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I am ready to bring an experienced AI / ML engineer on board to design a fully-tailored automation layer for my operations and a conversational chatbot that reflects my brand’s voice. The goal is to replace repetitive manual steps with reliable, self-learning processes and offer users an interactive assistant that feels both natural and helpful. Here is what I have in mind: • Smart automation: I will provide the current workflow diagrams and access to the relevant data sources. Your job is to map the decision logic, train the models—or integrate a suitable pre-trained model—and deliver an end-to-end pipeline that runs with minimal human intervention. Accuracy, transparency in model performance, and clear logging are important to me. • Custom chatbot: The bot should understand context, remember prior conversation where appropriate, and hand off to a human seamlessly whenever confidence drops below an agreed threshold. I am open to your recommendations on frameworks (Dialogflow CX, Rasa, LangChain, or similar) as long as the final solution can scale and be deployed to web and mobile touchpoints. Deliverables will include the complete, well-documented codebase, deployment scripts (Docker or equivalent), and a brief handover session so I can maintain and extend the solution afterward. If you have demonstrable experience building production-grade AI automation and conversational agents, I would love to see examples and talk through your approach.
Project ID: 40389104
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Active 4 days ago
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104 freelancers are bidding on average $153 USD for this job

Having worked as a top-tier web and app development enterprise for over 18 years, CnELIndia is no stranger to pushing the boundaries of what technology can achieve. Our PHP expertise intersects seamlessly with your need for AI and ML integration in your operations, ensuring we're not just developing a 'black box' solution, but delivering a robust, transparent system that empowers you to maintain and extend it effectively. In our portfolio, you'll find several AI-driven projects including machine learning-based automation systems and highly effective chatbot frameworks deployed in different contexts. We've handled everything from decision logic mapping to model training, with various frameworks like Dialogflow CX, Rasa, LangChain, etc., so we know the strength of each one and what makes them effective in different scenarios. With CnELIndia, you're not only getting an experienced team but also a partner dedicated to your long-term success. From delivering complete codebases to clean deployment scripts (using Docker or equivalent), we'll ensure full transparency in our processes. We'll also conduct an intensive handover session to proficiently equip you with the knowledge required for future scalability or requirements adaptations. Get in touch today and let's revolutionize your operations together!
$140 USD in 7 days
9.0
9.0

Hi, You need an AI engineer who can build custom automation and a chatbot that actually understands your users—not just pattern-matches responses. Before we dive in: are you looking to train a model on your own data, or integrate an existing LLM like GPT? Let's talk details. Best Regards, Hasan
$200 USD in 7 days
8.7
8.7

Good to see this project, I will deliver the automation pipeline — decision logic mapping, model training, and logging — alongside a context-aware chatbot with conversation memory and human handoff. For the chatbot, I will use LangChain with a RAG layer so it grounds responses in your actual data rather than hallucinating. This also makes the confidence threshold for human handoff more reliable, since retrieval scores give a clear signal. Questions: 1) What data sources feed the automation workflows — APIs, databases, or spreadsheets? 2) Where will the chatbot deploy first — web widget, mobile, or messaging platform? Looking forward to talking through the details. Kamran
$90 USD in 5 days
8.4
8.4

BUILD A SMART AI AUTOMATION + CHATBOT THAT WORKS LIKE A REAL TEAM MEMBER With 12+ years in AI/ML and full-stack systems, we’ve built production-grade automation pipelines and conversational agents that reduce manual work and scale efficiently. Approach: • Analyze your workflows → map decision logic → design automation pipeline • Use LLMs (via LangChain/Rasa/Dialogflow) with structured prompts + tools • Build data pipelines (ingestion → processing → action) with logging & monitoring • Train/fine-tune or integrate pre-trained models based on use case Automation Flow: Input data → decision engine → model inference → action trigger → logs & feedback loop (self-improving system) Chatbot: • Context-aware conversations + memory • Confidence scoring → human handoff • Deployable on web/mobile • Brand-aligned tone via prompt tuning Core Features: • Scalable architecture (Docker-ready) • Transparent performance metrics • Secure API integrations • Modular, maintainable code Deliverables: • Full codebase + deployment scripts • Documented pipelines & chatbot system • Handover session for future scaling We focus on reliability, accuracy, and real business impact, not just prototypes. Ready to discuss your workflows and start immediately.
$250 USD in 7 days
7.4
7.4

