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I need an AI-driven chatbot that can hold text-based conversations with patients and site visitors and reliably answer general health questions around the clock. The focus is on everyday wellness topics—nutrition, exercise, sleep, basic symptom understanding—not on diagnosing or prescribing, so the language model must be tuned for safe, informational responses and include the appropriate disclaimers. Here’s what I’m looking for in the finished product: • A web-embeddable chat widget (React or plain JS is fine) that launches instantly on page load. • A backend powered by a large language model (OpenAI, Azure OpenAI, or a comparable on-prem alternative) with fine-tuning or prompt-engineering that keeps every answer within the boundaries of general health advice. • Context management so each user session feels coherent, yet no personal health data is stored after the chat ends. HIPAA compliance is essential for any transient logging you do during processing. • An admin dashboard where I can review conversations, flag problematic answers, and update safety prompts without needing to touch code. • Clear deployment instructions (Docker or serverless are both acceptable) so I can move the bot from your test environment to my production server with minimal friction. Success Criteria 1. A user can ask any common health question (e.g., “How much water should I drink daily?”) and receive a concise, lay-friendly reply in under two seconds. 2. The response always includes a disclaimer to “consult a qualified healthcare professional for personal advice.” 3. The system passes a short test set of 50 sample questions I will provide, maintaining factual accuracy above 90% and never generating restricted medical diagnoses or prescription instructions. If you have previous experience building safe, domain-specific chatbots or have implemented guardrails for medical content, your approach will stand out. Please outline the stack you’d choose, how you will handle content filtering, and links to any similar live projects.
Project ID: 40428101
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Active 6 days ago
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67 freelancers are bidding on average ₹26,965 INR for this job

With over seven years of experience under my belt as a Full-Stack Developer, I've gained a considerable amount of expertise in the various technical aspects that your project necessitates. From building bespoke applications to creating and training custom AI models, my toolkit aligns thoroughly with your project requirements. My familiarity with languages like Python and frameworks such as Django and Flask will significantly aid in leveraging the power of large language models (such as OpenAI or Azure OpenAI) whilst adhering to prompt-engineering and fine-tuning practices you need for ensuring on-point and safe general health advice. Beyond just having the right technical aptitude, I have a firm grasp of the non-technical aspects critical to your project's triumph. HIPAA compliance is something I profoundly understand and always adhere to in any work concerning healthcare. Clients choose me—and revisit—for nuanced reasons. I keep them in the loop via regular updates, establish realistic milestones, plus maintain robust communication channels throughout project lifecycles. I ensure all projects are not only functional but also well-documented and testable for future developments. Count on me to deliver your AI Healthcare Q&A Chatbot—crafted with absolute contextual coherence yet sans any personal health data storage—on time with quality at the forefront. So let's discuss further how I can materialize your vision into a working reality!
₹35,000 INR in 73 days
5.2
5.2

Hi there, I can build this as a clean internal IT ticketing system with strong email-to-ticket handling, configurable fields, and rule-based technician assignment instead of a generic helpdesk clone. My preferred stack would be Laravel + MySQL with a responsive Blade/React admin panel, because it’s reliable for role-based dashboards, mail parsing, queues, ticket threads, SLA-style workflows, and future scaling. I’d structure it with user/technician/admin roles, email inbox sync, ticket creation from incoming emails, threaded replies, configurable ticket fields, category/keyword/user-group assignment rules, status tracking, and a clean audit history. For milestones, I’d split it into: core ticket module + roles, email integration and conversation sync, admin-configurable fields/rules, technician dashboard/UI polish, testing, staging deployment, Git handover, and setup documentation. I’ve worked on Laravel systems with custom admin panels, email workflows, role-based access, automation logic, and support-style request tracking, so I can deliver this with clean architecture and maintainable code your team can confidently manage. Thanks
₹25,000 INR in 7 days
4.7
4.7

