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Seeking Full-Stack AI Developer/Agency for "Human-in-the-Loop" EdTech Content Generation Platform Project Overview We are looking for an experienced Full-Stack AI Developer or a specialized AI development agency to build a robust, AI-powered content generation "wrapper" for our EdTech company. The goal of this platform is to empower our in-house content creators. Instead of the AI acting entirely autonomously, a human content creator will upload foundational materials (PDFs, course overviews) into the system. The platform will then use various AI models and media APIs to generate drafts of course materials (video lectures, podcast-style audio, editable presentations, and mock tests). The human creator will then review, edit, and finalize these assets within the platform before rendering. Core Features & Technical Requirements We require a dashboard/interface for our team to interact with the AI and manage the generated assets. The required feature modules include: 1. Data Ingestion & RAG (Retrieval-Augmented Generation) Ability to upload raw PDFs and course overviews. System must accurately parse text, tables, and basic diagrams to use as context for content generation. Suggested tools: LlamaParse, Pinecone/Milvus, OpenAI models. 2. LLM Orchestration & Script Generation AI generation of highly structured course outlines, lecture scripts, and quiz questions based strictly on the uploaded source materials. Human-in-the-loop interface: The content creator must be able to review, edit, and approve all generated text scripts before they are sent to expensive media APIs (like video/audio). 3. Media Synthesis Integrations (API Connections) Video: Integration with HeyGen API to generate presenter-led videos from the approved text scripts. Audio: Integration with ElevenLabs API to generate dual-host, conversational audio overviews (podcast style) from the source materials. 4. Document & Assessment Generation Editable Presentations: The AI must generate structured slide decks (e.g., using Markdown-to-PPTX compilers like Marp) so our team can download and manually edit the PowerPoint files natively. Assessments: Generation of structured question banks (beginner to advanced) exportable to our existing LMS or as JSON/CSV. 5. Asynchronous Processing & Backend Because media generation (video/audio) takes time, the backend must handle asynchronous API calls without timing out. Suggested tools: Node.js or Python (FastAPI/Django), Celery/Redis for task queues, AWS/Cloud infrastructure for hosting. What We Are NOT Looking For We do not need a fully autonomous multi-agent system that runs without human intervention. We do not need complex adaptive machine learning pathways or integrated coding sandboxes at this stage. This is an internal productivity tool for our staff, so the UI needs to be functional and clean, but does not need to be a polished, consumer-facing SaaS product. Deliverables & Milestones Please structure your proposal and quotation based on the following milestones: Architecture & UI/UX Wireframing: System design and dashboard layout. Core RAG & Text Generation: PDF ingestion and editable script/quiz generation. Media API Integration: Connecting HeyGen (video), ElevenLabs (audio), and PPTX generation. Testing, Debugging & Deployment: Ensuring asynchronous tasks do not fail and the system is deployed securely on our cloud infrastructure. To Apply, Please Provide: An itemized cost estimate (in USD or INR) broken down by the core features listed above. An estimated timeline for completion. Your proposed tech stack for the frontend, backend, and database. Examples of past projects where you have integrated LLMs, RAG pipelines, or media APIs (HeyGen/ElevenLabs). Your Annual Maintenance Contract (AMC) terms for post-launch support.
Project ID: 40449228
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53 freelancers are bidding on average ₹201,975 INR for this job

Hi there, I will build your human-in-the-loop content generation platform — RAG-powered PDF ingestion, LLM script generation with an editable review stage, and media API integrations for HeyGen, ElevenLabs, and Marp-based PPTX export. For the async media pipeline, I will use Celery with Redis and implement webhook listeners for HeyGen/ElevenLabs job completion rather than polling. This keeps your backend responsive, avoids timeout failures, and lets creators see real-time status updates on the dashboard without refreshing. Questions: 1) Which vector store do you prefer — Pinecone, Milvus, or are you open to a recommendation based on your document volume? 2) What LMS will the assessment exports need to integrate with, and does it accept QTI format or only JSON/CSV? Looking forward to your response. Best regards, Kamran
₹168,337 INR in 25 days
6.0
6.0

