the student-information system; you design, build, and document: • End-to-end RAG architecture (vector store, retriever, generator) • Chat front end that embeds in our existing web portal • Lightweight admin console for uploading/deleting documents and viewing usage stats Acceptance criteria 1. New course material appears in answers within minutes of upload. 2. Homework, registration, or general questions return accurate, sourced replies. 3. Automated tests confirm no PII leaves our environment. When you reply, highlight similar student-facing AI work you’ve completed, your preferred stack (LangChain, Llama-Index, Azure/OpenAI, etc.), and the timeline you’d need to ship an MVP. Project Description I need to build an AI chat system for universities and training centers. The goal is for students to ask questions and get answers only from the academic materials uploaded by the instructors (PDF, Word, images, video links, etc.). The system must use cloud storage for all documents and integrate with a Vector Database to enable RAG (Retrieval Augmented Generation). This is the initial MVP version. Prefer developers with previous RAG projects. Must show at least one previous example of AI search over PDF documents. Please start your proposal with the phrase "Strict RAG MVP" so I know you read the requirements.
Proje No: 40043298
73 teklifler
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73 freelancer bu proje için ortalama $1.198 USD teklif veriyor

Strict RAG MVP: With a decade-long track record in revolutionary AI developments, including intense blockchain, web and SaaS, eCommerce, Mobile App, AI and Computer Vision endeavours and many other groundbreaking projects, ZAWN Tech proudly presents itself as a formidable candidate for your university's AI Chat Assistant. We're equipped with the skills and experience you're looking for - from creating end-to-end RAG architectures to seamless API integration into existing systems; we've got you covered. Not only have we created similar student-facing AI systems in the past, but we also have specific expertise in your preferred stack. Our proficiency with LangChain, Llama-Index, Azure/OpenAI aligns seamlessly with your project's requirements. By leveraging these technologies and others, we ensure robust access controls and FERPA compliance which you emphasized as non-negotiable.
$1.500 USD 20 gün içinde
7,2
7,2

Hi Strict RAG MVP - I’ve built private, university-facing RAG assistants before, where students could ask about courses, policies, and timetables and get sourced answers strictly from campus documents. I typically use LangChain or LlamaIndex with a vector DB like pgvector/Weaviate and an LLM deployed in the client’s own cloud (or Azure OpenAI) so no content or PII leaves their tenancy. The biggest technical challenge here is enforcing “answers only from approved documents” while staying FERPA-compliant and guaranteeing embeddings, logs, and prompts never cross trust boundaries. I’d solve that by isolating the RAG stack inside your VPC, using role-based access to storage and vector indices, and adding guardrails that require citations from your corpus for every response. Your web portal would get an embeddable chat widget plus an admin console for uploading/removing materials, managing collections per course, and reviewing basic usage stats. I can also wire in your student-information-system API so the assistant can personalize flows (like registration steps) without exposing raw SIS data to students. Thanks, Hercules
$1.200 USD 7 gün içinde
6,7
6,7

Strict RAG MVP HELLO, I HAVE CREATED SIMILAR APPS BEFORE AND I CAN SHOW YOU. I have reviewed your requirements and can deliver a private, retrieval-augmented generation (RAG) AI chat system for university students, fully hosted in your cloud environment with FERPA-compliant access controls . >>>> Multi languages (English and Arabic)Left-To-Right (LTR) and Right-To-Left (RTL) <<<< 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 have 10+ years of experience in AI, LangChain/Llama-Index pipelines, vector databases, and secure cloud integration. My approach includes ingesting syllabi, lecture slides, and policy documents into a RAG architecture, building a chat frontend embedded in your portal, and a lightweight admin console for document management and usage stats. Deliverables include modular code, automated tests to prevent PII leakage, and an MVP that updates answers within minutes of new material upload. I am available on desk as per your convenient time zone and will work on your project until you satisfied with my work. Awaiting your positive response. Thanks Christina
$1.000 USD 7 gün içinde
6,1
6,1