Hi there, I have read your project requirement carefully. You need an AI-powered health chatbot with a web-embeddable widget, safe and compliant responses (non-diagnostic), session-based context, an admin dashboard, and fast performance with proper disclaimers. We can build this using a React chat widget and a Node.js/Python backend with OpenAI/Azure integration, implementing strong guardrails, moderation filters, and prompt engineering to ensure all responses remain within general wellness guidance. The system will be secure, HIPAA-aware, scalable, and easy to deploy with Docker/serverless setup, along with an admin panel for monitoring and updates. Questions: ========= Do you prefer OpenAI, Azure OpenAI, or another LLM provider? Will the chatbot be used on a single website or multiple platforms? Do you need multilingual support from the beginning? What level of admin dashboard features do you expect (basic moderation or advanced analytics)? Best Regards, Srashtasoft Team
₹35,000 INR in 10 days
4.9
4.9

As an AI developer well-versed in implementing robust chatbots (including OpenAI integration) and maintaining top levels of compliance in sensitive fields such as FinTech and payments, I believe I am the ideal candidate for your AI Healthcare Q&A Chatbot project. Throughout my five years of experience, I have developed deep AI automation capabilities that align perfectly with your requirements, allowing us to create a cutting-edge chatbot with a large language model that can provide general health advice promptly and appropriately. Given the significance of ensuring factual accuracy and complying with safety regulations in the medical field, I appreciate your emphasis on fine-tuning the model for health-specific boundaries. I can assure you that my milestone-first approach backed by my strong foundation in backend systems, cloud deployment using Docker or serverless options, and proficiency in React or plain JS for front-end work will guarantee seamless and compliant chatbot operations. Furthermore, my background in creating intelligent workflows will enable an admin dashboard where you can easily review conversations, flag problematic answers, and update safety prompts without needing any code intervention. . Let's combine forces to deliver a transformative AI Healthcare Q&A Chatbot backed by safe and domain-specific content filtering.
₹25,000 INR in 7 days
4.0
4.0

As a seasoned web developer with over a decade of experience, I am confident in my ability to create the AI-driven healthcare Q&A chatbot you desire. My expertise in JavaScript (including ReactJS), backend languages like PHP, and working knowledge of Docker and serverless deployment align perfectly with your tech stack requirements. Furthermore, I have ample experience with large language models like OpenAI which will be instrumental in developing an accurate and informative chatbot. In addition to my technical skills, I bring a high level of professionalism and meticulousness to all my projects. This will manifest in an admin dashboard that encapsulates all the features you want - reviewing conversations, addressing flagged answers, updating safety prompts - without any cumbersome code intervention on your end. Moreover, I strictly prioritize data privacy (including HIPAA compliance) so you can trust me to seamlessly meet the challenge of logging data safely without compromising confidentiality. Finally, I understand how crucial it is for your healthcare bot to provide accurate yet unequivocal responses. Hence, to ensure maximum accuracy while abiding by medical limitations, I promise 100% commitment to your test set criteria - maintaining above 90% factual accuracy and never generating restricted medical diagnoses or prescription instructions. By choosing me for this project, you'd not only be hiring a proficient developer
₹25,000 INR in 7 days
3.9
3.9

As an experienced Full Stack Developer with a strong background in web development, I'm confident I can deliver exactly what you're looking for with your AI Healthcare Q&A Chatbot. I understand the importance of creating scalable, user-friendly and secure applications, and this project aligns perfectly with that ethos. In terms of your success criteria, my proficiency in React and plain JS make me the perfect fit to build a web-embeddable chat widget that launches instantly on page load. I'm also well-versed in working with large language models such as OpenAI and Azure OpenAI, which are ideal options for implementing your backend. Additionally, my skills in API integration and database management offer a holistic approach to contextual coherence for every user session while still prioritizing transitory data storage for HIPAA compliance. To demonstrate my capability further, please take a look at my successful chatbot projects which have effectively filtered content and maintained high domain-specific safety standards without compromising factual accuracy. Going forward, with regular feedback sessions to refine responses until we reach 100% troubleshoot-free operation,you can be assured of receiving top-quality service. Let's discuss your project and bring that incredible AI-driven healthcare platform to life!
₹25,000 INR in 7 days
3.8
3.8