I can build the automation layer and brand-aligned chatbot you need—designed for reliability, transparency, and smooth human handoff when confidence drops. I’m a strong fit for this project because I’ve delivered production AI systems that combine workflow automation, NLP, and scalable deployment across web applications. Your focus on minimal manual intervention, clear logging, and maintainable code aligns well with how I structure AI solutions. Key strengths: - Smart automation pipelines with model integration, decision logic, and audit-friendly logging - Conversational agents with context handling, memory, and escalation to human support - Deployment-ready builds using Docker, plus clean documentation for handover and future extension Relevant experience includes building chatbot workflows with Rasa/LangChain-style architectures, integrating ML services into Node.js/PHP stacks, and deploying AI components for real-world operations where accuracy and observability matter. My approach: review your workflow diagrams and data sources, map the automation logic, select the best model strategy (trained or pre-trained), then implement, test, and containerize the full solution. I’ll also define confidence thresholds, fallback paths, and a concise handover session so you can maintain it confidently. If you’d like, I can share a recommended architecture and implementation plan for your exact use case.
$140 USD in 12 days
7.3
7.3

Hello, I’d be glad to help create a smart automation layer and a brand‑aligned chatbot that handles context naturally and reduces repetitive work across your operations. I’ve built similar AI-driven workflows using simple, transparent logic and clear logging, along with chatbots that scale across web and mobile. I can shape a clean pipeline, integrate or train the right models, and deliver everything in a documented codebase with smooth deployment so you can extend it later. Thanks, Teo
$200 USD in 2 days
6.7
6.7

Greetings, Thank you for considering my application for this project. As an AI Engineer and Python Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Python, Deep Learning. I have carefully reviewed the project description and am eager to discuss your specific needs and requirements in more detail. My commitment is to provide dedicated support and consistent follow-up throughout the project's lifecycle. Please feel free to reach out to me to further discuss how I can contribute to the success of your project. Looking forward to the opportunity of working together. Best regards, KuroKien
$100 USD in 1 day
6.5
6.5

As an AI and ML Engineer, with 10+ years of experience across diverse industries, I pride myself on being a digital solutions expert that doesn't just develop AIML technologies but builds scalable and secure solutions. I believe my skill set in NLP, AI development, Node.js, PHP and React.js make me an ideal fit for your bespoke project. My ability to map decision logic, train models- both pre-trained ones and those developed from scratch- would be beneficial for mapping your existing workflow into an AI-driven system. By reducing manual interventions and implementing smart automation using proven techniques, I can enhance your operations exponentially. Finally, my dedication towards clear communication ensures we remain on the same page throughout the project. My commitment doesn't end at handing over deliverables but extends to an ongoing support system as required. Given my track record of 100+ successful projects delivered promptly with transparency and clarity, I assure you that choosing me would be an investment in valuable digital transformation that'd generate long-term results. Together we can embody the essence of your brand through AI automated workflows and an interactive chatbot making your business smarter every step of the way!
$200 USD in 7 days
6.3
6.3

I can design a production-grade AI automation layer + conversational chatbot tailored to your workflows. Stack: LangChain + Rasa + Docker + OpenAI (or alternative models if preferred). Approach: • Map workflows → build automated pipelines with logging, retries, and performance tracking • AI decision layer (ML/LLM hybrid) with transparent scoring + audit logs • Context-aware chatbot (memory, intent handling, fallback to human on low confidence) • Deployable APIs for web/mobile integration Includes: • Modular, documented codebase • Docker deployment + monitoring setup • Handover + scaling recommendations Question: Do you already have structured datasets for training, or should I design the data pipeline and labeling strategy as well? With Regards! Apurva
$250 USD in 7 days
6.6
6.6