Strict RAG MVP: As an AI expert with a specialization in embedding information systems, I believe I am the ideal candidate to build your university AI chat system. Throughout my career, I've developed a wide range of applications that focus on retrieving and generating information from large databases, which aligns perfectly with this project. Importantly, I have excellent understanding and hands-on experience with RAG systems. In fact, one of my recent projects involved designing an AI search system for a law firm that indexed and retrieved information from complex legal documents within a cloud environment. In terms of tech stack, my proficiency in Python, which has long been the go-to language for AI development, including multiple libraries such as FastAPI for API development and PyTorch for retrieval and generation models, fits well with requirements for this project. Alongside this, I have solid knowledge in cloud computing with expertise in services like Azure and OpenAI, which can be beneficial in terms of document access controls and deploying your chat assistant within your own secure cloud environment.
$1.500 USD 45 gün içinde
6,4
6,4

⭐⭐⭐⭐⭐ Strict RAG MVP CnELIndia, led by Raman Ladhani, has successfully delivered student-facing AI solutions that leverage private RAG pipelines over academic content, ensuring FERPA-compliant data handling. For your project, we propose an end-to-end architecture using LangChain with a vector database for fast retrieval, integrated with your cloud storage. The chat front end can embed seamlessly into your web portal, complemented by a lightweight admin console for document management and usage monitoring. We ensure real-time indexing so new course material appears in answers within minutes. Automated tests will validate no PII leaves your environment. Leveraging Azure OpenAI or OpenAI APIs, we can deliver a working MVP in 6–8 weeks, with full documentation and secure, scalable deployment.
$1.125 USD 7 gün içinde
5,6
5,6

Strict RAG MVP Hello, HAVE HANDS-ON EXPERIENCE WITH SUCH PROJECT With 9+ years of proven experience in AI and RAG systems, I fully understand your requirement to build a secure, student-focused chat assistant that answers only from approved academic materials. The goal is to deliver a scalable, user-centric AI chat system that integrates seamlessly with your cloud storage and vector database while maintaining FERPA compliance. -->> End-to-end RAG pipeline with vector store + retriever + generator -->> Embedded web chat front-end for student portal -->> Admin console for document management and usage monitoring -->> Accurate, sourced answers with automated PII safeguards My approach: clean architecture, secure APIs, efficient integrations, and an agile milestone workflow. Let’s connect in chat — I have a few queries to clarify before proceeding. Thanks
$750 USD 7 gün içinde
5,8
5,8

Hello Dear! I write to introduce myself. I'm Engineer Toriqul Islam. I was born and grew up in Bangladesh. I speak and write in English like native people. I am a B.S.C. Engineer of Computer Science & Engineering. I completed my graduation from Rajshahi University of Engineering & Technology ( RUET). I love to work on Web Design & Development project. Web Design & development: I am a full-stack web developer with more than 10 years of experience. My design Approach is Always Modern and simple, which attracts people towards it. I have built websites for a wide variety of industries. I have worked with a lot of companies and built astonishing websites. All Clients have good reviews about me. Client Satisfaction is my first Priority. Technologies We Use: Custom Websites Development Using ======>Full Stack Development. 1. HTML5 2. CSS3 3. Bootstrap4 4. jQuery 5. JavaScript 6. Angular JS 7. React JS 8. Node JS 9. WordPress 10. PHP 11. Ruby on Rails 12. MYSQL 13. Laravel 14. .Net 15. CodeIgniter 16. React Native 17. SQL / MySQL 18. Mobile app development 19. Python 20. MongoDB What you'll get? • Fully Responsive Website on All Devices • Reusable Components • Quick response • Clean, tested and documented code • Completely met deadlines and requirements • Clear communication You are cordially welcome to discuss your project. Thank You! Best Regards, Toriqul Islam
$750 USD 5 gün içinde
5,1
5,1

Strict RAG MVP: I can build a secure, university-hosted RAG chat system that pulls exclusively from your approved academic materials and stays fully compliant with FERPA. The system will include an end-to-end RAG pipeline (vector store, retriever, generator), a chat front end that embeds smoothly into your existing portal, and an admin console for managing documents and usage stats. All content will remain inside your cloud tenancy, with strong access controls and automated tests ensuring no PII ever leaves the environment.
$1.500 USD 20 gün içinde
5,3
5,3

Hello there , Good morning! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in API Development, AI Model Integration, Chatbot Prompt Writing, Retrieval-Augmented Generation (RAG), Chatbot Integration, AI Development, Azure, AI Chatbot Development, Cloud Computing and API Integration. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. "Strict RAG MVP" Looking forward to hearing you back and discussing all details.. A fast response is appreciated
$750 USD 3 gün içinde
4,7
4,7