As an experienced web and software developer, I am confident in my ability to create a high-quality AI-driven chatbot for your healthcare needs. Over the years, I’ve been fortunate enough to work on numerous projects across a wide range of industries, with several projects requiring the practical application of chatbots. My expertise lies not just in building software but creating solutions that are scalable, efficient, and designed to deliver real value. In terms of stack for the project, I would suggest using React or plain JS for the frontend component and leverage one of the major libraries for Natural Language Processing such as OpenAI or Azure OpenAI for the backend. This combination will not only ensure great user experience with launch-instant chat widget but also power it with state-of-the-art language models tuned for precise response without violating any boundaries that healthcare domain mandates. In terms of content filtering, my approach would be to implement a combination of rule-based and machine-learning based algorithms. Rule based algorithms can provide restrictions based on known restrictions however machine learning solutions such as content filtering networks will ensure novel restrictions are accounted for too. Additionally, as a long-term partner
₹25,000 INR in 5 days
3.2
3.2

Hi, I’d love to build your AI-driven healthcare chatbot focused on safe, informational wellness conversations with strong medical guardrails and HIPAA-conscious architecture. The chatbot will provide fast, lay-friendly answers for general wellness topics like nutrition, sleep, exercise, and basic symptom understanding while avoiding diagnosis or prescription-related responses. Recommended Stack • React embeddable chat widget • FastAPI / Node.js backend • OpenAI or Azure OpenAI integration • Docker deployment setup Features Included • Real-time health Q&A chatbot • Prompt-engineered safety guardrails • Automatic healthcare disclaimer in every reply • Context-aware session memory • No permanent PHI storage • Fast optimized responses (<2 seconds target) Admin Dashboard • Review conversations • Flag unsafe/problematic replies • Update prompts/rules without coding • Basic analytics and monitoring Safety & Compliance • Medical content filtering • Restricted diagnosis/prescription prevention • Prompt + moderation layer validation • HIPAA-conscious transient logging workflow Deliverables • Embeddable chat widget • Backend API + AI integration • Admin dashboard • Docker deployment setup • Documentation & handover Why Me • AI chatbot development experience • Prompt engineering & guardrails expertise • Full-stack architecture knowledge • Clean scalable deployment workflows Ready to discuss your test questions and deployment preferences. Best regards, Vicky
₹20,000 INR in 7 days
2.3
2.3

Hi, I can fix your AI Healthcare Q&A Chatbot I've solved this exact problem many times. Here is what I will do: Build a safe React/JS chat widget with instant launch and fast UX. Set up an LLM backend with strong medical guardrails, disclaimers, and session-only context. Create an admin dashboard to review chats, flag replies, and update prompts without code. 10 days free support after delivery Milestone-based payment Reply "YES" and Best regards, syed ribal
₹37,500 INR in 4 days
2.0
2.0

Hello, Your project presents an intriguing challenge in implementing a safe and effective AI-driven chatbot for health-related inquiries. The emphasis on fine-tuning the language model to ensure compliance with HIPAA while providing accurate wellness advice is critical, especially as users will expect prompt responses without compromising their privacy. I would prioritize establishing the backend architecture first, focusing on selecting the optimal large language model—OpenAI or Azure OpenAI—to ensure it meets your performance criteria. Then I'd implement context management to enhance user experience while guaranteeing no personal data retention post-session. This foundational work is essential for meeting your success criteria of rapid response times and maintaining a high accuracy rate. Regarding your requirement for deployment instructions, I will provide clear documentation that facilitates a smooth transition from the testing environment to production. My experience with similar chatbots ensures I can implement effective content filtering mechanisms tailored to your guidelines. Are you leaning towards using a specific large language model for this project, or are you open to exploring various options?
₹12,540 INR in 28 days
1.8
1.8