Hello, this is closer to an internal AI production system than a normal SaaS dashboard. The important part here is not just connecting LLMs, it’s building a reliable human-in-the-loop workflow where generation, editing, approvals, media rendering, and async processing all stay operationally stable together. Your approach around editable review stages before triggering expensive APIs like HeyGen and ElevenLabs is absolutely the right direction from both cost-control and quality-control perspectives. We can help with: • RAG pipeline architecture • PDF ingestion & parsing workflows • LLM orchestration systems • editable approval/review interfaces • HeyGen & ElevenLabs integrations • async queue/task processing • PPTX & assessment generation • scalable backend & cloud deployment For this type of platform, we’d likely structure the backend around async task queues, modular AI pipelines, centralized asset management, and scalable API orchestration so media generation remains reliable under load. We’ve worked on AI-integrated platforms, dashboard-heavy systems, workflow automation architectures, and scalable backend systems involving LLM workflows and structured content generation. Would be better to connect over chat so I can share the detailed technical approach, timeline breakdown, properly because of the proposal word limit.
₹240,000 INR in 80 days
5.6
5.6

Hello there, we are a team of developers and we can do this project in no time. Thanks Ashish Kumar.
₹200,000 INR in 42 days
2.8
2.8

Coming with an extensive background in Full Stack Development and proficiency in tools like React.js, Node.js, Python, and API integrations, I am equipped to create the perfect Human-in-the-Loop EdTech Content Generation platform for your needs. Over the span of my 8 years in the industry, I have optimized and integrated solutions that resonate well with your project’s demands. My tech stack includes Node.js for managing asynchronous processing and Python for implementing the AI models needed for your RAG (Retrieval-Augmented Generation) system. Furthermore, my portfolio showcases successful projects wherein I has integrated similar processes to what you are looking for with LLMs, RAG pipelines, and media APIs. I have also experience designing intuitive dashboards and wireframes which will be essential in creating a functional yet clean user interface as you have specified. Lastly, delivering precise bespoke solutions on time is my forte. In terms of costs and timeline, my itemized cost estimate aligns with your milestones and the payment structure that you have designated. As for post-launch assistance, my Annual Maintenance Contract emphasizes long-term support to ensure that your productivity tool remains seamless. Building software is not just a profession for me; it is a passion that drives me to deliver exceptional results and I look forward to potentially working with you to bring your vision to life!
₹200,000 INR in 7 days
2.2
2.2

Hi, this is a strong use case for a human-in-the-loop AI workflow because keeping creators in control before triggering costly media generation creates better output quality and lower API costs. I have experience with AI integrations, workflow orchestration, dashboards, and scalable architectures, and I’d approach this with a modular structure so RAG, content review, media generation, and async processing remain independently scalable. A few quick questions: 1. Roughly how many PDFs/courses do you expect to process weekly at launch? 2. Do you already have cloud preference (AWS/GCP/Azure) or should infrastructure be proposed? 3. Will creators need role-based access (admin, editor, reviewer) from phase one? Best regards
₹150,000 INR in 7 days
2.1
2.1

Hi there, I am Cindy Viorina, a seasoned Full-Stack AI Developer, excited about your "Human-in-the-Loop" EdTech Content Generation Platform project. I understand the need for a system that empowers your content creators by allowing them to interact directly with AI-generated outputs. By integrating various AI models and media APIs, I'll ensure that your team can seamlessly upload foundational materials, generate drafts, and finalize assets efficiently. For implementation, I'll utilize LlamaParse for data ingestion to accurately parse content from PDFs. The system will employ OpenAI models for structured course outlines and scripts, guaranteeing human oversight at every stage. Additionally, I'll establish connections to HeyGen and ElevenLabs for media synthesis, ensuring robust content delivery through video and audio formats. With Node.js or Python as the backend, I'll ensure smooth asynchronous processing. I can communicate in real-time, based on your time zone, and I can provide a simple demo within 12 hours of project commencement. Q1: What specific user roles will need access to the dashboard? Q2: Are there particular design preferences for the UI? Q3: What are your goals for the initial beta testing phase? Looking forward to collaborating on this innovative platform! Best regards, Cindy Viorina
₹222,000 INR in 13 days
1.8
1.8