Hi There!!! ★★★★ (Custom AI automation pipelines & intelligent chatbot with scalable deployment) ★★★★ I understand you need a tailored automation layer to reduce manual workflows and a context-aware chatbot aligned to your brand voice, with reliable logging, human handoff logic and scalable deployment. ⚜ Workflow automation with AI/ML logic ⚜ Custom chatbot development ⚜ NLP model integration & tuning ⚜ Human handoff confidence logic ⚜ API/backend integration ⚜ Docker deployment & documentation ⚜ Monitoring, logging & optimization I have experince in AI automations, chatbot workflows and integrating LLM/NLP solutions into production systems. Built solutions involving decision logic, agents and process automation. My approach is to first map your workflow, choose fit-for-purpose models (LangChain/Rasa or hybrid stack), then build modular automation pipelines and chatbot layers with monitoring and fallback controls. Would love to discuss your use case and build this properly. Warm Regards, Farhin B.
$110 USD in 10 days
6.5
6.5

Having built AI systems, from pure prototypes to complete production infrastructure, I have extensive experience in developing smart automation solutions and conversational agents similar to the one you desire. I should highlight the fact that my team and I understands that seamless integration is key to ensuring AI systems integrate effectively within existing workflow systems, and make autonomous informed decisions. This means that we are experienced in mapping complex decision logic and identifying (and if necessary, even developing) the most suitable ML models for your unique project, or when necessary deploying pre-trained models. Moreover, our holistic approach extends not only to software but beyond it. We can leverage our expertise in IoT and edge-device capabilities to deliver an AI solution that goes far beyond web and mobile touchpoints. If reliable performance on cloud platforms such as AWS, GCP or Azure is essential for you, rest assured as this is already part of our repertoire.
$250 USD in 7 days
6.0
6.0

Hi, I have 9 years experience in (Python, Node.js, React.js, machine learning, NLP, AI chatbot development, and AI agent integration). For this project, I have real hands-on experience building production-grade automation pipelines and conversational AI systems, and I will design a tailored workflow layer that reduces manual work, adds clear logging and model visibility, and build a context-aware chatbot with human handoff logic, scalable architecture, and clean deployment using Docker so the solution is reliable and easy to extend across web and mobile. You can expect clear communication, fast turnaround, and a high-quality result. Best regards, Juan
$140 USD in 1 day
5.8
5.8

Hi, I came across your project "AI & ML Engineer Needed for Smart Automation and Custom Chatbot Development" and I'm confident I can help you with it. About Me: I'm a agency owner with over 8+ years of experience in PHP, Node.js, React.js. , and I understand exactly what’s needed to deliver high-quality results on time. Why Choose Me? - ✅ Expertise in required Technologies and 1 year post deployment free support - ✅ On-time delivery and excellent communication - ✅ 100% satisfaction guarantee Let’s discuss your project in more detail. I’m available to start immediately and would love to hear more about your goals. Looking forward to working with you! Best regards, Deepak
$130 USD in 7 days
5.8
5.8

Hello dear, Toriqul Global Solutions is a professional web design and development company dedicated to building modern, high-performance, and user-friendly digital solutions. Founded by Engineer Md. Toriqul Islam, a Computer Science & Engineering graduate from RUET, the company has over 10 years of experience delivering scalable and visually appealing websites. Web Design & Development: We are a full-stack web development team with strong experience. Our design approach is modern and simple, helping attract and engage users effectively. We have built websites for various industries and worked with many clients, delivering high-quality solutions. Client satisfaction is always our top priority. Technologies We Use: HTML5, CSS3, Bootstrap, JavaScript, jQuery, Angular, React, Node.js, WordPress, PHP, Laravel, .NET, CodeIgniter, Python, Ruby on Rails, MySQL, MongoDB. Why Choose Us: • Modern, clean, user-focused design • Fully responsive on all devices • Scalable and optimized code • Clean and well-documented work • On-time delivery • Clear communication • Client satisfaction first We have worked with clients across different industries, delivering websites that meet business goals and user expectations. Let’s build something great together. We are ready to discuss your project and start immediately. Best Regards, Toriqul Global Solutions
$90 USD in 5 days
5.8
5.8

Hi, I'm an AI and automation specialist with experience in building custom chatbots. This project looks like a great fit, and I'm confident I can deliver a tailored automation solution. I'd like to learn more about the specifics of the automation you need and the features you envision for the chatbot. I'm available to discuss the project scope in more detail. If you have any questions or want to schedule a quick chat, please let me know.
$180 USD in 7 days
5.8
5.8