Hi there, I can build your fully private, retrieval-augmented (RAG) university chat assistant—secure, FERPA-compliant, tenant-isolated, and continuously synced with new course materials. I’ve delivered multiple education-sector AI systems, including LMS-integrated RAG chatbots, syllabus-search engines, and student support assistants that run 100% inside the institution’s own cloud environment (Azure, AWS, GCP, private K8s). I’d be glad to show previous RAG/PDF-search demos and walk through how I ensure strict private-cloud operation. Let’s build a student assistant that reduces staff load while giving students fast, accurate, document-grounded help. Best regards, Jiayin
$1.125 USD 7 gün içinde
4,8
4,8

Strict RAG MVP: With my comprehensive skill set in AI and API development, I am well-equipped to build and deploy your end-to-end RAG architecture for the university AI chat assistant you require. Drawing on my hands-on experience with similar student-oriented AI projects, I can ensure the chatbot effectively retrieves and generates answers only from approved university documents stored in the cloud – fully adhering to FERPA compliance and guaranteeing tight data security throughout. My expertise in utilizing different stacks like LangChain, Llama-Index, Azure/OpenAI complements this project's needs by promising the fastest delivery timeline for an efficient Minimum Viable Product (MVP). Additionally, having completed numerous AI searches over PDF documents means I understand how invaluable it is for students to pinpoint exact information while using the system - a fundamental aspect of this project. By selecting me, you are gaining more than just a talented developer; you are getting a visionary who will enhance your existing web portal with a cohesive front-end that provides an intuitive user experience. To facilitate administrative tasks and give insights into usage stats, I will incorporate a lightweight admin console into the system. Let's transform your idea into an interactive solution that revolutionizes student support and maximizes study efficiency.
$1.125 USD 7 gün içinde
4,6
4,6

⭐⭐⭐⭐⭐ Build a Secure RAG Chat System for Student Support ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and see that you're looking for a developer to create a private RAG chat system for your university. You don’t need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for educational institutions. I will ensure the chatbot pulls accurate information from your cloud storage while adhering to FERPA compliance and robust access controls. ➡️ Why Me? I can easily build your RAG chat system as I have 5 years of experience in AI chat solutions, specializing in secure data handling, cloud integration, and user-friendly interfaces. My expertise includes designing RAG architectures, API integration, and creating effective admin consoles. Additionally, I have a strong grip on relevant technologies like LangChain and Azure. ➡️ Let's have a quick chat to discuss your project in detail. I can show you samples of my previous work, demonstrating my capabilities in building student-facing AI systems. I look forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ RAG Architecture Design ✅ AI Chatbot Development ✅ API Integration ✅ Cloud Storage Solutions ✅ User Interface Design ✅ Secure Data Handling ✅ FERPA Compliance ✅ Document Management ✅ Vector Database Integration ✅ Automated Testing ✅ Frontend Development ✅ Admin Console Creation Wait
$900 USD 2 gün içinde
5,1
5,1

Hello there, I understand that you are seeking a developer to create a private AI chat assistant for a university, utilizing retrieval-augmented generation (RAG) technology. The chatbot will provide assistance to students with homework, course registration, and general inquiries, while ensuring FERPA compliance and data security within the university's cloud environment. My proposed solution involves designing and implementing an end-to-end RAG architecture, integrating the chat front end into the university's web portal, and developing a user-friendly admin console for document management and usage tracking. Key Deliverables: - End-to-end RAG architecture setup - Chat front end integration - Admin console for document management - Automated tests for data security I bring expertise in API Development, API Integration, Cloud Computing, and Retrieval-Augmented Generation (RAG) to ensure quality and reliability. I'll share my portfolio with you in the DM. Kindly, ping me there. I'd love to connect for a quick chat to discuss your project in more detail. Best regards, Bilal
$1.100 USD 7 gün içinde
3,6
3,6

Greetings! I understand your requirement for a secure, private RAG-based chat system for university students and my hypothesis is that using LangChain with a vector database will ensure answers come only from approved academic materials while maintaining FERPA compliance. I’ll build the retrieval pipeline, embed a chat interface in your portal, create a lightweight admin console for document management, and deliver clean, well-documented code so new materials are available within minutes and all responses remain fully sourced. Let’s connect and we will jump on further discussion, btw this is not an auto bid like others. Best regards, Shawana
$800 USD 12 gün içinde
3,5
3,5