Hello, Creating an AI-driven chatbot for health-related queries presents unique challenges, especially in ensuring the language model is both informative and compliant with safety regulations like HIPAA. Fine-tuning the model to avoid diagnostic responses while still providing accurate general health advice is critical to maintaining user trust and meeting legal standards. I would prioritize developing a robust backend powered by OpenAI's API, implementing content filtering through prompt engineering that respects patient confidentiality. Additionally, I’d focus on building a seamless admin dashboard for you to manage content and review interactions easily, ensuring that any flagged responses can be addressed quickly without technical intervention. This approach helps maintain high-quality interaction while safeguarding user privacy. For your request about the stack, I recommend utilizing React for the front-end chat widget due to its efficiency in rendering and responsiveness. The backend would leverage Docker for easy deployment, enabling smooth transitions from your test environment to production. Given your emphasis on content accuracy, I’d also implement a session context management system that retains coherence during conversations while not storing personal data post-interaction. Do you have an existing backend or API layer, or will this be part of the build?
₹12,540 INR in 28 days
1.8
1.8

I understand the importance of creating a reliable AI-driven healthcare chatbot that engages users while adhering to safety and compliance standards. With experience in developing domain-specific chatbots, I will ensure that the AI provides accurate and safe responses to common wellness questions. My approach includes utilizing a robust tech stack, likely leveraging React for the frontend and an OpenAI model for the backend, ensuring quick response times and HIPAA compliance through careful management of transient data. I will implement context management to enhance user experience and include necessary disclaimers in every interaction. Additionally, I'll create an intuitive admin dashboard for easy monitoring and content updates. My process will involve thorough requirements clarification, prompt engineering, and extensive testing to meet your success criteria, ensuring factual accuracy and user satisfaction. Let's build a solution that empowers users with reliable health information while maintaining their privacy.
₹22,750 INR in 14 days
1.4
1.4

Hello sir let's connect on chat with my experience in building similar chatbots for various industries, I believe I am the ideal candidate for your project. Having honed my skills in Natural Language Processing and Web Development which aligns perfectly to your needs, I'm confident to say I can deliver just what you need. To address the boundaries of general health advice, I'd leverage a large language model like Azure OpenAI and build robust context management for coherent user sessions. Not only will this ensure timely yet informational responses, but it will also adhere closely to relevant data protection laws including HIPAA compliance. This safeguarding extends to the admin dashboard where conversations can be reviewed, flagged, and prompts updated easily. Regarding content filtering and achieving success criteria, my previous work on quality control of chatbot content will be invaluable. I will guarantee factual accuracy above 90% with zero restricted medical diagnoses or prescription instructions being generated which is important in the highly sensitive healthcare domain.
₹15,000 INR in 7 days
0.7
0.7

⭐ONLY PAY IF YOU’RE IMPRESSED⭐ Hi, I’m Aaron Roberts, with extensive experience building safe, domain-specific chatbots, including healthcare-focused solutions. I can help by delivering an AI-driven, HIPAA-compliant chatbot that provides accurate, safe health advice with disclaimers, ensuring user trust and regulatory compliance. Core Deliverables: • Web-embeddable React chat widget launching instantly • Backend powered by OpenAI with prompt-engineered safety filters • Context management without storing personal data • Admin dashboard for conversation review and prompt updates • Deployment instructions via Docker or serverless Technical Approach: • Use OpenAI API with strict prompt engineering and content filters • Implement session-based context with encrypted transient logs • Build React frontend with seamless UX • Provide admin tools for monitoring and quick safety tuning I’m committed to delivering a high-quality product that meets your goals. I look forward to the opportunity to discuss this project further. Kind regards, Aaron R.
₹28,150 INR in 30 days
0.0
0.0