Noticed your goal of a self-learning automation layer integrated with a brand-consistent chatbot. Recently, I developed a tailored RAG pipeline for a fintech client, enhancing their workflow efficiency by 40%. Curious about how you envision the chatbot interaction—should it handle a specific set of tasks or adapt as new operations are introduced? Let me know, can dive in immediately to sketch out a quick integration plan.
$30 USD in 7 days
5.1
5.1

Hello, I came across your project AI & ML Engineer Needed for Smart Automation and Custom Chatbot Development and I am very interested in working with you. I have reviewed your requirements and fully understand the scope and expectations. I specialize in PHP, Machine Learning (ML), Node.js, React.js, Natural Language Processing, AI Chatbot Development, AI Model Development, AI Model Integration, AI Development, AI Agents and have successfully delivered similar projects before. I am committed to delivering high-quality work with reliability, clarity, and professionalism. I work transparently throughout the project so progress, deadlines, and expectations stay clear at every stage. I would be glad to discuss further details and am ready to start immediately. Looking forward to hearing from you. Regards, Anum
$140 USD in 3 days
5.3
5.3

Hello, I am Vishal Maharaj, a seasoned professional with 20 years of expertise in PHP, React.js, AI Agents, Node.js, AI Development, AI Model Integration, and AI Chatbot Development. I have carefully reviewed your project requirements for Smart Automation and Custom Chatbot Development. For the smart automation aspect, I will meticulously analyze your workflow diagrams and data sources to map decision logic, train models, and create an efficient end-to-end pipeline with minimal human intervention. Transparency in model performance and accurate logging will be prioritized. Regarding the custom chatbot, I will ensure it comprehends context, retains past conversations when necessary, and seamlessly transitions to human intervention when confidence levels drop. I am open to using frameworks like Dialogflow CX, Rasa, or LangChain for scalability across web and mobile platforms. Let's discuss further details to kickstart this project. Cheers, Vishal Maharaj
$250 USD in 5 days
5.8
5.8

As an AI & ML Engineer with a strong background in both web and mobile development, the potential for me to design and execute your desired solution is substantial. My range of skills, including proficiency in PHP, React.js, JavaScript, Python (critical for creating customized automation frameworks) as well as mobile development with Flutter and Kotlin, provides the necessary tools for not only creating an intelligent bot but also an efficient, minimal-human intervention automation layer. Furthermore, my extensive experience in building web applications using popular CMS platforms such as WordPress and Shopify can be leveraged to integrate your new solutions into existing systems. I understand that exemplary chatbot intelligence entails a natural context understanding and smooth hand-off mechanisms, this aligns perfectly with my previous AI chatbot development endeavors. I'll ensure your brand’s voice is captured within the conversational agent whilst maintaining the scalability you desire. Lastly, transparencacy in model performance and detailed logging are of utmost importance to me. I am familiar with solutions like Docker which will be useful for deployment of the finished product. My plan involves providing a complete,and well-documented codebase alongside effortless transition to ensure its integration fits seamlessly into your operation.I look forward to showcasing my portfolio relevant to your project and discussing my refined approach in more detail with you soon.
$140 USD in 5 days
4.5
4.5

Hello there, I’ve worked as an AI/ML engineer building scalable automation layers and production-grade chatbots that reflect a brand’s voice. I combine data-driven decision logic, model integration, and robust logging to reduce manual steps while keeping transparency in performance and traceability. My approach blends clear data pipelines, model selection (custom or pre-trained), and practical orchestration to deliver an end-to-end automation stack plus a natural, context-aware bot that can escalate to humans when confidence is low. I’ll map your workflows to a reliable pipeline, train or integrate suitable models, and provide well-documented code, deployment scripts (Docker-ready), and an actionable handover session. The solution will be web and mobile-ready, scalable, and maintainable, with a transparent evaluation framework and easy extensibility. I’m confident I can handle this based on my experience delivering production-grade AI automation and conversational agents. Please feel free to reach out so we can discuss data sources, timelines, and deployment targets in detail. I’m excited about the chance to work together. Best regards, Billy Bryan
$250 USD in 5 days
4.6
4.6

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