Hey, I hope you are doing well. I hold a master's degree in Computer Science from a renowned university. I am an experienced chatbot developer (please visit my profile to have a look at past projects). I have reviewed and understood your requirements, I can help you with this project. Please visit my service for details: https://www.freelancer.com/service/chatbot/chatbot-development
$1.500 USD 7 gün içinde
3,0
3,0

Strict RAG MVP Your Requirements — How I Will Deliver ✔ End-to-end RAG pipeline Document ingestion, chunking, embeddings, vector store, retrieval tuning, grounding-only responses Real-time sync so new course material appears in answers within minutes ✔ Web-embedded chat interface Clean UI/UX similar to modern academic helpdesk chat Sourced citations included in every answer Works inside existing student portal via iframe or module ✔ Lightweight Admin Console Upload/delete documents View usage analytics & retriever logs Quick re-indexing Access roles (Instructor / Admin) ✔ Compliance & Security Strict FERPA alignment All compute inside your cloud No external LLM calls unless going through private endpoints Automated unit tests verifying no PII leaves the environment
$1.500 USD 90 gün içinde
2,8
2,8

Strict RAG MVP Hello, I have thoroughly reviewed your project requirements and understand that you need a secure, private RAG chat system for students that only retrieves answers from approved academic materials in your cloud environment. I can deliver a fully compliant solution that ensures FERPA standards while providing fast, accurate responses. My approach will start with designing a robust RAG pipeline using Python with LangChain or Llama-Index, integrated with your cloud storage and a vector database like FAISS or Chroma. I will implement document ingestion for PDFs, Word files, images, and video metadata, ensuring new content is indexed within minutes. The chat interface will embed seamlessly in your web portal, and I will build a lightweight admin console to manage documents and monitor usage. Automated testing will validate that no PII leaves your tenancy. I will provide full documentation and a reproducible architecture for future expansions. Can you confirm the preferred cloud platform and whether Azure Cognitive Search or a custom vector store fits your environment best? • Ready to see why I'm the right fit for your project? Head over to my profile for client reviews and a glimpse of my portfolio: https://www.freelancer.com/u/ShaikhAneesa Best Regards, Aneesa
$1.000 USD 3 gün içinde
2,8
2,8

[Strict RAG MVP]Hi there, I’ve delivered private RAG chat systems before and can share examples directly in chat. I will deliver: 1. End‑to‑end RAG pipeline (vector store, retriever, generator) inside your university cloud 2. Chat front end embedded in your existing web portal 3. Lightweight admin console for document upload/delete and usage stats 4. FERPA‑compliant setup with strict access controls, ensuring no data leaves your environment 5. Accurate, sourced replies from syllabi, slides, PDFs, and FAQs within minutes of upload 6. Documented source code plus automated tests confirming compliance and reliability Please feel free to reach out so we can discuss price and timeline. Best regards, Houssame
$750 USD 7 gün içinde
2,4
2,4

I'm ready to start right now to deliver a secure Retrieval-Augmented Generation (RAG) chat system for universities, exclusively hosted in your cloud environment, ensuring FERPA compliance and robust access controls. With expertise in designing end-to-end RAG architecture, integrating APIs, and developing chat front ends, I can assure quality and timely delivery as per your requirements. Let's have a quick chat to discuss your project in detail and review samples of my previous work. I look forward to collaborating with you! Strict RAG MVP. Kind regards, Haroon Z .
$1.125 USD 1 gün içinde
1,7
1,7

Strict RAG MVP, I'm excited about the opportunity to develop your University AI Chat Assistant. With my expertise in AI development and cloud computing, I will ensure seamless integration with your document-specific approach and rigorous requirements for FERPA compliance. By leveraging tools like Rethe RAG framework, I'll deliver quick access to accurate information for students while ensuring data security within your cloud environment. My previous projects involving AI search over PDF documents make me an ideal fit for this task. I suggest utilizing either Azure or OpenAI as tech stacks -- combining LangChain, Maven Indices, or another vector store system as needed. With my insights, dedication, and commitment to quality, we can forge a successful partnership [Adding saying your available each other] Looking forward to collaborating with you on achieving your AI chat system goals. Regards, Jason McLachlan
$1.050 USD 3 gün içinde
1,4
1,4

Riyqdh, Saudi Arabia
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