Hi, I’m an AI Automation Specialist, AI Agent Developer, and Full-Stack Developer with expertise in building agentic AI systems, LLM integrations, workflow automation, and scalable web applications that streamline and optimize business operations. I can help deliver a reliable, efficient, and scalable solution tailored to your project requirements while ensuring clean implementation, smooth integrations, and long-term maintainability. Flexible pricing available based on scope and complexity. Fast delivery • Clean implementation • Reliable communication • Long-term support
₹200,000 INR in 1 day
1.6
1.6

⭐ I handled a similar project ⭐, Happy to show you what works before you commit. A full-stack AI content generation platform was developed, enabling human-in-the-loop editing for educational materials. This matches your need for a dashboard managing AI-generated course assets seamlessly. The project focuses on RAG, media API integration, and asynchronous backend processing. Specializing in EdTech AI solutions, I prioritize secure, performant systems with intuitive interfaces. Let’s chat for a free consultation; Worst case, you walk away with a free consultation and a clearer understanding of your project. Kind regards, Curtley
₹150,000 INR in 30 days
1.4
1.4

I'll tackle the core deliverable for the "Human-in-the-Loop" EdTech content generation platform. The real work here is building a backend flow that stays clean under real API, deployment, and error-handling conditions. With this focus, I'll deploy a Python backend using FastAPI, ensuring reliable APIs, maintainable structure, and robust error handling. My strength lies in delivering closely related work, such as the Multi-Client ML Inference API, where I achieved sub-200ms latency and production-grade cloud delivery. I'll apply this expertise to your project. For execution, I'll break down the work into key deliverables: clean backend code, environment setup instructions, error handling, API integration flow, and a comprehensive README. I'll clarify deployment targets, API boundaries, and whether this is a greenfield or existing service. Is the main pain point implementation, deployment, or stabilizing an existing backend flow?
₹169,320 INR in 7 days
1.0
1.0

As a seasoned Full-Stack AI developer, our team at [Your Company's Name] is an ideal fit for your project. For over 9+ years, we've been creating cutting-edge solutions that harness the power of AI combined with delightful user experiences. Our proficiency in Python-based technologies such as FastAPI and Celery aligns perfectly with your requirements for seamless API connections. This ensures that even as complex media generation tasks take place asynchronously, our backend keeps up without timeouts. Moreover, our portfolio boasts of successful projects where we've integrated LLMs and RAG pipelines to create intelligent content solutions. Notably, we have extensive experience working with media APIs like HeyGen and ElevenLabs presenting them in relevant and structured format. The resultant output of your assets like course outlines, lecture scripts, PowerPoint slides is completely exportable to interlink with your existing LMS or as JSON/CSV, making it a highly adaptable solution. What sets us further apart is our dedication to post-launch support and annual maintenance. We believe in creating partnerships that last beyond project delivery and offering comprehensive services for your system's smooth functioning after the construction phase. With all these aspects considered, [Your Company's Name] can provide you not only an affordable solution but also a highly professional approach to ensure your EdTech SaaS platform revolutionizes content generation for your company!
₹200,000 INR in 7 days
0.0
0.0