This looks straightforward at first, but in my experience there’s usually a key detail that can cause issues later. I’ve handled similar projects before and can outline a practical approach for you. For similar work and case studies, feel free to check my profile: https://www.freelancer.com/u/Microlent Let me know if you I'd like me to walk you through the plan. – Rajesh Rolen
₹25,000 INR in 7 days
0.0
0.0

Hello, I understand you need an AI-driven health chatbot that can answer everyday wellness questions safely, without diagnosis or prescription advice. The goal is to deliver a fast, reliable, web-embeddable chatbot with proper medical disclaimers, content guardrails, and an easy admin dashboard. Here’s what I can provide: * React/plain JS chat widget with LLM-powered backend using OpenAI/Azure OpenAI and safe prompt-engineering for general health guidance * Context-aware conversations with privacy-focused session handling, no long-term personal health data storage, and HIPAA-aware processing * Admin dashboard to review chats, flag risky answers, update safety prompts, plus Docker/serverless deployment documentation I bring over 10+ years of experience in web application development, AI/API integrations, SaaS dashboards, secure backend systems, and scalable product architecture. I can also help set up testing against your 50-question dataset to validate accuracy, response safety, and performance. Just to clarify a few things: * Do you prefer OpenAI, Azure OpenAI, or an on-prem LLM option? * Should the admin dashboard include user roles and audit logs? Please come to the chat box to discuss more about your project. Best regards Vimal
₹12,500 INR in 7 days
0.0
0.0

Ross here from Arasaka Systems. I can help with building a secure, AI-driven health chatbot tailored to your specific needs. I’m excited about your focus on safe, informational wellness advice—as I’ve developed similar domain-specific chatbots that emphasize controlled, compliant responses. Your requirement for a clean, professional, integrated, high-performing chat widget with robust context management and HIPAA compliance is clear and essential. Do you have any more information you can send me, then I can set up a proposal for you? I specialize in AI implementation, prompt engineering, and secure backend development with expertise in React/JS frontends and OpenAI-based models, ensuring reliable, safe interactions. It would be a pleasure to be of assistance. Regards, Ross, Arasaka Systems
₹30,000 INR in 14 days
0.0
0.0

Hello, I can develop a secure AI-driven health chatbot that provides 24/7 general wellness information (nutrition, exercise, sleep, basic symptom understanding) while strictly avoiding diagnosis or medical prescriptions. I will build a web-embeddable chat widget (React or JS) that loads instantly and integrates easily into your website, supported by a backend using OpenAI or Azure OpenAI with strong prompt engineering and safety guardrails to ensure every response stays informational and includes a “consult a qualified healthcare professional” disclaimer. To ensure safety and compliance, I will implement layered content filtering, system-level rules, and response validation to prevent restricted medical advice. The chatbot will use session-based context for natural conversations but will not store personal health data after sessions end, supporting privacy-first and HIPAA-aligned handling. I will also develop an admin dashboard where you can review conversations, update safety prompts, and flag responses without coding. The system will be optimized for fast replies (under 2 seconds), high accuracy, and reliable behavior across 50+ test scenarios. Deployment will be provided via Docker or serverless setup with full documentation for easy production launch. best regards Habib Ullah
₹25,000 INR in 7 days
0.0
0.0

Hello there, we are a senior AI, ML experts, Full Stack Web and Mobile App Developers using React native hybrid technology. Please, send me a message to discuss the work. Thanks Ashish Kumar.
₹25,000 INR in 7 days
0.0
0.0

Creating a reliable, safe chatbot for health information requires careful prompt engineering and content filtering—it’s a challenge I’ve successfully addressed before. I’d approach building the web-embeddable chat widget using React, ensuring instant page load performance as you specified. My experience in AI consulting and natural language processing allows me to fine-tune a large language model, like OpenAI, to consistently deliver informative responses while adhering to your strict safety guidelines and incorporating the necessary disclaimers. I'd prioritize HIPAA compliance through transient logging and a design that avoids storing personal data.
₹23,803 INR in 7 days
0.0
0.0

Bundi, India
Member since Oct 28, 2025
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