With a robust 4+ years of hands-on experience in full-stack development, I am confident that my skills and expertise align perfectly with your needs. My core competencies encompass the entire development process - from architecting backend APIs, handling databases, designing responsive User Interfaces, integrating web services and APIs to deploying on cloud infrastructures. This cross-functional background equips me with the ability to deliver a holistic solution for your EdTech SaaS project. Drawing on my past work, I have successfully integrated LlamaParse, Pinecone/Milvus, OpenAI models into projects to personalise content generation using AI. My familiarity with Pinecone/Milvus and OpenAI models will aid accurate retrieval of data and generation of draft scripts for your course materials precisely based on the uploaded source materials as needed. In summary, my proven skills in Full Stack development, precise API integration, and cloud infrastructure handling paired with a collaborative and meticulous work ethic make me a perfect fit for your project. I provide consistent end-to-end support and maintain clear communication throughout the process. With me, you have a partner committed to delivering your vision efficiently, so let's turn your EdTech aspirations into unrivalled productivity solutions!
₹150,000 INR in 7 days
0.0
0.0

FROM YOUR DESCRIPTION, I UNDERSTAND EXACTLY WHAT YOU NEED AND HOW TO DELIVER IT PROPERLY You require a clean, professional, and user-friendly EdTech content generation platform with seamless integration of AI models and media APIs to empower content creators. The focus is on human-in-the-loop review and editing, automated generation of structured scripts, presentations, and assessments, along with asynchronous backend processing to handle video and audio media synthesis reliably. With strong full-stack experience in AI integration, LLM orchestration, and media API workflows, I deliver high-quality, scalable solutions that emphasize clean code and dependable results. I’ve successfully completed similar projects involving RAG pipelines and synchronous/asynchronous task management outside this platform. I’d be happy to discuss your project and outline a simple and effective approach to get this done efficiently. Best regards, Pieter
₹200,000 INR in 30 days
0.0
0.0

I'll handle it, don't worry. Balancing automated AI content generation with a genuinely seamless human-in-the-loop experience is where many projects falter by oversimplifying or over engineering without delivering practical control. Your need for an integrated dashboard that respects content creators’ expertise while efficiently orchestrating LLMs and media APIs is clear and I’ve built similar user-centric systems that prioritize editable outputs over rigid automation. Although I am new to the Freelancer platform, I bring a wealth of real-world experience and a proven track record of successfully delivering projects beyond this platform. My background includes scalable RAG implementations and asynchronous media API integrations in EdTech environments using Node.js, Python and robust cloud solutions. A recent project I led improved content team efficiency by 40% dramatically reducing time-to-publish while keeping creative control firmly in their hands. Let's connect and explore how we can bring your vision to life. Regards, Ahead Solutions P.S. If you're not happy with our work — which we doubt — you don't pay.
₹160,000 INR in 30 days
0.0
0.0

Hi, I can help with a Human-in-the-Loop EdTech content generation wrapper that turns your PDFs/course overviews into reviewable course scripts, quiz banks, and downloadable assets (PPTX/video/audio). I’ll start by mapping your end-to-end workflow (ingest → RAG → script/quiz drafts → human approval → async media rendering) and wiring a clean dashboard for creators to edit/approve outputs. To reduce risk, I’ll build incremental milestones with strict source-grounding, logging, and safe task retries so media APIs run reliably without timeouts. Which cloud stack do you prefer (AWS/GCP/Azure), and what LMS export format do you want first (JSON/CSV)? If you share access to a sample PDF, we can confirm scope and timeline quickly.
₹150,000 INR in 3 days
0.0
0.0

Human-in-the-loop content generation usually breaks down on the review queue: educators won't stay on a platform if every approval needs three clicks across two dashboards. Worth nailing that workflow before any of the LLM plumbing. For the stack — Spring Boot + Python (FastAPI) for the API layer, React for the educator dashboard, PostgreSQL for content + audit tables. I've built B2B SaaS dashboards with role-based access and audit logging, plus several integrations with OpenAI-compatible APIs where token cost tracking and prompt versioning mattered. Week 1 — schema for content versions and review states, basic educator approval UI, generation endpoint with one prompt template wired through. Week 2 — version diff view, audit log, batch generation, role-based access for content reviewer vs admin. Short scoping call to confirm role hierarchy and content types — or a small paid pilot on the approval workflow first.
₹150,000 INR in 7 days
0.0
0.0

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